Task 2951995

Name rand_automata_0038-1605427934-9726-0_1
Workunit 1331790
Created 15 Nov 2020, 8:12:19 UTC
Sent 20 Nov 2020, 16:51:44 UTC
Report deadline 28 Nov 2020, 16:51:44 UTC
Received 20 Nov 2020, 17:28:29 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 3097
Run time 19 min 6 sec
CPU time 18 min 21 sec
Validate state Valid
Credit 959.40
Device peak FLOPS 1,641.98 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.41 GB
Peak swap size 3.00 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.14.2</core_client_version>
<![CDATA[
<stderr_txt>
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 750 Ti)
[2020-11-20 12:09:18	                main:435]	:	INFO	:	Set logging level to 1
[2020-11-20 12:09:18	                main:441]	:	INFO	:	Running in BOINC Client mode
[2020-11-20 12:09:18	                main:444]	:	INFO	:	Resolving all filenames
[2020-11-20 12:09:18	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0038-train-val-dataset.hdf5 (exists = 1)
[2020-11-20 12:09:18	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0038-1605427934-9726-0_1_r1383050507_1 (exists = 0)
[2020-11-20 12:09:18	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0038-1605427934-9726-0_1_r1383050507_0 (exists = 0)
[2020-11-20 12:09:18	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 0)
[2020-11-20 12:09:18	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 0)
[2020-11-20 12:09:18	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0038-train-val-dataset.hdf5
[2020-11-20 12:09:18	                main:474]	:	INFO	:	Configuration: 
[2020-11-20 12:09:18	                main:475]	:	INFO	:	    Model type: LSTM
[2020-11-20 12:09:18	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-11-20 12:09:18	                main:477]	:	INFO	:	    Max Epochs: 192
[2020-11-20 12:09:18	                main:478]	:	INFO	:	    Batch Size: 32
[2020-11-20 12:09:18	                main:479]	:	INFO	:	    Learning Rate: 0.001
[2020-11-20 12:09:18	                main:480]	:	INFO	:	    Patience: 10
[2020-11-20 12:09:19	                main:481]	:	INFO	:	    Hidden Width: 64
[2020-11-20 12:09:19	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2020-11-20 12:09:19	                main:483]	:	INFO	:	    # Backend Layers: 2
[2020-11-20 12:09:19	                main:484]	:	INFO	:	    # Threads: 1
[2020-11-20 12:09:19	                main:486]	:	INFO	:	Preparing Dataset
[2020-11-20 12:09:19	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0038-train-val-dataset.hdf5 into memory
[2020-11-20 12:09:19	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0038-train-val-dataset.hdf5 into memory
[2020-11-20 12:09:22	                load:106]	:	INFO	:	Successfully loaded dataset of 4096 examples into memory.
[2020-11-20 12:09:22	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0038-train-val-dataset.hdf5 into memory
[2020-11-20 12:09:22	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0038-train-val-dataset.hdf5 into memory
[2020-11-20 12:09:22	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-11-20 12:09:22	                main:494]	:	INFO	:	Creating Model
[2020-11-20 12:09:22	                main:507]	:	INFO	:	Preparing config file
[2020-11-20 12:09:22	                main:519]	:	INFO	:	Creating new config file
[2020-11-20 12:09:23	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2020-11-20 12:09:28	                main:562]	:	INFO	:	Starting Training
[2020-11-20 12:09:35	                main:574]	:	INFO	:	Epoch 1 | loss: 0.0661484 | val_loss: 0.0659141 | Time: 6379.74 ms
