Task 2806596

Name rand_automata_0080-1604984768-31309-0_1
Workunit 1264324
Created 10 Nov 2020, 5:44:21 UTC
Sent 10 Nov 2020, 6:02:35 UTC
Report deadline 11 Nov 2020, 4:32:35 UTC
Received 10 Nov 2020, 19:28:27 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 563
Run time 23 min 58 sec
CPU time 22 min 3 sec
Validate state Valid
Credit 959.40
Device peak FLOPS 5,442.60 GFLOPS
Application version Machine Learning Dataset Generator (test) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.95 GB
Peak swap size 3.88 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.5</core_client_version>
<![CDATA[
<stderr_txt>
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1660 Ti)
[2020-11-10 20:04:30	                main:435]	:	INFO	:	Set logging level to 1
[2020-11-10 20:04:30	                main:441]	:	INFO	:	Running in BOINC Client mode
[2020-11-10 20:04:30	                main:444]	:	INFO	:	Resolving all filenames
[2020-11-10 20:04:30	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0080-train-val-dataset.hdf5 (exists = 1)
[2020-11-10 20:04:30	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0080-1604984768-31309-0_1_r1951782260_1 (exists = 0)
[2020-11-10 20:04:31	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0080-1604984768-31309-0_1_r1951782260_0 (exists = 0)
[2020-11-10 20:04:31	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 0)
[2020-11-10 20:04:31	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 0)
[2020-11-10 20:04:31	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0080-train-val-dataset.hdf5
[2020-11-10 20:04:31	                main:474]	:	INFO	:	Configuration: 
[2020-11-10 20:04:31	                main:475]	:	INFO	:	    Model type: LSTM
[2020-11-10 20:04:31	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-11-10 20:04:31	                main:477]	:	INFO	:	    Max Epochs: 192
[2020-11-10 20:04:31	                main:478]	:	INFO	:	    Batch Size: 32
[2020-11-10 20:04:31	                main:479]	:	INFO	:	    Learning Rate: 0.001
[2020-11-10 20:04:31	                main:480]	:	INFO	:	    Patience: 10
[2020-11-10 20:04:31	                main:481]	:	INFO	:	    Hidden Width: 64
[2020-11-10 20:04:31	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2020-11-10 20:04:31	                main:483]	:	INFO	:	    # Backend Layers: 2
[2020-11-10 20:04:31	                main:484]	:	INFO	:	    # Threads: 1
[2020-11-10 20:04:31	                main:486]	:	INFO	:	Preparing Dataset
[2020-11-10 20:04:31	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0080-train-val-dataset.hdf5 into memory
[2020-11-10 20:04:32	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0080-train-val-dataset.hdf5 into memory
[2020-11-10 20:04:33	                load:106]	:	INFO	:	Successfully loaded dataset of 4096 examples into memory.
[2020-11-10 20:04:33	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0080-train-val-dataset.hdf5 into memory
[2020-11-10 20:04:33	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0080-train-val-dataset.hdf5 into memory
[2020-11-10 20:04:33	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-11-10 20:04:33	                main:494]	:	INFO	:	Creating Model
[2020-11-10 20:04:34	                main:507]	:	INFO	:	Preparing config file
[2020-11-10 20:04:34	                main:519]	:	INFO	:	Creating new config file
[2020-11-10 20:04:35	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2020-11-10 20:04:35	                main:562]	:	INFO	:	Starting Training
