Task 2941779

Name rand_automata_0020-1605425129-13379-0_0
Workunit 1326673
Created 15 Nov 2020, 7:25:31 UTC
Sent 17 Nov 2020, 10:50:38 UTC
Report deadline 25 Nov 2020, 10:50:38 UTC
Received 19 Nov 2020, 10:52:27 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 3097
Run time 17 min 8 sec
CPU time 16 min 20 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)
[2020-11-19 05:35:05	                main:435]	:	INFO	:	Set logging level to 1
[2020-11-19 05:35:05	                main:441]	:	INFO	:	Running in BOINC Client mode
[2020-11-19 05:35:05	                main:444]	:	INFO	:	Resolving all filenames
[2020-11-19 05:35:05	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0020-train-val-dataset.hdf5 (exists = 1)
[2020-11-19 05:35:05	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0020-1605425129-13379-0_0_r1240675414_1 (exists = 0)
[2020-11-19 05:35:06	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0020-1605425129-13379-0_0_r1240675414_0 (exists = 0)
[2020-11-19 05:35:06	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 0)
[2020-11-19 05:35:06	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 0)
[2020-11-19 05:35:06	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0020-train-val-dataset.hdf5
[2020-11-19 05:35:06	                main:474]	:	INFO	:	Configuration: 
[2020-11-19 05:35:06	                main:475]	:	INFO	:	    Model type: LSTM
[2020-11-19 05:35:06	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-11-19 05:35:06	                main:477]	:	INFO	:	    Max Epochs: 192
[2020-11-19 05:35:06	                main:478]	:	INFO	:	    Batch Size: 32
[2020-11-19 05:35:06	                main:479]	:	INFO	:	    Learning Rate: 0.001
[2020-11-19 05:35:06	                main:480]	:	INFO	:	    Patience: 10
[2020-11-19 05:35:06	                main:481]	:	INFO	:	    Hidden Width: 64
[2020-11-19 05:35:06	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2020-11-19 05:35:06	                main:483]	:	INFO	:	    # Backend Layers: 2
[2020-11-19 05:35:06	                main:484]	:	INFO	:	    # Threads: 1
[2020-11-19 05:35:06	                main:486]	:	INFO	:	Preparing Dataset
[2020-11-19 05:35:06	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0020-train-val-dataset.hdf5 into memory
[2020-11-19 05:35:07	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0020-train-val-dataset.hdf5 into memory
[2020-11-19 05:35:09	                load:106]	:	INFO	:	Successfully loaded dataset of 4096 examples into memory.
[2020-11-19 05:35:09	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0020-train-val-dataset.hdf5 into memory
[2020-11-19 05:35:09	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0020-train-val-dataset.hdf5 into memory
[2020-11-19 05:35:09	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-11-19 05:35:09	                main:494]	:	INFO	:	Creating Model
[2020-11-19 05:35:09	                main:507]	:	INFO	:	Preparing config file
[2020-11-19 05:35:09	                main:519]	:	INFO	:	Creating new config file
[2020-11-19 05:35:10	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2020-11-19 05:35:15	                main:562]	:	INFO	:	Starting Training