[2020-11-20 12:09:41	                main:574]	:	INFO	:	Epoch 2 | loss: 0.0645643 | val_loss: 0.0633804 | Time: 5898.04 ms
[2020-11-20 12:09:47	                main:574]	:	INFO	:	Epoch 3 | loss: 0.0612003 | val_loss: 0.0590678 | Time: 5895.01 ms
[2020-11-20 12:09:53	                main:574]	:	INFO	:	Epoch 4 | loss: 0.0576652 | val_loss: 0.0564752 | Time: 5928.5 ms
[2020-11-20 12:09:59	                main:574]	:	INFO	:	Epoch 5 | loss: 0.0555756 | val_loss: 0.054704 | Time: 5881 ms
[2020-11-20 12:10:05	                main:574]	:	INFO	:	Epoch 6 | loss: 0.0540542 | val_loss: 0.0533861 | Time: 5810.14 ms
[2020-11-20 12:10:10	                main:574]	:	INFO	:	Epoch 7 | loss: 0.0528096 | val_loss: 0.0522343 | Time: 5653.56 ms
[2020-11-20 12:10:16	                main:574]	:	INFO	:	Epoch 8 | loss: 0.0516737 | val_loss: 0.0510752 | Time: 5654.25 ms
[2020-11-20 12:10:22	                main:574]	:	INFO	:	Epoch 9 | loss: 0.0504941 | val_loss: 0.0499157 | Time: 5744.25 ms
[2020-11-20 12:10:28	                main:574]	:	INFO	:	Epoch 10 | loss: 0.0492111 | val_loss: 0.0486419 | Time: 5904.57 ms
[2020-11-20 12:10:34	                main:574]	:	INFO	:	Epoch 11 | loss: 0.0479256 | val_loss: 0.0473118 | Time: 5890.06 ms
[2020-11-20 12:10:40	                main:574]	:	INFO	:	Epoch 12 | loss: 0.0464527 | val_loss: 0.0457721 | Time: 5885.5 ms
[2020-11-20 12:10:46	                main:574]	:	INFO	:	Epoch 13 | loss: 0.0448017 | val_loss: 0.0444235 | Time: 5890.02 ms
[2020-11-20 12:10:52	                main:574]	:	INFO	:	Epoch 14 | loss: 0.0429988 | val_loss: 0.0425502 | Time: 5905.27 ms
[2020-11-20 12:10:58	                main:574]	:	INFO	:	Epoch 15 | loss: 0.0408066 | val_loss: 0.0400723 | Time: 5693.43 ms
[2020-11-20 12:11:03	                main:574]	:	INFO	:	Epoch 16 | loss: 0.0386364 | val_loss: 0.0384564 | Time: 5663.18 ms
[2020-11-20 12:11:09	                main:574]	:	INFO	:	Epoch 17 | loss: 0.0358681 | val_loss: 0.0353898 | Time: 5663.67 ms
[2020-11-20 12:11:15	                main:574]	:	INFO	:	Epoch 18 | loss: 0.0333093 | val_loss: 0.0324107 | Time: 5664.86 ms
[2020-11-20 12:11:21	                main:574]	:	INFO	:	Epoch 19 | loss: 0.0303952 | val_loss: 0.0308076 | Time: 5729.64 ms
[2020-11-20 12:11:26	                main:574]	:	INFO	:	Epoch 20 | loss: 0.0280907 | val_loss: 0.0286483 | Time: 5821.18 ms
[2020-11-20 12:11:32	                main:574]	:	INFO	:	Epoch 21 | loss: 0.02485 | val_loss: 0.0247687 | Time: 5723.17 ms
[2020-11-20 12:11:38	                main:574]	:	INFO	:	Epoch 22 | loss: 0.0230257 | val_loss: 0.0212924 | Time: 5703.43 ms
[2020-11-20 12:11:44	                main:574]	:	INFO	:	Epoch 23 | loss: 0.022134 | val_loss: 0.0193754 | Time: 5697.42 ms
[2020-11-20 12:11:50	                main:574]	:	INFO	:	Epoch 24 | loss: 0.0219729 | val_loss: 0.0450599 | Time: 5702.06 ms
[2020-11-20 12:11:55	                main:574]	:	INFO	:	Epoch 25 | loss: 0.0462345 | val_loss: 0.0535031 | Time: 5697.12 ms
[2020-11-20 12:12:01	                main:574]	:	INFO	:	Epoch 26 | loss: 0.0439612 | val_loss: 0.0282906 | Time: 5705.66 ms
[2020-11-20 12:12:07	                main:574]	:	INFO	:	Epoch 27 | loss: 0.0216968 | val_loss: 0.0489532 | Time: 5730.69 ms
[2020-11-20 12:12:13	                main:574]	:	INFO	:	Epoch 28 | loss: 0.0265864 | val_loss: 0.0177765 | Time: 5756.24 ms
[2020-11-20 12:12:18	                main:574]	:	INFO	:	Epoch 29 | loss: 0.0204044 | val_loss: 0.0172287 | Time: 5673.88 ms