[2020-11-10 20:04:42	                main:574]	:	INFO	:	Epoch 1 | loss: 0.0659445 | val_loss: 0.0655016 | Time: 7478.61 ms
[2020-11-10 20:04:50	                main:574]	:	INFO	:	Epoch 2 | loss: 0.0642816 | val_loss: 0.0632338 | Time: 7278.15 ms
[2020-11-10 20:04:57	                main:574]	:	INFO	:	Epoch 3 | loss: 0.0623848 | val_loss: 0.0610175 | Time: 7453.91 ms
[2020-11-10 20:05:05	                main:574]	:	INFO	:	Epoch 4 | loss: 0.0594272 | val_loss: 0.057887 | Time: 7493.36 ms
[2020-11-10 20:05:12	                main:574]	:	INFO	:	Epoch 5 | loss: 0.0567916 | val_loss: 0.0557004 | Time: 7411.46 ms
[2020-11-10 20:05:19	                main:574]	:	INFO	:	Epoch 6 | loss: 0.0550525 | val_loss: 0.0542953 | Time: 6942.53 ms
[2020-11-10 20:05:27	                main:574]	:	INFO	:	Epoch 7 | loss: 0.0537766 | val_loss: 0.0530787 | Time: 7174.81 ms
[2020-11-10 20:05:34	                main:574]	:	INFO	:	Epoch 8 | loss: 0.0526469 | val_loss: 0.0520847 | Time: 7344.01 ms
[2020-11-10 20:05:41	                main:574]	:	INFO	:	Epoch 9 | loss: 0.051549 | val_loss: 0.0510005 | Time: 7476.24 ms
[2020-11-10 20:05:49	                main:574]	:	INFO	:	Epoch 10 | loss: 0.0504841 | val_loss: 0.0499229 | Time: 7342.32 ms
[2020-11-10 20:05:56	                main:574]	:	INFO	:	Epoch 11 | loss: 0.0493909 | val_loss: 0.0488418 | Time: 7175.12 ms
[2020-11-10 20:06:03	                main:574]	:	INFO	:	Epoch 12 | loss: 0.0480917 | val_loss: 0.0476664 | Time: 7119.3 ms
[2020-11-10 20:06:10	                main:574]	:	INFO	:	Epoch 13 | loss: 0.046677 | val_loss: 0.0461535 | Time: 7162.88 ms
[2020-11-10 20:06:18	                main:574]	:	INFO	:	Epoch 14 | loss: 0.0450486 | val_loss: 0.0447674 | Time: 7060.64 ms
[2020-11-10 20:06:25	                main:574]	:	INFO	:	Epoch 15 | loss: 0.0433465 | val_loss: 0.0431888 | Time: 7114.57 ms
[2020-11-10 20:06:32	                main:574]	:	INFO	:	Epoch 16 | loss: 0.0412774 | val_loss: 0.0406672 | Time: 7124.4 ms
[2020-11-10 20:06:39	                main:574]	:	INFO	:	Epoch 17 | loss: 0.0390937 | val_loss: 0.0386889 | Time: 7116.78 ms
[2020-11-10 20:06:46	                main:574]	:	INFO	:	Epoch 18 | loss: 0.0365189 | val_loss: 0.0366845 | Time: 7093.18 ms
[2020-11-10 20:06:53	                main:574]	:	INFO	:	Epoch 19 | loss: 0.0340349 | val_loss: 0.0338212 | Time: 7081.85 ms
[2020-11-10 20:07:01	                main:574]	:	INFO	:	Epoch 20 | loss: 0.0319724 | val_loss: 0.0320387 | Time: 7102.16 ms
[2020-11-10 20:07:08	                main:574]	:	INFO	:	Epoch 21 | loss: 0.0292955 | val_loss: 0.0327057 | Time: 7340.88 ms
[2020-11-10 20:07:15	                main:574]	:	INFO	:	Epoch 22 | loss: 0.0370388 | val_loss: 0.0292336 | Time: 7401.04 ms
[2020-11-10 20:07:23	                main:574]	:	INFO	:	Epoch 23 | loss: 0.02886 | val_loss: 0.0260216 | Time: 7321.23 ms
[2020-11-10 20:07:30	                main:574]	:	INFO	:	Epoch 24 | loss: 0.0461873 | val_loss: 0.040632 | Time: 7502.06 ms
[2020-11-10 20:07:38	                main:574]	:	INFO	:	Epoch 25 | loss: 0.0295662 | val_loss: 0.0256315 | Time: 7306.77 ms
[2020-11-10 20:07:45	                main:574]	:	INFO	:	Epoch 26 | loss: 0.0240548 | val_loss: 0.0552185 | Time: 7099.3 ms
[2020-11-10 20:07:52	                main:574]	:	INFO	:	Epoch 27 | loss: 0.0371225 | val_loss: 0.0234547 | Time: 7454.82 ms
[2020-11-10 20:07:59	                main:574]	:	INFO	:	Epoch 28 | loss: 0.0209523 | val_loss: 0.0392741 | Time: 7165.87 ms
[2020-11-10 20:08:07	                main:574]	:	INFO	:	Epoch 29 | loss: 0.0320999 | val_loss: 0.0232607 | Time: 7130.59 ms