[2020-11-19 05:35:21	                main:574]	:	INFO	:	Epoch 1 | loss: 0.0660598 | val_loss: 0.0657657 | Time: 5652.39 ms
[2020-11-19 05:35:26	                main:574]	:	INFO	:	Epoch 2 | loss: 0.0654386 | val_loss: 0.0640661 | Time: 5238.92 ms
[2020-11-19 05:35:32	                main:574]	:	INFO	:	Epoch 3 | loss: 0.0627358 | val_loss: 0.0611213 | Time: 5238.97 ms
[2020-11-19 05:35:37	                main:574]	:	INFO	:	Epoch 4 | loss: 0.0596997 | val_loss: 0.0582841 | Time: 5234.98 ms
[2020-11-19 05:35:42	                main:574]	:	INFO	:	Epoch 5 | loss: 0.057515 | val_loss: 0.0565569 | Time: 5265.37 ms
[2020-11-19 05:35:48	                main:574]	:	INFO	:	Epoch 6 | loss: 0.0561672 | val_loss: 0.0554211 | Time: 5286.4 ms
[2020-11-19 05:35:53	                main:574]	:	INFO	:	Epoch 7 | loss: 0.0550296 | val_loss: 0.0543736 | Time: 5240.32 ms
[2020-11-19 05:35:58	                main:574]	:	INFO	:	Epoch 8 | loss: 0.0539807 | val_loss: 0.0533385 | Time: 5243.25 ms
[2020-11-19 05:36:03	                main:574]	:	INFO	:	Epoch 9 | loss: 0.0529865 | val_loss: 0.0524912 | Time: 5227.67 ms
[2020-11-19 05:36:09	                main:574]	:	INFO	:	Epoch 10 | loss: 0.0519311 | val_loss: 0.0514358 | Time: 5044.59 ms
[2020-11-19 05:36:14	                main:574]	:	INFO	:	Epoch 11 | loss: 0.050906 | val_loss: 0.0502834 | Time: 4976.54 ms
[2020-11-19 05:36:19	                main:574]	:	INFO	:	Epoch 12 | loss: 0.0496568 | val_loss: 0.0488754 | Time: 4958.26 ms
[2020-11-19 05:36:24	                main:574]	:	INFO	:	Epoch 13 | loss: 0.0482627 | val_loss: 0.0476341 | Time: 5063.33 ms
[2020-11-19 05:36:29	                main:574]	:	INFO	:	Epoch 14 | loss: 0.0467284 | val_loss: 0.0461563 | Time: 5102.09 ms
[2020-11-19 05:36:34	                main:574]	:	INFO	:	Epoch 15 | loss: 0.0448679 | val_loss: 0.0439355 | Time: 5019.83 ms
[2020-11-19 05:36:39	                main:574]	:	INFO	:	Epoch 16 | loss: 0.0426849 | val_loss: 0.0420255 | Time: 5056.42 ms
[2020-11-19 05:36:44	                main:574]	:	INFO	:	Epoch 17 | loss: 0.0404008 | val_loss: 0.039676 | Time: 5082.39 ms
[2020-11-19 05:36:49	                main:574]	:	INFO	:	Epoch 18 | loss: 0.0375974 | val_loss: 0.0368161 | Time: 5036.91 ms
[2020-11-19 05:36:54	                main:574]	:	INFO	:	Epoch 19 | loss: 0.0345284 | val_loss: 0.0324397 | Time: 5060.04 ms
[2020-11-19 05:37:00	                main:574]	:	INFO	:	Epoch 20 | loss: 0.0315907 | val_loss: 0.0296539 | Time: 5104.27 ms
[2020-11-19 05:37:05	                main:574]	:	INFO	:	Epoch 21 | loss: 0.0284206 | val_loss: 0.0390931 | Time: 5084.61 ms
[2020-11-19 05:37:10	                main:574]	:	INFO	:	Epoch 22 | loss: 0.0293231 | val_loss: 0.0316115 | Time: 5114.13 ms
[2020-11-19 05:37:15	                main:574]	:	INFO	:	Epoch 23 | loss: 0.0256132 | val_loss: 0.0245661 | Time: 5059.93 ms
[2020-11-19 05:37:20	                main:574]	:	INFO	:	Epoch 24 | loss: 0.0273663 | val_loss: 0.0319148 | Time: 5025.7 ms
[2020-11-19 05:37:25	                main:574]	:	INFO	:	Epoch 25 | loss: 0.0224907 | val_loss: 0.0171335 | Time: 5093.34 ms
[2020-11-19 05:37:30	                main:574]	:	INFO	:	Epoch 26 | loss: 0.0311873 | val_loss: 0.0185515 | Time: 5039.32 ms