[2020-11-20 12:12:24	                main:574]	:	INFO	:	Epoch 30 | loss: 0.0134905 | val_loss: 0.0132282 | Time: 5839.62 ms
[2020-11-20 12:12:30	                main:574]	:	INFO	:	Epoch 31 | loss: 0.0219614 | val_loss: 0.0336635 | Time: 5904.87 ms
[2020-11-20 12:12:36	                main:574]	:	INFO	:	Epoch 32 | loss: 0.0163088 | val_loss: 0.0140467 | Time: 5909.26 ms
[2020-11-20 12:12:42	                main:574]	:	INFO	:	Epoch 33 | loss: 0.0112911 | val_loss: 0.011138 | Time: 5807.63 ms
[2020-11-20 12:12:48	                main:574]	:	INFO	:	Epoch 34 | loss: 0.0115453 | val_loss: 0.0106515 | Time: 5894.63 ms
[2020-11-20 12:12:54	                main:574]	:	INFO	:	Epoch 35 | loss: 0.00978116 | val_loss: 0.0100135 | Time: 5899.92 ms
[2020-11-20 12:13:00	                main:574]	:	INFO	:	Epoch 36 | loss: 0.0093075 | val_loss: 0.00961834 | Time: 5832.35 ms
[2020-11-20 12:13:06	                main:574]	:	INFO	:	Epoch 37 | loss: 0.00890553 | val_loss: 0.00944391 | Time: 5647.25 ms
[2020-11-20 12:13:11	                main:574]	:	INFO	:	Epoch 38 | loss: 0.00868563 | val_loss: 0.0088765 | Time: 5652.39 ms
[2020-11-20 12:13:17	                main:574]	:	INFO	:	Epoch 39 | loss: 0.0573446 | val_loss: 0.0595542 | Time: 5654 ms
[2020-11-20 12:13:23	                main:574]	:	INFO	:	Epoch 40 | loss: 0.0587547 | val_loss: 0.0579577 | Time: 5748.39 ms
[2020-11-20 12:13:29	                main:574]	:	INFO	:	Epoch 41 | loss: 0.057217 | val_loss: 0.0564008 | Time: 5681.93 ms
[2020-11-20 12:13:34	                main:574]	:	INFO	:	Epoch 42 | loss: 0.0555225 | val_loss: 0.0545957 | Time: 5694.66 ms
[2020-11-20 12:13:40	                main:574]	:	INFO	:	Epoch 43 | loss: 0.0532831 | val_loss: 0.051955 | Time: 5685.69 ms
[2020-11-20 12:13:46	                main:574]	:	INFO	:	Epoch 44 | loss: 0.0494637 | val_loss: 0.0466085 | Time: 5684.75 ms
[2020-11-20 12:13:52	                main:574]	:	INFO	:	Epoch 45 | loss: 0.0396552 | val_loss: 0.0318419 | Time: 5784.73 ms
[2020-11-20 12:13:58	                main:574]	:	INFO	:	Epoch 46 | loss: 0.0233548 | val_loss: 0.0235484 | Time: 5662.52 ms
[2020-11-20 12:14:03	                main:574]	:	INFO	:	Epoch 47 | loss: 0.0150944 | val_loss: 0.0126838 | Time: 5662.39 ms
[2020-11-20 12:14:09	                main:574]	:	INFO	:	Epoch 48 | loss: 0.0107949 | val_loss: 0.0106666 | Time: 5675.33 ms
[2020-11-20 12:14:15	                main:574]	:	INFO	:	Epoch 49 | loss: 0.00982315 | val_loss: 0.0102256 | Time: 5681.1 ms
[2020-11-20 12:14:21	                main:574]	:	INFO	:	Epoch 50 | loss: 0.0106651 | val_loss: 0.00984997 | Time: 5675.18 ms
[2020-11-20 12:14:26	                main:574]	:	INFO	:	Epoch 51 | loss: 0.00896198 | val_loss: 0.00887065 | Time: 5683.06 ms
[2020-11-20 12:14:32	                main:574]	:	INFO	:	Epoch 52 | loss: 0.00849806 | val_loss: 0.00999807 | Time: 5676.56 ms
[2020-11-20 12:14:38	                main:574]	:	INFO	:	Epoch 53 | loss: 0.0100836 | val_loss: 0.0089179 | Time: 5667.49 ms
[2020-11-20 12:14:44	                main:574]	:	INFO	:	Epoch 54 | loss: 0.0079282 | val_loss: 0.00787059 | Time: 5664.13 ms
[2020-11-20 12:14:49	                main:574]	:	INFO	:	Epoch 55 | loss: 0.00745365 | val_loss: 0.00757415 | Time: 5689.97 ms
[2020-11-20 12:14:55	                main:574]	:	INFO	:	Epoch 56 | loss: 0.00715338 | val_loss: 0.00728204 | Time: 5706.64 ms
[2020-11-20 12:15:01	                main:574]	:	INFO	:	Epoch 57 | loss: 0.00693607 | val_loss: 0.00707532 | Time: 5829.19 ms