[2020-11-10 20:08:14	                main:574]	:	INFO	:	Epoch 30 | loss: 0.0193249 | val_loss: 0.0185093 | Time: 7183.58 ms
[2020-11-10 20:08:21	                main:574]	:	INFO	:	Epoch 31 | loss: 0.0206531 | val_loss: 0.0175666 | Time: 7319.03 ms
[2020-11-10 20:08:28	                main:574]	:	INFO	:	Epoch 32 | loss: 0.0212779 | val_loss: 0.014634 | Time: 7119.65 ms
[2020-11-10 20:08:36	                main:574]	:	INFO	:	Epoch 33 | loss: 0.0158039 | val_loss: 0.0210361 | Time: 7173.34 ms
[2020-11-10 20:08:43	                main:574]	:	INFO	:	Epoch 34 | loss: 0.0231954 | val_loss: 0.016863 | Time: 7116.33 ms
[2020-11-10 20:08:50	                main:574]	:	INFO	:	Epoch 35 | loss: 0.0174967 | val_loss: 0.0188645 | Time: 7207.27 ms
[2020-11-10 20:08:57	                main:574]	:	INFO	:	Epoch 36 | loss: 0.0131489 | val_loss: 0.0120329 | Time: 7172.81 ms
[2020-11-10 20:09:05	                main:574]	:	INFO	:	Epoch 37 | loss: 0.0150467 | val_loss: 0.0116186 | Time: 7410.86 ms
[2020-11-10 20:09:12	                main:574]	:	INFO	:	Epoch 38 | loss: 0.0126298 | val_loss: 0.0105832 | Time: 7376.58 ms
[2020-11-10 20:09:19	                main:574]	:	INFO	:	Epoch 39 | loss: 0.0102491 | val_loss: 0.0100544 | Time: 7229.92 ms
[2020-11-10 20:09:27	                main:574]	:	INFO	:	Epoch 40 | loss: 0.00959894 | val_loss: 0.00979498 | Time: 7358.81 ms
[2020-11-10 20:09:34	                main:574]	:	INFO	:	Epoch 41 | loss: 0.00929197 | val_loss: 0.00909706 | Time: 7326.05 ms
[2020-11-10 20:09:42	                main:574]	:	INFO	:	Epoch 42 | loss: 0.00965593 | val_loss: 0.00910297 | Time: 7347.46 ms
[2020-11-10 20:09:49	                main:574]	:	INFO	:	Epoch 43 | loss: 0.00851976 | val_loss: 0.00859743 | Time: 7391.84 ms
[2020-11-10 20:09:57	                main:574]	:	INFO	:	Epoch 44 | loss: 0.0080837 | val_loss: 0.00823642 | Time: 7525.51 ms
[2020-11-10 20:10:04	                main:574]	:	INFO	:	Epoch 45 | loss: 0.00793294 | val_loss: 0.00814419 | Time: 7448.18 ms
[2020-11-10 20:10:12	                main:574]	:	INFO	:	Epoch 46 | loss: 0.00764558 | val_loss: 0.00780707 | Time: 7260.47 ms
[2020-11-10 20:10:19	                main:574]	:	INFO	:	Epoch 47 | loss: 0.00732289 | val_loss: 0.00752518 | Time: 7285.65 ms
[2020-11-10 20:10:26	                main:574]	:	INFO	:	Epoch 48 | loss: 0.00708557 | val_loss: 0.00729976 | Time: 7352.67 ms
[2020-11-10 20:10:34	                main:574]	:	INFO	:	Epoch 49 | loss: 0.00686689 | val_loss: 0.00703389 | Time: 7263.53 ms
[2020-11-10 20:10:41	                main:574]	:	INFO	:	Epoch 50 | loss: 0.00665165 | val_loss: 0.00682547 | Time: 7156.85 ms
[2020-11-10 20:10:48	                main:574]	:	INFO	:	Epoch 51 | loss: 0.00645495 | val_loss: 0.0066302 | Time: 7216.35 ms
[2020-11-10 20:10:55	                main:574]	:	INFO	:	Epoch 52 | loss: 0.00624837 | val_loss: 0.00637241 | Time: 7148.06 ms
[2020-11-10 20:11:03	                main:574]	:	INFO	:	Epoch 53 | loss: 0.00606776 | val_loss: 0.00620428 | Time: 7237.92 ms
[2020-11-10 20:11:10	                main:574]	:	INFO	:	Epoch 54 | loss: 0.00586353 | val_loss: 0.00599388 | Time: 7287.74 ms
[2020-11-10 20:11:17	                main:574]	:	INFO	:	Epoch 55 | loss: 0.0056757 | val_loss: 0.00578561 | Time: 7371.82 ms
[2020-11-10 20:11:25	                main:574]	:	INFO	:	Epoch 56 | loss: 0.00548793 | val_loss: 0.00560124 | Time: 7281.7 ms
[2020-11-10 20:11:32	                main:574]	:	INFO	:	Epoch 57 | loss: 0.00530535 | val_loss: 0.00541885 | Time: 7299.32 ms