[2020-11-19 05:37:35	                main:574]	:	INFO	:	Epoch 27 | loss: 0.0159137 | val_loss: 0.0157377 | Time: 5054.33 ms
[2020-11-19 05:37:41	                main:574]	:	INFO	:	Epoch 28 | loss: 0.0126025 | val_loss: 0.0161944 | Time: 5107.9 ms
[2020-11-19 05:37:46	                main:574]	:	INFO	:	Epoch 29 | loss: 0.046569 | val_loss: 0.0605803 | Time: 5116.57 ms
[2020-11-19 05:37:51	                main:574]	:	INFO	:	Epoch 30 | loss: 0.0594111 | val_loss: 0.0580875 | Time: 5056.9 ms
[2020-11-19 05:37:56	                main:574]	:	INFO	:	Epoch 31 | loss: 0.0562595 | val_loss: 0.0538763 | Time: 5106.31 ms
[2020-11-19 05:38:01	                main:574]	:	INFO	:	Epoch 32 | loss: 0.0505814 | val_loss: 0.0460567 | Time: 5092.71 ms
[2020-11-19 05:38:06	                main:574]	:	INFO	:	Epoch 33 | loss: 0.0377233 | val_loss: 0.0327504 | Time: 5107.3 ms
[2020-11-19 05:38:12	                main:574]	:	INFO	:	Epoch 34 | loss: 0.0252258 | val_loss: 0.0248171 | Time: 5110.04 ms
[2020-11-19 05:38:17	                main:574]	:	INFO	:	Epoch 35 | loss: 0.0249931 | val_loss: 0.0146699 | Time: 5024.72 ms
[2020-11-19 05:38:22	                main:574]	:	INFO	:	Epoch 36 | loss: 0.0145935 | val_loss: 0.0118012 | Time: 5136.9 ms
[2020-11-19 05:38:27	                main:574]	:	INFO	:	Epoch 37 | loss: 0.0167578 | val_loss: 0.0229115 | Time: 5040.43 ms
[2020-11-19 05:38:32	                main:574]	:	INFO	:	Epoch 38 | loss: 0.0131253 | val_loss: 0.0113391 | Time: 5013.8 ms
[2020-11-19 05:38:37	                main:574]	:	INFO	:	Epoch 39 | loss: 0.0183704 | val_loss: 0.0108743 | Time: 5035.2 ms
[2020-11-19 05:38:42	                main:574]	:	INFO	:	Epoch 40 | loss: 0.0118908 | val_loss: 0.00976022 | Time: 5018.4 ms
[2020-11-19 05:38:47	                main:574]	:	INFO	:	Epoch 41 | loss: 0.00874823 | val_loss: 0.00876302 | Time: 5023.46 ms
[2020-11-19 05:38:52	                main:574]	:	INFO	:	Epoch 42 | loss: 0.00807648 | val_loss: 0.00811904 | Time: 5024.6 ms
[2020-11-19 05:38:57	                main:574]	:	INFO	:	Epoch 43 | loss: 0.00765747 | val_loss: 0.00773318 | Time: 5013.37 ms
[2020-11-19 05:39:03	                main:574]	:	INFO	:	Epoch 44 | loss: 0.00731824 | val_loss: 0.00744071 | Time: 5062.8 ms
[2020-11-19 05:39:08	                main:574]	:	INFO	:	Epoch 45 | loss: 0.00705558 | val_loss: 0.00740545 | Time: 5053.56 ms
[2020-11-19 05:39:13	                main:574]	:	INFO	:	Epoch 46 | loss: 0.00684448 | val_loss: 0.00693473 | Time: 5023.04 ms
[2020-11-19 05:39:18	                main:574]	:	INFO	:	Epoch 47 | loss: 0.00659215 | val_loss: 0.0069745 | Time: 5045.9 ms
[2020-11-19 05:39:23	                main:574]	:	INFO	:	Epoch 48 | loss: 0.00640155 | val_loss: 0.00681244 | Time: 5153.34 ms
[2020-11-19 05:39:28	                main:574]	:	INFO	:	Epoch 49 | loss: 0.00621943 | val_loss: 0.00627492 | Time: 5130.04 ms
[2020-11-19 05:39:33	                main:574]	:	INFO	:	Epoch 50 | loss: 0.0059556 | val_loss: 0.00606473 | Time: 5034.4 ms
[2020-11-19 05:39:38	                main:574]	:	INFO	:	Epoch 51 | loss: 0.00576386 | val_loss: 0.00585721 | Time: 5036.45 ms
[2020-11-19 05:39:43	                main:574]	:	INFO	:	Epoch 52 | loss: 0.00557616 | val_loss: 0.00567065 | Time: 5019.46 ms