[2020-11-20 12:15:07	                main:574]	:	INFO	:	Epoch 58 | loss: 0.00673519 | val_loss: 0.00702872 | Time: 5708.08 ms
[2020-11-20 12:15:12	                main:574]	:	INFO	:	Epoch 59 | loss: 0.006571 | val_loss: 0.0066876 | Time: 5690.47 ms
[2020-11-20 12:15:18	                main:574]	:	INFO	:	Epoch 60 | loss: 0.00636146 | val_loss: 0.00649788 | Time: 5708.97 ms
[2020-11-20 12:15:24	                main:574]	:	INFO	:	Epoch 61 | loss: 0.00618681 | val_loss: 0.00632894 | Time: 5672.13 ms
[2020-11-20 12:15:30	                main:574]	:	INFO	:	Epoch 62 | loss: 0.00602221 | val_loss: 0.00616417 | Time: 5676.71 ms
[2020-11-20 12:15:36	                main:574]	:	INFO	:	Epoch 63 | loss: 0.00586029 | val_loss: 0.00596919 | Time: 5712.95 ms
[2020-11-20 12:15:41	                main:574]	:	INFO	:	Epoch 64 | loss: 0.00571228 | val_loss: 0.00581477 | Time: 5754.51 ms
[2020-11-20 12:15:47	                main:574]	:	INFO	:	Epoch 65 | loss: 0.00555354 | val_loss: 0.00564962 | Time: 5676.74 ms
[2020-11-20 12:15:53	                main:574]	:	INFO	:	Epoch 66 | loss: 0.00537439 | val_loss: 0.00549111 | Time: 5793.31 ms
[2020-11-20 12:15:59	                main:574]	:	INFO	:	Epoch 67 | loss: 0.00522179 | val_loss: 0.00533884 | Time: 5718.54 ms
[2020-11-20 12:16:04	                main:574]	:	INFO	:	Epoch 68 | loss: 0.00506998 | val_loss: 0.00517571 | Time: 5699.55 ms
[2020-11-20 12:16:10	                main:574]	:	INFO	:	Epoch 69 | loss: 0.00492182 | val_loss: 0.00502278 | Time: 5634.05 ms
[2020-11-20 12:16:16	                main:574]	:	INFO	:	Epoch 70 | loss: 0.00477424 | val_loss: 0.00486933 | Time: 5698.17 ms
[2020-11-20 12:16:22	                main:574]	:	INFO	:	Epoch 71 | loss: 0.00462868 | val_loss: 0.00472233 | Time: 5765.38 ms
[2020-11-20 12:16:28	                main:574]	:	INFO	:	Epoch 72 | loss: 0.00448433 | val_loss: 0.00457414 | Time: 5703.44 ms
[2020-11-20 12:16:33	                main:574]	:	INFO	:	Epoch 73 | loss: 0.00434156 | val_loss: 0.00442487 | Time: 5689.46 ms
[2020-11-20 12:16:39	                main:574]	:	INFO	:	Epoch 74 | loss: 0.00420248 | val_loss: 0.00426967 | Time: 5667.66 ms
[2020-11-20 12:16:45	                main:574]	:	INFO	:	Epoch 75 | loss: 0.00406316 | val_loss: 0.0041204 | Time: 5657.84 ms
[2020-11-20 12:16:50	                main:574]	:	INFO	:	Epoch 76 | loss: 0.00392544 | val_loss: 0.00396926 | Time: 5665.91 ms
[2020-11-20 12:16:56	                main:574]	:	INFO	:	Epoch 77 | loss: 0.00379295 | val_loss: 0.00385007 | Time: 5656.45 ms
[2020-11-20 12:17:02	                main:574]	:	INFO	:	Epoch 78 | loss: 0.00366071 | val_loss: 0.00370648 | Time: 5659.73 ms
[2020-11-20 12:17:08	                main:574]	:	INFO	:	Epoch 79 | loss: 0.00353219 | val_loss: 0.00357747 | Time: 5676.65 ms
[2020-11-20 12:17:13	                main:574]	:	INFO	:	Epoch 80 | loss: 0.0034048 | val_loss: 0.00344177 | Time: 5659.76 ms
[2020-11-20 12:17:19	                main:574]	:	INFO	:	Epoch 81 | loss: 0.00328276 | val_loss: 0.00331586 | Time: 5644.36 ms
[2020-11-20 12:17:25	                main:574]	:	INFO	:	Epoch 82 | loss: 0.00316095 | val_loss: 0.00318239 | Time: 5768.12 ms
[2020-11-20 12:17:31	                main:574]	:	INFO	:	Epoch 83 | loss: 0.00304484 | val_loss: 0.00305857 | Time: 5736.87 ms
[2020-11-20 12:17:37	                main:574]	:	INFO	:	Epoch 84 | loss: 0.00293043 | val_loss: 0.00294755 | Time: 5686.62 ms
[2020-11-20 12:17:42	                main:574]	:	INFO	:	Epoch 85 | loss: 0.00281875 | val_loss: 0.00282635 | Time: 5719.89 ms