[2020-11-10 20:11:40	                main:574]	:	INFO	:	Epoch 58 | loss: 0.00512751 | val_loss: 0.00522241 | Time: 7438.75 ms
[2020-11-10 20:11:47	                main:574]	:	INFO	:	Epoch 59 | loss: 0.00495192 | val_loss: 0.00503814 | Time: 7428.74 ms
[2020-11-10 20:11:54	                main:574]	:	INFO	:	Epoch 60 | loss: 0.00477891 | val_loss: 0.00486604 | Time: 7412.51 ms
[2020-11-10 20:12:02	                main:574]	:	INFO	:	Epoch 61 | loss: 0.00460594 | val_loss: 0.00466893 | Time: 7426.55 ms
[2020-11-10 20:12:09	                main:574]	:	INFO	:	Epoch 62 | loss: 0.0044386 | val_loss: 0.00449827 | Time: 7361.85 ms
[2020-11-10 20:12:17	                main:574]	:	INFO	:	Epoch 63 | loss: 0.00427978 | val_loss: 0.00432903 | Time: 7201.81 ms
[2020-11-10 20:12:24	                main:574]	:	INFO	:	Epoch 64 | loss: 0.00411456 | val_loss: 0.00416904 | Time: 7241.33 ms
[2020-11-10 20:12:31	                main:574]	:	INFO	:	Epoch 65 | loss: 0.00395688 | val_loss: 0.0039981 | Time: 7263.03 ms
[2020-11-10 20:12:39	                main:574]	:	INFO	:	Epoch 66 | loss: 0.00380545 | val_loss: 0.00381761 | Time: 7356.18 ms
[2020-11-10 20:12:46	                main:574]	:	INFO	:	Epoch 67 | loss: 0.00365393 | val_loss: 0.00368077 | Time: 7198.08 ms
[2020-11-10 20:12:53	                main:574]	:	INFO	:	Epoch 68 | loss: 0.00350909 | val_loss: 0.00352179 | Time: 7312.58 ms
[2020-11-10 20:13:01	                main:574]	:	INFO	:	Epoch 69 | loss: 0.00336788 | val_loss: 0.00335839 | Time: 7393.26 ms
[2020-11-10 20:13:08	                main:574]	:	INFO	:	Epoch 70 | loss: 0.00322959 | val_loss: 0.00322206 | Time: 7404.62 ms
[2020-11-10 20:13:16	                main:574]	:	INFO	:	Epoch 71 | loss: 0.00309699 | val_loss: 0.00308513 | Time: 7451.62 ms
[2020-11-10 20:13:23	                main:574]	:	INFO	:	Epoch 72 | loss: 0.00296619 | val_loss: 0.00295258 | Time: 7447.81 ms
[2020-11-10 20:13:31	                main:574]	:	INFO	:	Epoch 73 | loss: 0.00284162 | val_loss: 0.00283034 | Time: 7439.49 ms
[2020-11-10 20:13:38	                main:574]	:	INFO	:	Epoch 74 | loss: 0.00271882 | val_loss: 0.00270461 | Time: 7501.96 ms
[2020-11-10 20:13:46	                main:574]	:	INFO	:	Epoch 75 | loss: 0.00260214 | val_loss: 0.00258226 | Time: 7390.95 ms
[2020-11-10 20:13:53	                main:574]	:	INFO	:	Epoch 76 | loss: 0.00248848 | val_loss: 0.00247118 | Time: 7243.3 ms
[2020-11-10 20:14:00	                main:574]	:	INFO	:	Epoch 77 | loss: 0.00237721 | val_loss: 0.00235744 | Time: 7250.6 ms
[2020-11-10 20:14:07	                main:574]	:	INFO	:	Epoch 78 | loss: 0.00227007 | val_loss: 0.00225825 | Time: 7146.71 ms
[2020-11-10 20:14:15	                main:574]	:	INFO	:	Epoch 79 | loss: 0.00216787 | val_loss: 0.0021458 | Time: 7432.72 ms
[2020-11-10 20:14:22	                main:574]	:	INFO	:	Epoch 80 | loss: 0.0020685 | val_loss: 0.00204716 | Time: 7287.98 ms
[2020-11-10 20:14:29	                main:574]	:	INFO	:	Epoch 81 | loss: 0.00197253 | val_loss: 0.00195472 | Time: 7139.88 ms
[2020-11-10 20:14:37	                main:574]	:	INFO	:	Epoch 82 | loss: 0.0018822 | val_loss: 0.00185905 | Time: 7160.62 ms
[2020-11-10 20:14:44	                main:574]	:	INFO	:	Epoch 83 | loss: 0.00179698 | val_loss: 0.00177639 | Time: 7137.24 ms
[2020-11-10 20:14:51	                main:574]	:	INFO	:	Epoch 84 | loss: 0.00171171 | val_loss: 0.0016913 | Time: 7098.61 ms
[2020-11-10 20:14:58	                main:574]	:	INFO	:	Epoch 85 | loss: 0.00163389 | val_loss: 0.00161859 | Time: 7223.75 ms