[2020-11-19 05:39:49	                main:574]	:	INFO	:	Epoch 53 | loss: 0.00539208 | val_loss: 0.00548332 | Time: 5048.73 ms
[2020-11-19 05:39:54	                main:574]	:	INFO	:	Epoch 54 | loss: 0.00522158 | val_loss: 0.00529561 | Time: 5032.11 ms
[2020-11-19 05:39:59	                main:574]	:	INFO	:	Epoch 55 | loss: 0.00504661 | val_loss: 0.00511767 | Time: 5014.89 ms
[2020-11-19 05:40:04	                main:574]	:	INFO	:	Epoch 56 | loss: 0.00487741 | val_loss: 0.00494814 | Time: 5001.36 ms
[2020-11-19 05:40:09	                main:574]	:	INFO	:	Epoch 57 | loss: 0.00471542 | val_loss: 0.00476994 | Time: 5002.68 ms
[2020-11-19 05:40:14	                main:574]	:	INFO	:	Epoch 58 | loss: 0.00455699 | val_loss: 0.00459294 | Time: 5011.42 ms
[2020-11-19 05:40:19	                main:574]	:	INFO	:	Epoch 59 | loss: 0.0044019 | val_loss: 0.0044284 | Time: 5000.9 ms
[2020-11-19 05:40:24	                main:574]	:	INFO	:	Epoch 60 | loss: 0.00424949 | val_loss: 0.00427989 | Time: 5098.22 ms
[2020-11-19 05:40:29	                main:574]	:	INFO	:	Epoch 61 | loss: 0.00410056 | val_loss: 0.00412553 | Time: 5027.63 ms
[2020-11-19 05:40:34	                main:574]	:	INFO	:	Epoch 62 | loss: 0.00395511 | val_loss: 0.00397527 | Time: 5058.16 ms
[2020-11-19 05:40:40	                main:574]	:	INFO	:	Epoch 63 | loss: 0.00381199 | val_loss: 0.00381896 | Time: 5065.1 ms
[2020-11-19 05:40:45	                main:574]	:	INFO	:	Epoch 64 | loss: 0.00367308 | val_loss: 0.00368005 | Time: 5041.61 ms
[2020-11-19 05:40:50	                main:574]	:	INFO	:	Epoch 65 | loss: 0.00353691 | val_loss: 0.00352645 | Time: 5034.52 ms
[2020-11-19 05:40:55	                main:574]	:	INFO	:	Epoch 66 | loss: 0.0034035 | val_loss: 0.00340315 | Time: 5017.05 ms
[2020-11-19 05:41:00	                main:574]	:	INFO	:	Epoch 67 | loss: 0.00327417 | val_loss: 0.00326142 | Time: 5026.02 ms
[2020-11-19 05:41:05	                main:574]	:	INFO	:	Epoch 68 | loss: 0.00314788 | val_loss: 0.00313475 | Time: 5022.32 ms
[2020-11-19 05:41:10	                main:574]	:	INFO	:	Epoch 69 | loss: 0.00302552 | val_loss: 0.00300697 | Time: 5025.58 ms
[2020-11-19 05:41:15	                main:574]	:	INFO	:	Epoch 70 | loss: 0.00290561 | val_loss: 0.00288888 | Time: 5037.87 ms
[2020-11-19 05:41:20	                main:574]	:	INFO	:	Epoch 71 | loss: 0.00278992 | val_loss: 0.0027723 | Time: 5071.83 ms
[2020-11-19 05:41:26	                main:574]	:	INFO	:	Epoch 72 | loss: 0.0026775 | val_loss: 0.00265718 | Time: 5250.95 ms
[2020-11-19 05:41:31	                main:574]	:	INFO	:	Epoch 73 | loss: 0.00256939 | val_loss: 0.00254966 | Time: 5273.04 ms
[2020-11-19 05:41:36	                main:574]	:	INFO	:	Epoch 74 | loss: 0.00246423 | val_loss: 0.00244584 | Time: 5240.01 ms
[2020-11-19 05:41:42	                main:574]	:	INFO	:	Epoch 75 | loss: 0.00236274 | val_loss: 0.0023411 | Time: 5256.23 ms
[2020-11-19 05:41:47	                main:574]	:	INFO	:	Epoch 76 | loss: 0.00226562 | val_loss: 0.0022461 | Time: 5240.14 ms
[2020-11-19 05:41:52	                main:574]	:	INFO	:	Epoch 77 | loss: 0.00217028 | val_loss: 0.00215189 | Time: 5191.32 ms