[2020-11-20 12:17:48	                main:574]	:	INFO	:	Epoch 86 | loss: 0.00271236 | val_loss: 0.00272488 | Time: 5697.51 ms
[2020-11-20 12:17:54	                main:574]	:	INFO	:	Epoch 87 | loss: 0.00260806 | val_loss: 0.00261201 | Time: 5701 ms
[2020-11-20 12:18:00	                main:574]	:	INFO	:	Epoch 88 | loss: 0.00250699 | val_loss: 0.00251519 | Time: 5699.44 ms
[2020-11-20 12:18:05	                main:574]	:	INFO	:	Epoch 89 | loss: 0.00241111 | val_loss: 0.00241816 | Time: 5707.26 ms
[2020-11-20 12:18:11	                main:574]	:	INFO	:	Epoch 90 | loss: 0.00231695 | val_loss: 0.0023224 | Time: 5721.46 ms
[2020-11-20 12:18:17	                main:574]	:	INFO	:	Epoch 91 | loss: 0.00222581 | val_loss: 0.00222942 | Time: 5697.58 ms
[2020-11-20 12:18:23	                main:574]	:	INFO	:	Epoch 92 | loss: 0.00213875 | val_loss: 0.00213962 | Time: 5718.69 ms
[2020-11-20 12:18:29	                main:574]	:	INFO	:	Epoch 93 | loss: 0.00205412 | val_loss: 0.00206146 | Time: 5713.56 ms
[2020-11-20 12:18:34	                main:574]	:	INFO	:	Epoch 94 | loss: 0.00197278 | val_loss: 0.00197405 | Time: 5678.17 ms
[2020-11-20 12:18:40	                main:574]	:	INFO	:	Epoch 95 | loss: 0.00189315 | val_loss: 0.00189889 | Time: 5674.34 ms
[2020-11-20 12:18:46	                main:574]	:	INFO	:	Epoch 96 | loss: 0.00181823 | val_loss: 0.00182072 | Time: 5674.6 ms
[2020-11-20 12:18:51	                main:574]	:	INFO	:	Epoch 97 | loss: 0.00174474 | val_loss: 0.00174431 | Time: 5690.63 ms
[2020-11-20 12:18:57	                main:574]	:	INFO	:	Epoch 98 | loss: 0.00167334 | val_loss: 0.0016783 | Time: 5669.78 ms
[2020-11-20 12:19:03	                main:574]	:	INFO	:	Epoch 99 | loss: 0.00160517 | val_loss: 0.00160508 | Time: 5691.36 ms
[2020-11-20 12:19:09	                main:574]	:	INFO	:	Epoch 100 | loss: 0.0015394 | val_loss: 0.00153681 | Time: 5678.62 ms
[2020-11-20 12:19:15	                main:574]	:	INFO	:	Epoch 101 | loss: 0.00147592 | val_loss: 0.00147565 | Time: 5667.76 ms
[2020-11-20 12:19:20	                main:574]	:	INFO	:	Epoch 102 | loss: 0.00141492 | val_loss: 0.00141458 | Time: 5698.44 ms
[2020-11-20 12:19:26	                main:574]	:	INFO	:	Epoch 103 | loss: 0.00135515 | val_loss: 0.00135765 | Time: 5677.87 ms
[2020-11-20 12:19:32	                main:574]	:	INFO	:	Epoch 104 | loss: 0.00129993 | val_loss: 0.00130026 | Time: 5671.97 ms
[2020-11-20 12:19:38	                main:574]	:	INFO	:	Epoch 105 | loss: 0.00124533 | val_loss: 0.00124469 | Time: 5716.43 ms
[2020-11-20 12:19:43	                main:574]	:	INFO	:	Epoch 106 | loss: 0.00119294 | val_loss: 0.00118883 | Time: 5688.06 ms
[2020-11-20 12:19:49	                main:574]	:	INFO	:	Epoch 107 | loss: 0.00114281 | val_loss: 0.00114131 | Time: 5719.77 ms
[2020-11-20 12:19:55	                main:574]	:	INFO	:	Epoch 108 | loss: 0.00109413 | val_loss: 0.0010934 | Time: 5710.15 ms
[2020-11-20 12:20:01	                main:574]	:	INFO	:	Epoch 109 | loss: 0.00104757 | val_loss: 0.00104887 | Time: 5669.96 ms
[2020-11-20 12:20:06	                main:574]	:	INFO	:	Epoch 110 | loss: 0.00100326 | val_loss: 0.000999462 | Time: 5696.76 ms
[2020-11-20 12:20:12	                main:574]	:	INFO	:	Epoch 111 | loss: 0.000961359 | val_loss: 0.000962467 | Time: 5717.43 ms
[2020-11-20 12:20:18	                main:574]	:	INFO	:	Epoch 112 | loss: 0.000920829 | val_loss: 0.000918672 | Time: 5703.55 ms
[2020-11-20 12:20:24	                main:574]	:	INFO	:	Epoch 113 | loss: 0.000881118 | val_loss: 0.000879305 | Time: 5702.9 ms