[2020-11-10 20:15:06	                main:574]	:	INFO	:	Epoch 86 | loss: 0.00155803 | val_loss: 0.00154191 | Time: 7492.59 ms
[2020-11-10 20:15:13	                main:574]	:	INFO	:	Epoch 87 | loss: 0.00148641 | val_loss: 0.00146578 | Time: 7496.21 ms
[2020-11-10 20:15:21	                main:574]	:	INFO	:	Epoch 88 | loss: 0.00141707 | val_loss: 0.00140008 | Time: 7561.24 ms
[2020-11-10 20:15:29	                main:574]	:	INFO	:	Epoch 89 | loss: 0.00135176 | val_loss: 0.00133957 | Time: 7483.28 ms
[2020-11-10 20:15:36	                main:574]	:	INFO	:	Epoch 90 | loss: 0.00128804 | val_loss: 0.00127688 | Time: 7436.51 ms
[2020-11-10 20:15:43	                main:574]	:	INFO	:	Epoch 91 | loss: 0.0012286 | val_loss: 0.00121708 | Time: 7251.83 ms
[2020-11-10 20:15:51	                main:574]	:	INFO	:	Epoch 92 | loss: 0.00117173 | val_loss: 0.00115553 | Time: 7405.52 ms
[2020-11-10 20:15:58	                main:574]	:	INFO	:	Epoch 93 | loss: 0.00111634 | val_loss: 0.00110855 | Time: 7393.03 ms
[2020-11-10 20:16:06	                main:574]	:	INFO	:	Epoch 94 | loss: 0.00106469 | val_loss: 0.00105394 | Time: 7360.92 ms
[2020-11-10 20:16:13	                main:574]	:	INFO	:	Epoch 95 | loss: 0.00101364 | val_loss: 0.00100326 | Time: 7099.28 ms
[2020-11-10 20:16:20	                main:574]	:	INFO	:	Epoch 96 | loss: 0.000967353 | val_loss: 0.000957893 | Time: 7103.73 ms
[2020-11-10 20:16:27	                main:574]	:	INFO	:	Epoch 97 | loss: 0.0009222 | val_loss: 0.000909604 | Time: 7059.5 ms
[2020-11-10 20:16:34	                main:574]	:	INFO	:	Epoch 98 | loss: 0.000878602 | val_loss: 0.000868299 | Time: 7263.87 ms
[2020-11-10 20:16:42	                main:574]	:	INFO	:	Epoch 99 | loss: 0.000837377 | val_loss: 0.000830675 | Time: 7326.05 ms
[2020-11-10 20:16:49	                main:574]	:	INFO	:	Epoch 100 | loss: 0.000798549 | val_loss: 0.000791016 | Time: 7136.77 ms
[2020-11-10 20:16:56	                main:574]	:	INFO	:	Epoch 101 | loss: 0.000760861 | val_loss: 0.000751358 | Time: 7221.26 ms
[2020-11-10 20:17:04	                main:574]	:	INFO	:	Epoch 102 | loss: 0.000727321 | val_loss: 0.000718908 | Time: 7255.01 ms
[2020-11-10 20:17:11	                main:574]	:	INFO	:	Epoch 103 | loss: 0.000692182 | val_loss: 0.000684669 | Time: 7248.87 ms
[2020-11-10 20:17:18	                main:574]	:	INFO	:	Epoch 104 | loss: 0.000660833 | val_loss: 0.000655146 | Time: 7125.71 ms
[2020-11-10 20:17:26	                main:574]	:	INFO	:	Epoch 105 | loss: 0.000631084 | val_loss: 0.000623479 | Time: 7291.24 ms
[2020-11-10 20:17:33	                main:574]	:	INFO	:	Epoch 106 | loss: 0.000602746 | val_loss: 0.000599661 | Time: 7468.24 ms
[2020-11-10 20:17:41	                main:574]	:	INFO	:	Epoch 107 | loss: 0.000574946 | val_loss: 0.000569191 | Time: 7510.96 ms
[2020-11-10 20:17:48	                main:574]	:	INFO	:	Epoch 108 | loss: 0.000549903 | val_loss: 0.000548563 | Time: 7604.23 ms
[2020-11-10 20:17:56	                main:574]	:	INFO	:	Epoch 109 | loss: 0.00052591 | val_loss: 0.000521039 | Time: 7234.8 ms
[2020-11-10 20:18:03	                main:574]	:	INFO	:	Epoch 110 | loss: 0.000502618 | val_loss: 0.000500249 | Time: 7231.29 ms
[2020-11-10 20:18:10	                main:574]	:	INFO	:	Epoch 111 | loss: 0.00048119 | val_loss: 0.000482013 | Time: 7216.53 ms
[2020-11-10 20:18:17	                main:574]	:	INFO	:	Epoch 112 | loss: 0.000460282 | val_loss: 0.000457457 | Time: 7298.99 ms