[2020-11-19 05:41:57	                main:574]	:	INFO	:	Epoch 78 | loss: 0.00207928 | val_loss: 0.00205924 | Time: 4973.37 ms
[2020-11-19 05:42:02	                main:574]	:	INFO	:	Epoch 79 | loss: 0.001991 | val_loss: 0.00197228 | Time: 4979.25 ms
[2020-11-19 05:42:07	                main:574]	:	INFO	:	Epoch 80 | loss: 0.00190811 | val_loss: 0.00188858 | Time: 4976.74 ms
[2020-11-19 05:42:12	                main:574]	:	INFO	:	Epoch 81 | loss: 0.00182663 | val_loss: 0.00181005 | Time: 4981.62 ms
[2020-11-19 05:42:17	                main:574]	:	INFO	:	Epoch 82 | loss: 0.0017483 | val_loss: 0.00173169 | Time: 4977.38 ms
[2020-11-19 05:42:22	                main:574]	:	INFO	:	Epoch 83 | loss: 0.00167289 | val_loss: 0.00165509 | Time: 5063.29 ms
[2020-11-19 05:42:28	                main:574]	:	INFO	:	Epoch 84 | loss: 0.00160152 | val_loss: 0.00158466 | Time: 5064.1 ms
[2020-11-19 05:42:33	                main:574]	:	INFO	:	Epoch 85 | loss: 0.00153223 | val_loss: 0.00151651 | Time: 5090.35 ms
[2020-11-19 05:42:38	                main:574]	:	INFO	:	Epoch 86 | loss: 0.00146599 | val_loss: 0.00145442 | Time: 5075.43 ms
[2020-11-19 05:42:43	                main:574]	:	INFO	:	Epoch 87 | loss: 0.00140328 | val_loss: 0.0013892 | Time: 5057.65 ms
[2020-11-19 05:42:48	                main:574]	:	INFO	:	Epoch 88 | loss: 0.00134285 | val_loss: 0.00132746 | Time: 5071.92 ms
[2020-11-19 05:42:53	                main:574]	:	INFO	:	Epoch 89 | loss: 0.00128374 | val_loss: 0.00126802 | Time: 5057.88 ms
[2020-11-19 05:42:58	                main:574]	:	INFO	:	Epoch 90 | loss: 0.00122789 | val_loss: 0.00121456 | Time: 5031.87 ms
[2020-11-19 05:43:03	                main:574]	:	INFO	:	Epoch 91 | loss: 0.00117443 | val_loss: 0.00116324 | Time: 5088.79 ms
[2020-11-19 05:43:09	                main:574]	:	INFO	:	Epoch 92 | loss: 0.00112433 | val_loss: 0.00111446 | Time: 5033.34 ms
[2020-11-19 05:43:14	                main:574]	:	INFO	:	Epoch 93 | loss: 0.00107587 | val_loss: 0.00106429 | Time: 5069.03 ms
[2020-11-19 05:43:19	                main:574]	:	INFO	:	Epoch 94 | loss: 0.00102835 | val_loss: 0.00101733 | Time: 5157.53 ms
[2020-11-19 05:43:24	                main:574]	:	INFO	:	Epoch 95 | loss: 0.000983472 | val_loss: 0.000973033 | Time: 5117.53 ms
[2020-11-19 05:43:29	                main:574]	:	INFO	:	Epoch 96 | loss: 0.000942091 | val_loss: 0.000932339 | Time: 5276.17 ms
[2020-11-19 05:43:35	                main:574]	:	INFO	:	Epoch 97 | loss: 0.000901605 | val_loss: 0.000892208 | Time: 5237.82 ms
[2020-11-19 05:43:40	                main:574]	:	INFO	:	Epoch 98 | loss: 0.000862044 | val_loss: 0.000853995 | Time: 5263.54 ms
[2020-11-19 05:43:45	                main:574]	:	INFO	:	Epoch 99 | loss: 0.000825985 | val_loss: 0.000817021 | Time: 5062.43 ms
[2020-11-19 05:43:50	                main:574]	:	INFO	:	Epoch 100 | loss: 0.000790286 | val_loss: 0.00078034 | Time: 4972.79 ms
[2020-11-19 05:43:55	                main:574]	:	INFO	:	Epoch 101 | loss: 0.000756314 | val_loss: 0.00074774 | Time: 5229.92 ms
[2020-11-19 05:44:01	                main:574]	:	INFO	:	Epoch 102 | loss: 0.000723463 | val_loss: 0.000716884 | Time: 5314.32 ms
[2020-11-19 05:44:06	                main:574]	:	INFO	:	Epoch 103 | loss: 0.00069255 | val_loss: 0.000688109 | Time: 5277.04 ms