[2020-11-20 12:20:30	                main:574]	:	INFO	:	Epoch 114 | loss: 0.000844708 | val_loss: 0.000842589 | Time: 5669.17 ms
[2020-11-20 12:20:35	                main:574]	:	INFO	:	Epoch 115 | loss: 0.000809496 | val_loss: 0.000806187 | Time: 5639.08 ms
[2020-11-20 12:20:41	                main:574]	:	INFO	:	Epoch 116 | loss: 0.000774128 | val_loss: 0.000772324 | Time: 5681.8 ms
[2020-11-20 12:20:47	                main:574]	:	INFO	:	Epoch 117 | loss: 0.000741926 | val_loss: 0.000740855 | Time: 5681.25 ms
[2020-11-20 12:20:52	                main:574]	:	INFO	:	Epoch 118 | loss: 0.000710905 | val_loss: 0.000708991 | Time: 5690.96 ms
[2020-11-20 12:20:58	                main:574]	:	INFO	:	Epoch 119 | loss: 0.000681155 | val_loss: 0.000680561 | Time: 5656.68 ms
[2020-11-20 12:21:04	                main:574]	:	INFO	:	Epoch 120 | loss: 0.000652296 | val_loss: 0.000656764 | Time: 5670.21 ms
[2020-11-20 12:21:10	                main:574]	:	INFO	:	Epoch 121 | loss: 0.000626466 | val_loss: 0.00062663 | Time: 5661.65 ms
[2020-11-20 12:21:15	                main:574]	:	INFO	:	Epoch 122 | loss: 0.000599889 | val_loss: 0.000601649 | Time: 5667.91 ms
[2020-11-20 12:21:21	                main:574]	:	INFO	:	Epoch 123 | loss: 0.000574393 | val_loss: 0.000576513 | Time: 5633.08 ms
[2020-11-20 12:21:27	                main:574]	:	INFO	:	Epoch 124 | loss: 0.000550488 | val_loss: 0.000547802 | Time: 5547.83 ms
[2020-11-20 12:21:33	                main:574]	:	INFO	:	Epoch 125 | loss: 0.000528669 | val_loss: 0.000528244 | Time: 5664.68 ms
[2020-11-20 12:21:38	                main:574]	:	INFO	:	Epoch 126 | loss: 0.000506562 | val_loss: 0.000509682 | Time: 5660.41 ms
[2020-11-20 12:21:44	                main:574]	:	INFO	:	Epoch 127 | loss: 0.000485064 | val_loss: 0.000486799 | Time: 5681.88 ms
[2020-11-20 12:21:50	                main:574]	:	INFO	:	Epoch 128 | loss: 0.000465537 | val_loss: 0.000466021 | Time: 5648.13 ms
[2020-11-20 12:21:55	                main:574]	:	INFO	:	Epoch 129 | loss: 0.000447687 | val_loss: 0.000447739 | Time: 5659.97 ms
[2020-11-20 12:22:01	                main:574]	:	INFO	:	Epoch 130 | loss: 0.000429645 | val_loss: 0.000432594 | Time: 5654.49 ms
[2020-11-20 12:22:07	                main:574]	:	INFO	:	Epoch 131 | loss: 0.000413989 | val_loss: 0.000417187 | Time: 5664.75 ms
[2020-11-20 12:22:13	                main:574]	:	INFO	:	Epoch 132 | loss: 0.000397154 | val_loss: 0.000397843 | Time: 5665.56 ms
[2020-11-20 12:22:18	                main:574]	:	INFO	:	Epoch 133 | loss: 0.000381909 | val_loss: 0.000380967 | Time: 5599.99 ms
[2020-11-20 12:22:24	                main:574]	:	INFO	:	Epoch 134 | loss: 0.000366667 | val_loss: 0.000368219 | Time: 5858.17 ms
[2020-11-20 12:22:30	                main:574]	:	INFO	:	Epoch 135 | loss: 0.00035324 | val_loss: 0.000355674 | Time: 5895.77 ms
[2020-11-20 12:22:36	                main:574]	:	INFO	:	Epoch 136 | loss: 0.000340061 | val_loss: 0.000342163 | Time: 5620.65 ms
[2020-11-20 12:22:42	                main:574]	:	INFO	:	Epoch 137 | loss: 0.000327469 | val_loss: 0.00032939 | Time: 5696.93 ms
[2020-11-20 12:22:47	                main:574]	:	INFO	:	Epoch 138 | loss: 0.00031632 | val_loss: 0.000321684 | Time: 5685.2 ms
[2020-11-20 12:22:53	                main:574]	:	INFO	:	Epoch 139 | loss: 0.000305416 | val_loss: 0.000305826 | Time: 5667.14 ms
[2020-11-20 12:22:59	                main:574]	:	INFO	:	Epoch 140 | loss: 0.000294681 | val_loss: 0.000293928 | Time: 5660.45 ms