[2020-11-10 20:18:25	                main:574]	:	INFO	:	Epoch 113 | loss: 0.000442227 | val_loss: 0.000439041 | Time: 7398.68 ms
[2020-11-10 20:18:32	                main:574]	:	INFO	:	Epoch 114 | loss: 0.00042318 | val_loss: 0.000423399 | Time: 7383.8 ms
[2020-11-10 20:18:40	                main:574]	:	INFO	:	Epoch 115 | loss: 0.000405947 | val_loss: 0.000403567 | Time: 7468.19 ms
[2020-11-10 20:18:48	                main:574]	:	INFO	:	Epoch 116 | loss: 0.000388817 | val_loss: 0.000384485 | Time: 7578.6 ms
[2020-11-10 20:18:55	                main:574]	:	INFO	:	Epoch 117 | loss: 0.0003732 | val_loss: 0.000371238 | Time: 7595.48 ms
[2020-11-10 20:19:03	                main:574]	:	INFO	:	Epoch 118 | loss: 0.000358097 | val_loss: 0.000354953 | Time: 7533.57 ms
[2020-11-10 20:19:10	                main:574]	:	INFO	:	Epoch 119 | loss: 0.000343949 | val_loss: 0.000343292 | Time: 7349.4 ms
[2020-11-10 20:19:17	                main:574]	:	INFO	:	Epoch 120 | loss: 0.000330789 | val_loss: 0.000329981 | Time: 7157.75 ms
[2020-11-10 20:19:25	                main:574]	:	INFO	:	Epoch 121 | loss: 0.000318634 | val_loss: 0.0003169 | Time: 7435.73 ms
[2020-11-10 20:19:32	                main:574]	:	INFO	:	Epoch 122 | loss: 0.000306038 | val_loss: 0.000305508 | Time: 7464.49 ms
[2020-11-10 20:19:40	                main:574]	:	INFO	:	Epoch 123 | loss: 0.000294188 | val_loss: 0.000294532 | Time: 7472.09 ms
[2020-11-10 20:19:47	                main:574]	:	INFO	:	Epoch 124 | loss: 0.000283753 | val_loss: 0.000284592 | Time: 7518.01 ms
[2020-11-10 20:19:55	                main:574]	:	INFO	:	Epoch 125 | loss: 0.000273254 | val_loss: 0.000271543 | Time: 7637.44 ms
[2020-11-10 20:20:03	                main:574]	:	INFO	:	Epoch 126 | loss: 0.000262544 | val_loss: 0.000264814 | Time: 7703.6 ms
[2020-11-10 20:20:10	                main:574]	:	INFO	:	Epoch 127 | loss: 0.000253625 | val_loss: 0.000252575 | Time: 7454 ms
[2020-11-10 20:20:18	                main:574]	:	INFO	:	Epoch 128 | loss: 0.000244857 | val_loss: 0.000243593 | Time: 7488.97 ms
[2020-11-10 20:20:25	                main:574]	:	INFO	:	Epoch 129 | loss: 0.00023568 | val_loss: 0.000235627 | Time: 7397.94 ms
[2020-11-10 20:20:33	                main:574]	:	INFO	:	Epoch 130 | loss: 0.000228285 | val_loss: 0.000229975 | Time: 7232.15 ms
[2020-11-10 20:20:40	                main:574]	:	INFO	:	Epoch 131 | loss: 0.000220398 | val_loss: 0.000220227 | Time: 7362.77 ms
[2020-11-10 20:20:48	                main:574]	:	INFO	:	Epoch 132 | loss: 0.000213501 | val_loss: 0.000213964 | Time: 7318.99 ms
[2020-11-10 20:20:55	                main:574]	:	INFO	:	Epoch 133 | loss: 0.000205971 | val_loss: 0.000206023 | Time: 7230.88 ms
[2020-11-10 20:21:02	                main:574]	:	INFO	:	Epoch 134 | loss: 0.000199371 | val_loss: 0.000199781 | Time: 7444.03 ms
[2020-11-10 20:21:10	                main:574]	:	INFO	:	Epoch 135 | loss: 0.000193032 | val_loss: 0.000192599 | Time: 7542.84 ms
[2020-11-10 20:21:17	                main:574]	:	INFO	:	Epoch 136 | loss: 0.000187403 | val_loss: 0.000188793 | Time: 7425.57 ms
[2020-11-10 20:21:25	                main:574]	:	INFO	:	Epoch 137 | loss: 0.000182427 | val_loss: 0.000181136 | Time: 7323.68 ms
[2020-11-10 20:21:32	                main:574]	:	INFO	:	Epoch 138 | loss: 0.000176197 | val_loss: 0.000177035 | Time: 7453.77 ms
[2020-11-10 20:21:40	                main:574]	:	INFO	:	Epoch 139 | loss: 0.000170452 | val_loss: 0.000170998 | Time: 7549.51 ms
[2020-11-10 20:21:47	                main:574]	:	INFO	:	Epoch 140 | loss: 0.000165872 | val_loss: 0.00016697 | Time: 7182.66 ms