[2020-11-19 05:44:11	                main:574]	:	INFO	:	Epoch 104 | loss: 0.000663965 | val_loss: 0.000656342 | Time: 5254.92 ms
[2020-11-19 05:44:17	                main:574]	:	INFO	:	Epoch 105 | loss: 0.00063485 | val_loss: 0.000627744 | Time: 5094.06 ms
[2020-11-19 05:44:22	                main:574]	:	INFO	:	Epoch 106 | loss: 0.000608092 | val_loss: 0.00060472 | Time: 5137.63 ms
[2020-11-19 05:44:27	                main:574]	:	INFO	:	Epoch 107 | loss: 0.000582003 | val_loss: 0.000575908 | Time: 5079.86 ms
[2020-11-19 05:44:32	                main:574]	:	INFO	:	Epoch 108 | loss: 0.000557764 | val_loss: 0.00055091 | Time: 5086.98 ms
[2020-11-19 05:44:37	                main:574]	:	INFO	:	Epoch 109 | loss: 0.000534161 | val_loss: 0.000531633 | Time: 5135.24 ms
[2020-11-19 05:44:42	                main:574]	:	INFO	:	Epoch 110 | loss: 0.000512617 | val_loss: 0.000510489 | Time: 5048.92 ms
[2020-11-19 05:44:48	                main:574]	:	INFO	:	Epoch 111 | loss: 0.000490498 | val_loss: 0.00048337 | Time: 5043.43 ms
[2020-11-19 05:44:53	                main:574]	:	INFO	:	Epoch 112 | loss: 0.000469802 | val_loss: 0.000463349 | Time: 5035.93 ms
[2020-11-19 05:44:58	                main:574]	:	INFO	:	Epoch 113 | loss: 0.000451267 | val_loss: 0.000444521 | Time: 5048.01 ms
[2020-11-19 05:45:03	                main:574]	:	INFO	:	Epoch 114 | loss: 0.000432929 | val_loss: 0.000424365 | Time: 5082.18 ms
[2020-11-19 05:45:08	                main:574]	:	INFO	:	Epoch 115 | loss: 0.000415388 | val_loss: 0.000409272 | Time: 5035.83 ms
[2020-11-19 05:45:13	                main:574]	:	INFO	:	Epoch 116 | loss: 0.000399286 | val_loss: 0.000392147 | Time: 5037.27 ms
[2020-11-19 05:45:18	                main:574]	:	INFO	:	Epoch 117 | loss: 0.000382569 | val_loss: 0.000377385 | Time: 5082.36 ms
[2020-11-19 05:45:23	                main:574]	:	INFO	:	Epoch 118 | loss: 0.00036972 | val_loss: 0.000363646 | Time: 5138.83 ms
[2020-11-19 05:45:28	                main:574]	:	INFO	:	Epoch 119 | loss: 0.000354222 | val_loss: 0.000350248 | Time: 5065.52 ms
[2020-11-19 05:45:34	                main:574]	:	INFO	:	Epoch 120 | loss: 0.000341675 | val_loss: 0.000335907 | Time: 5082.04 ms
[2020-11-19 05:45:39	                main:574]	:	INFO	:	Epoch 121 | loss: 0.000328226 | val_loss: 0.000327069 | Time: 5029.06 ms
[2020-11-19 05:45:44	                main:574]	:	INFO	:	Epoch 122 | loss: 0.000316047 | val_loss: 0.000309297 | Time: 4994.87 ms
[2020-11-19 05:45:49	                main:574]	:	INFO	:	Epoch 123 | loss: 0.000304731 | val_loss: 0.000298907 | Time: 5036.82 ms
[2020-11-19 05:45:54	                main:574]	:	INFO	:	Epoch 124 | loss: 0.000294174 | val_loss: 0.00029198 | Time: 5051.6 ms
[2020-11-19 05:45:59	                main:574]	:	INFO	:	Epoch 125 | loss: 0.00028342 | val_loss: 0.000277965 | Time: 5070.29 ms
[2020-11-19 05:46:04	                main:574]	:	INFO	:	Epoch 126 | loss: 0.000273515 | val_loss: 0.000269257 | Time: 5102.27 ms
[2020-11-19 05:46:09	                main:574]	:	INFO	:	Epoch 127 | loss: 0.000265079 | val_loss: 0.000264654 | Time: 5109.8 ms
[2020-11-19 05:46:15	                main:574]	:	INFO	:	Epoch 128 | loss: 0.000255576 | val_loss: 0.00025233 | Time: 5043.29 ms