[2020-11-20 12:23:05	                main:574]	:	INFO	:	Epoch 141 | loss: 0.000284106 | val_loss: 0.000292228 | Time: 5698.54 ms
[2020-11-20 12:23:10	                main:574]	:	INFO	:	Epoch 142 | loss: 0.000274392 | val_loss: 0.000277478 | Time: 5699.77 ms
[2020-11-20 12:23:16	                main:574]	:	INFO	:	Epoch 143 | loss: 0.000265539 | val_loss: 0.000266485 | Time: 5687.91 ms
[2020-11-20 12:23:22	                main:574]	:	INFO	:	Epoch 144 | loss: 0.000257065 | val_loss: 0.00025893 | Time: 5647.16 ms
[2020-11-20 12:23:28	                main:574]	:	INFO	:	Epoch 145 | loss: 0.00024842 | val_loss: 0.00025032 | Time: 5765.39 ms
[2020-11-20 12:23:34	                main:574]	:	INFO	:	Epoch 146 | loss: 0.000240544 | val_loss: 0.000242696 | Time: 5787.86 ms
[2020-11-20 12:23:39	                main:574]	:	INFO	:	Epoch 147 | loss: 0.000232326 | val_loss: 0.000233367 | Time: 5781.45 ms
[2020-11-20 12:23:45	                main:574]	:	INFO	:	Epoch 148 | loss: 0.000225579 | val_loss: 0.00023106 | Time: 5769.74 ms
[2020-11-20 12:23:51	                main:574]	:	INFO	:	Epoch 149 | loss: 0.000218994 | val_loss: 0.000220486 | Time: 5680.52 ms
[2020-11-20 12:23:57	                main:574]	:	INFO	:	Epoch 150 | loss: 0.000211518 | val_loss: 0.000214515 | Time: 5730.73 ms
[2020-11-20 12:24:03	                main:574]	:	INFO	:	Epoch 151 | loss: 0.000205349 | val_loss: 0.000209975 | Time: 5816.98 ms
[2020-11-20 12:24:09	                main:574]	:	INFO	:	Epoch 152 | loss: 0.00020013 | val_loss: 0.000203927 | Time: 5706.05 ms
[2020-11-20 12:24:14	                main:574]	:	INFO	:	Epoch 153 | loss: 0.000193656 | val_loss: 0.000195316 | Time: 5719.52 ms
[2020-11-20 12:24:20	                main:574]	:	INFO	:	Epoch 154 | loss: 0.000188176 | val_loss: 0.000191707 | Time: 5614.64 ms
[2020-11-20 12:24:26	                main:574]	:	INFO	:	Epoch 155 | loss: 0.000183057 | val_loss: 0.00018451 | Time: 5661.42 ms
[2020-11-20 12:24:31	                main:574]	:	INFO	:	Epoch 156 | loss: 0.000177854 | val_loss: 0.000181201 | Time: 5676.3 ms
[2020-11-20 12:24:37	                main:574]	:	INFO	:	Epoch 157 | loss: 0.000173559 | val_loss: 0.000176283 | Time: 5671.27 ms
[2020-11-20 12:24:43	                main:574]	:	INFO	:	Epoch 158 | loss: 0.000169117 | val_loss: 0.000170593 | Time: 5705.02 ms
[2020-11-20 12:24:49	                main:574]	:	INFO	:	Epoch 159 | loss: 0.000164192 | val_loss: 0.000170757 | Time: 5632.42 ms
[2020-11-20 12:24:54	                main:574]	:	INFO	:	Epoch 160 | loss: 0.00015955 | val_loss: 0.000160236 | Time: 5428.82 ms
[2020-11-20 12:25:00	                main:574]	:	INFO	:	Epoch 161 | loss: 0.000156129 | val_loss: 0.000159479 | Time: 5461.49 ms
[2020-11-20 12:25:05	                main:574]	:	INFO	:	Epoch 162 | loss: 0.000151926 | val_loss: 0.000156369 | Time: 5728.07 ms
[2020-11-20 12:25:11	                main:574]	:	INFO	:	Epoch 163 | loss: 0.000148414 | val_loss: 0.000150285 | Time: 5702.55 ms
[2020-11-20 12:25:17	                main:574]	:	INFO	:	Epoch 164 | loss: 0.00014526 | val_loss: 0.000146034 | Time: 5923.52 ms
[2020-11-20 12:25:23	                main:574]	:	INFO	:	Epoch 165 | loss: 0.000141791 | val_loss: 0.000143967 | Time: 5772.04 ms
[2020-11-20 12:25:29	                main:574]	:	INFO	:	Epoch 166 | loss: 0.000137929 | val_loss: 0.000139186 | Time: 5660.37 ms
[2020-11-20 12:25:35	                main:574]	:	INFO	:	Epoch 167 | loss: 0.000135507 | val_loss: 0.000142575 | Time: 5687.98 ms