[2020-11-10 20:21:55	                main:574]	:	INFO	:	Epoch 141 | loss: 0.000161515 | val_loss: 0.000161606 | Time: 7196.54 ms
[2020-11-10 20:22:02	                main:574]	:	INFO	:	Epoch 142 | loss: 0.000157366 | val_loss: 0.000157164 | Time: 7285.6 ms
[2020-11-10 20:22:09	                main:574]	:	INFO	:	Epoch 143 | loss: 0.000152449 | val_loss: 0.000153145 | Time: 7514.75 ms
[2020-11-10 20:22:17	                main:574]	:	INFO	:	Epoch 144 | loss: 0.0001484 | val_loss: 0.000150871 | Time: 7485.31 ms
[2020-11-10 20:22:24	                main:574]	:	INFO	:	Epoch 145 | loss: 0.000144928 | val_loss: 0.000146527 | Time: 7338.99 ms
[2020-11-10 20:22:31	                main:574]	:	INFO	:	Epoch 146 | loss: 0.000141001 | val_loss: 0.000140915 | Time: 7105.22 ms
[2020-11-10 20:22:39	                main:574]	:	INFO	:	Epoch 147 | loss: 0.000137705 | val_loss: 0.000137796 | Time: 7215.15 ms
[2020-11-10 20:22:46	                main:574]	:	INFO	:	Epoch 148 | loss: 0.000134396 | val_loss: 0.000135258 | Time: 7101.02 ms
[2020-11-10 20:22:54	                main:574]	:	INFO	:	Epoch 149 | loss: 0.000131465 | val_loss: 0.000133557 | Time: 7475.01 ms
[2020-11-10 20:23:01	                main:574]	:	INFO	:	Epoch 150 | loss: 0.000127825 | val_loss: 0.000127203 | Time: 7340.04 ms
[2020-11-10 20:23:08	                main:574]	:	INFO	:	Epoch 151 | loss: 0.000124966 | val_loss: 0.000125823 | Time: 7132.55 ms
[2020-11-10 20:23:16	                main:574]	:	INFO	:	Epoch 152 | loss: 0.000122021 | val_loss: 0.000123465 | Time: 7333.33 ms
[2020-11-10 20:23:23	                main:574]	:	INFO	:	Epoch 153 | loss: 0.000119363 | val_loss: 0.000119445 | Time: 7097.71 ms
[2020-11-10 20:23:30	                main:574]	:	INFO	:	Epoch 154 | loss: 0.000116615 | val_loss: 0.000117174 | Time: 7209.24 ms
[2020-11-10 20:23:38	                main:574]	:	INFO	:	Epoch 155 | loss: 0.000114013 | val_loss: 0.00011555 | Time: 7361.29 ms
[2020-11-10 20:23:45	                main:574]	:	INFO	:	Epoch 156 | loss: 0.000111284 | val_loss: 0.000113474 | Time: 7266.19 ms
[2020-11-10 20:23:52	                main:574]	:	INFO	:	Epoch 157 | loss: 0.00010912 | val_loss: 0.000110383 | Time: 7399.17 ms
[2020-11-10 20:23:59	                main:574]	:	INFO	:	Epoch 158 | loss: 0.000107079 | val_loss: 0.000108134 | Time: 7160.33 ms
[2020-11-10 20:24:07	                main:574]	:	INFO	:	Epoch 159 | loss: 0.000104953 | val_loss: 0.000105435 | Time: 7198.55 ms
[2020-11-10 20:24:14	                main:574]	:	INFO	:	Epoch 160 | loss: 0.000102811 | val_loss: 0.000103819 | Time: 7193.7 ms
[2020-11-10 20:24:21	                main:574]	:	INFO	:	Epoch 161 | loss: 0.000100468 | val_loss: 0.000100221 | Time: 7219.88 ms
[2020-11-10 20:24:28	                main:574]	:	INFO	:	Epoch 162 | loss: 9.87633e-05 | val_loss: 0.000100525 | Time: 7188.28 ms
[2020-11-10 20:24:36	                main:574]	:	INFO	:	Epoch 163 | loss: 9.7007e-05 | val_loss: 9.90335e-05 | Time: 7197.5 ms
[2020-11-10 20:24:43	                main:574]	:	INFO	:	Epoch 164 | loss: 9.52531e-05 | val_loss: 9.54576e-05 | Time: 7107.75 ms
[2020-11-10 20:24:50	                main:574]	:	INFO	:	Epoch 165 | loss: 9.36361e-05 | val_loss: 9.4378e-05 | Time: 7259.78 ms
[2020-11-10 20:24:57	                main:574]	:	INFO	:	Epoch 166 | loss: 9.15809e-05 | val_loss: 9.33372e-05 | Time: 7123.16 ms
[2020-11-10 20:25:05	                main:574]	:	INFO	:	Epoch 167 | loss: 8.9565e-05 | val_loss: 9.11848e-05 | Time: 7210.14 ms