[2020-11-19 05:46:20	                main:574]	:	INFO	:	Epoch 129 | loss: 0.000246908 | val_loss: 0.000245026 | Time: 5036.86 ms
[2020-11-19 05:46:25	                main:574]	:	INFO	:	Epoch 130 | loss: 0.000237325 | val_loss: 0.000233227 | Time: 5219.62 ms
[2020-11-19 05:46:30	                main:574]	:	INFO	:	Epoch 131 | loss: 0.000229627 | val_loss: 0.000225965 | Time: 5256.79 ms
[2020-11-19 05:46:36	                main:574]	:	INFO	:	Epoch 132 | loss: 0.00022238 | val_loss: 0.000220372 | Time: 5223.79 ms
[2020-11-19 05:46:41	                main:574]	:	INFO	:	Epoch 133 | loss: 0.000215159 | val_loss: 0.000212477 | Time: 5251.3 ms
[2020-11-19 05:46:46	                main:574]	:	INFO	:	Epoch 134 | loss: 0.000208359 | val_loss: 0.000202787 | Time: 5256.8 ms
[2020-11-19 05:46:51	                main:574]	:	INFO	:	Epoch 135 | loss: 0.000202014 | val_loss: 0.000200835 | Time: 5270.33 ms
[2020-11-19 05:46:57	                main:574]	:	INFO	:	Epoch 136 | loss: 0.000195843 | val_loss: 0.000192185 | Time: 5251.99 ms
[2020-11-19 05:47:02	                main:574]	:	INFO	:	Epoch 137 | loss: 0.000189619 | val_loss: 0.000185392 | Time: 5193.46 ms
[2020-11-19 05:47:07	                main:574]	:	INFO	:	Epoch 138 | loss: 0.000184186 | val_loss: 0.000180382 | Time: 4971.12 ms
[2020-11-19 05:47:12	                main:574]	:	INFO	:	Epoch 139 | loss: 0.00017874 | val_loss: 0.000176308 | Time: 4962.59 ms
[2020-11-19 05:47:17	                main:574]	:	INFO	:	Epoch 140 | loss: 0.00017345 | val_loss: 0.000170393 | Time: 4969.56 ms
[2020-11-19 05:47:22	                main:574]	:	INFO	:	Epoch 141 | loss: 0.000168138 | val_loss: 0.000168164 | Time: 5003.21 ms
[2020-11-19 05:47:27	                main:574]	:	INFO	:	Epoch 142 | loss: 0.000163541 | val_loss: 0.000160467 | Time: 5051.95 ms
[2020-11-19 05:47:32	                main:574]	:	INFO	:	Epoch 143 | loss: 0.000159498 | val_loss: 0.000158204 | Time: 5053.66 ms
[2020-11-19 05:47:37	                main:574]	:	INFO	:	Epoch 144 | loss: 0.000154898 | val_loss: 0.000152521 | Time: 5046.81 ms
[2020-11-19 05:47:42	                main:574]	:	INFO	:	Epoch 145 | loss: 0.000151175 | val_loss: 0.000149234 | Time: 4998.47 ms
[2020-11-19 05:47:48	                main:574]	:	INFO	:	Epoch 146 | loss: 0.000146432 | val_loss: 0.000143769 | Time: 5017.75 ms
[2020-11-19 05:47:53	                main:574]	:	INFO	:	Epoch 147 | loss: 0.000142823 | val_loss: 0.000141801 | Time: 5003.26 ms
[2020-11-19 05:47:58	                main:574]	:	INFO	:	Epoch 148 | loss: 0.000139437 | val_loss: 0.000135451 | Time: 5039.38 ms
[2020-11-19 05:48:03	                main:574]	:	INFO	:	Epoch 149 | loss: 0.000135336 | val_loss: 0.000133317 | Time: 5036.99 ms
[2020-11-19 05:48:08	                main:574]	:	INFO	:	Epoch 150 | loss: 0.000132357 | val_loss: 0.000130458 | Time: 4990.79 ms
[2020-11-19 05:48:13	                main:574]	:	INFO	:	Epoch 151 | loss: 0.000129318 | val_loss: 0.000127435 | Time: 5044.26 ms
[2020-11-19 05:48:18	                main:574]	:	INFO	:	Epoch 152 | loss: 0.000126071 | val_loss: 0.000124811 | Time: 5033.66 ms
[2020-11-19 05:48:23	                main:574]	:	INFO	:	Epoch 153 | loss: 0.000123006 | val_loss: 0.000121411 | Time: 5109.43 ms