[2020-11-20 12:25:40	                main:574]	:	INFO	:	Epoch 168 | loss: 0.000133206 | val_loss: 0.000133898 | Time: 5685.08 ms
[2020-11-20 12:25:46	                main:574]	:	INFO	:	Epoch 169 | loss: 0.000129235 | val_loss: 0.000133506 | Time: 5662.81 ms
[2020-11-20 12:25:52	                main:574]	:	INFO	:	Epoch 170 | loss: 0.000126709 | val_loss: 0.000129329 | Time: 5684.84 ms
[2020-11-20 12:25:58	                main:574]	:	INFO	:	Epoch 171 | loss: 0.000124812 | val_loss: 0.00012648 | Time: 5682.16 ms
[2020-11-20 12:26:03	                main:574]	:	INFO	:	Epoch 172 | loss: 0.000121614 | val_loss: 0.000126635 | Time: 5668.3 ms
[2020-11-20 12:26:09	                main:574]	:	INFO	:	Epoch 173 | loss: 0.000119177 | val_loss: 0.000120664 | Time: 5762.39 ms
[2020-11-20 12:26:15	                main:574]	:	INFO	:	Epoch 174 | loss: 0.000116819 | val_loss: 0.000119481 | Time: 5756.65 ms
[2020-11-20 12:26:21	                main:574]	:	INFO	:	Epoch 175 | loss: 0.000114072 | val_loss: 0.000116138 | Time: 5917.17 ms
[2020-11-20 12:26:27	                main:574]	:	INFO	:	Epoch 176 | loss: 0.00011153 | val_loss: 0.000114335 | Time: 5712 ms
[2020-11-20 12:26:33	                main:574]	:	INFO	:	Epoch 177 | loss: 0.000109784 | val_loss: 0.000112326 | Time: 5920.34 ms
[2020-11-20 12:26:39	                main:574]	:	INFO	:	Epoch 178 | loss: 0.000108152 | val_loss: 0.000110726 | Time: 5752.6 ms
[2020-11-20 12:26:44	                main:574]	:	INFO	:	Epoch 179 | loss: 0.000106267 | val_loss: 0.000107971 | Time: 5666.35 ms
[2020-11-20 12:26:50	                main:574]	:	INFO	:	Epoch 180 | loss: 0.000104431 | val_loss: 0.000104178 | Time: 5667.45 ms
[2020-11-20 12:26:56	                main:574]	:	INFO	:	Epoch 181 | loss: 0.000102277 | val_loss: 0.00010412 | Time: 5667.66 ms
[2020-11-20 12:27:02	                main:574]	:	INFO	:	Epoch 182 | loss: 9.98256e-05 | val_loss: 0.000102569 | Time: 5665.55 ms
[2020-11-20 12:27:07	                main:574]	:	INFO	:	Epoch 183 | loss: 9.88514e-05 | val_loss: 0.000101144 | Time: 5733.7 ms
[2020-11-20 12:27:13	                main:574]	:	INFO	:	Epoch 184 | loss: 9.76713e-05 | val_loss: 9.99213e-05 | Time: 5679.18 ms
[2020-11-20 12:27:19	                main:574]	:	INFO	:	Epoch 185 | loss: 9.52566e-05 | val_loss: 0.000100242 | Time: 5672.39 ms
[2020-11-20 12:27:25	                main:574]	:	INFO	:	Epoch 186 | loss: 9.37867e-05 | val_loss: 9.52257e-05 | Time: 5832.46 ms
[2020-11-20 12:27:31	                main:574]	:	INFO	:	Epoch 187 | loss: 9.22365e-05 | val_loss: 9.39377e-05 | Time: 5695.15 ms
[2020-11-20 12:27:36	                main:574]	:	INFO	:	Epoch 188 | loss: 9.06647e-05 | val_loss: 9.39793e-05 | Time: 5708.73 ms
[2020-11-20 12:27:42	                main:574]	:	INFO	:	Epoch 189 | loss: 8.88665e-05 | val_loss: 9.1277e-05 | Time: 5706.76 ms
[2020-11-20 12:27:48	                main:574]	:	INFO	:	Epoch 190 | loss: 8.80653e-05 | val_loss: 8.87202e-05 | Time: 5677.36 ms
[2020-11-20 12:27:54	                main:574]	:	INFO	:	Epoch 191 | loss: 8.58417e-05 | val_loss: 8.78432e-05 | Time: 5703.38 ms
[2020-11-20 12:27:59	                main:574]	:	INFO	:	Epoch 192 | loss: 8.57465e-05 | val_loss: 8.64054e-05 | Time: 5710.52 ms
[2020-11-20 12:27:59	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 8.64054e-05
[2020-11-20 12:28:00	                main:603]	:	INFO	:	Saving end state to config to file
[2020-11-20 12:28:00	                main:608]	:	INFO	:	Success, exiting..
12:28:00 (9012): 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)