[2020-11-10 20:25:12	                main:574]	:	INFO	:	Epoch 168 | loss: 8.85804e-05 | val_loss: 8.82122e-05 | Time: 7280.74 ms
[2020-11-10 20:25:19	                main:574]	:	INFO	:	Epoch 169 | loss: 8.70412e-05 | val_loss: 8.58794e-05 | Time: 7342.31 ms
[2020-11-10 20:25:27	                main:574]	:	INFO	:	Epoch 170 | loss: 8.67996e-05 | val_loss: 8.62283e-05 | Time: 7137.52 ms
[2020-11-10 20:25:34	                main:574]	:	INFO	:	Epoch 171 | loss: 8.36079e-05 | val_loss: 8.48269e-05 | Time: 7137 ms
[2020-11-10 20:25:41	                main:574]	:	INFO	:	Epoch 172 | loss: 8.22529e-05 | val_loss: 8.31974e-05 | Time: 7007.03 ms
[2020-11-10 20:25:48	                main:574]	:	INFO	:	Epoch 173 | loss: 8.06405e-05 | val_loss: 8.21232e-05 | Time: 7108.92 ms
[2020-11-10 20:25:55	                main:574]	:	INFO	:	Epoch 174 | loss: 7.97171e-05 | val_loss: 8.1419e-05 | Time: 7160.32 ms
[2020-11-10 20:26:02	                main:574]	:	INFO	:	Epoch 175 | loss: 7.83906e-05 | val_loss: 8.20065e-05 | Time: 7101.2 ms
[2020-11-10 20:26:10	                main:574]	:	INFO	:	Epoch 176 | loss: 7.73587e-05 | val_loss: 7.87757e-05 | Time: 7143.8 ms
[2020-11-10 20:26:17	                main:574]	:	INFO	:	Epoch 177 | loss: 7.59345e-05 | val_loss: 7.72692e-05 | Time: 7243.72 ms
[2020-11-10 20:26:24	                main:574]	:	INFO	:	Epoch 178 | loss: 7.46035e-05 | val_loss: 7.51383e-05 | Time: 7117.17 ms
[2020-11-10 20:26:31	                main:574]	:	INFO	:	Epoch 179 | loss: 7.38492e-05 | val_loss: 7.52696e-05 | Time: 7140.6 ms
[2020-11-10 20:26:39	                main:574]	:	INFO	:	Epoch 180 | loss: 7.28445e-05 | val_loss: 7.29699e-05 | Time: 7401.82 ms
[2020-11-10 20:26:46	                main:574]	:	INFO	:	Epoch 181 | loss: 7.12183e-05 | val_loss: 7.18292e-05 | Time: 7407.06 ms
[2020-11-10 20:26:54	                main:574]	:	INFO	:	Epoch 182 | loss: 7.01113e-05 | val_loss: 7.08263e-05 | Time: 7357.01 ms
[2020-11-10 20:27:01	                main:574]	:	INFO	:	Epoch 183 | loss: 6.96855e-05 | val_loss: 7.0551e-05 | Time: 7427.14 ms
[2020-11-10 20:27:09	                main:574]	:	INFO	:	Epoch 184 | loss: 6.86682e-05 | val_loss: 6.91298e-05 | Time: 7393.89 ms
[2020-11-10 20:27:16	                main:574]	:	INFO	:	Epoch 185 | loss: 6.73492e-05 | val_loss: 6.864e-05 | Time: 7208.52 ms
[2020-11-10 20:27:23	                main:574]	:	INFO	:	Epoch 186 | loss: 6.67057e-05 | val_loss: 6.84497e-05 | Time: 7226.69 ms
[2020-11-10 20:27:31	                main:574]	:	INFO	:	Epoch 187 | loss: 6.51591e-05 | val_loss: 6.52426e-05 | Time: 7441.95 ms
[2020-11-10 20:27:38	                main:574]	:	INFO	:	Epoch 188 | loss: 6.4893e-05 | val_loss: 6.59185e-05 | Time: 7318.95 ms
[2020-11-10 20:27:45	                main:574]	:	INFO	:	Epoch 189 | loss: 6.44059e-05 | val_loss: 6.48631e-05 | Time: 7229.66 ms
[2020-11-10 20:27:53	                main:574]	:	INFO	:	Epoch 190 | loss: 6.26297e-05 | val_loss: 6.39109e-05 | Time: 7246.9 ms
[2020-11-10 20:28:00	                main:574]	:	INFO	:	Epoch 191 | loss: 6.21993e-05 | val_loss: 6.22716e-05 | Time: 7511.04 ms
[2020-11-10 20:28:08	                main:574]	:	INFO	:	Epoch 192 | loss: 6.1211e-05 | val_loss: 6.21585e-05 | Time: 7411.46 ms
[2020-11-10 20:28:08	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 6.21585e-05
[2020-11-10 20:28:08	                main:603]	:	INFO	:	Saving end state to config to file
[2020-11-10 20:28:08	                main:608]	:	INFO	:	Success, exiting..
20:28:08 (824): 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)