[2020-11-19 05:48:28	                main:574]	:	INFO	:	Epoch 154 | loss: 0.000120089 | val_loss: 0.000119239 | Time: 5124.38 ms
[2020-11-19 05:48:34	                main:574]	:	INFO	:	Epoch 155 | loss: 0.000117623 | val_loss: 0.000115069 | Time: 5066.94 ms
[2020-11-19 05:48:39	                main:574]	:	INFO	:	Epoch 156 | loss: 0.000114702 | val_loss: 0.000113142 | Time: 5015.68 ms
[2020-11-19 05:48:44	                main:574]	:	INFO	:	Epoch 157 | loss: 0.000112283 | val_loss: 0.000112187 | Time: 5030.86 ms
[2020-11-19 05:48:49	                main:574]	:	INFO	:	Epoch 158 | loss: 0.000109651 | val_loss: 0.000110295 | Time: 5048.16 ms
[2020-11-19 05:48:54	                main:574]	:	INFO	:	Epoch 159 | loss: 0.000107204 | val_loss: 0.000108184 | Time: 5025.92 ms
[2020-11-19 05:48:59	                main:574]	:	INFO	:	Epoch 160 | loss: 0.000105011 | val_loss: 0.000102629 | Time: 5023.41 ms
[2020-11-19 05:49:04	                main:574]	:	INFO	:	Epoch 161 | loss: 0.000102588 | val_loss: 0.000100611 | Time: 5078.11 ms
[2020-11-19 05:49:09	                main:574]	:	INFO	:	Epoch 162 | loss: 0.000100326 | val_loss: 0.000100828 | Time: 5014.93 ms
[2020-11-19 05:49:14	                main:574]	:	INFO	:	Epoch 163 | loss: 9.86294e-05 | val_loss: 9.73592e-05 | Time: 4992.7 ms
[2020-11-19 05:49:19	                main:574]	:	INFO	:	Epoch 164 | loss: 9.6246e-05 | val_loss: 9.57697e-05 | Time: 5018.51 ms
[2020-11-19 05:49:24	                main:574]	:	INFO	:	Epoch 165 | loss: 9.44223e-05 | val_loss: 9.4298e-05 | Time: 5002.18 ms
[2020-11-19 05:49:30	                main:574]	:	INFO	:	Epoch 166 | loss: 9.26891e-05 | val_loss: 9.20354e-05 | Time: 5240.01 ms
[2020-11-19 05:49:35	                main:574]	:	INFO	:	Epoch 167 | loss: 9.10308e-05 | val_loss: 9.0566e-05 | Time: 5307.87 ms
[2020-11-19 05:49:40	                main:574]	:	INFO	:	Epoch 168 | loss: 8.96326e-05 | val_loss: 8.9048e-05 | Time: 5233 ms
[2020-11-19 05:49:46	                main:574]	:	INFO	:	Epoch 169 | loss: 8.78509e-05 | val_loss: 8.79472e-05 | Time: 5236.6 ms
[2020-11-19 05:49:51	                main:574]	:	INFO	:	Epoch 170 | loss: 8.53684e-05 | val_loss: 8.45225e-05 | Time: 5236.06 ms
[2020-11-19 05:49:56	                main:574]	:	INFO	:	Epoch 171 | loss: 8.33189e-05 | val_loss: 8.38343e-05 | Time: 5227.67 ms
[2020-11-19 05:50:02	                main:574]	:	INFO	:	Epoch 172 | loss: 8.17941e-05 | val_loss: 8.01891e-05 | Time: 5235.77 ms
[2020-11-19 05:50:07	                main:574]	:	INFO	:	Epoch 173 | loss: 7.98254e-05 | val_loss: 7.81454e-05 | Time: 5234.12 ms
[2020-11-19 05:50:12	                main:574]	:	INFO	:	Epoch 174 | loss: 7.89836e-05 | val_loss: 7.80746e-05 | Time: 5254.67 ms
[2020-11-19 05:50:18	                main:574]	:	INFO	:	Epoch 175 | loss: 7.68762e-05 | val_loss: 7.61722e-05 | Time: 5236.07 ms
[2020-11-19 05:50:23	                main:574]	:	INFO	:	Epoch 176 | loss: 7.58401e-05 | val_loss: 7.55928e-05 | Time: 5278.25 ms
[2020-11-19 05:50:28	                main:574]	:	INFO	:	Epoch 177 | loss: 7.41127e-05 | val_loss: 7.51553e-05 | Time: 5082.43 ms
[2020-11-19 05:50:33	                main:574]	:	INFO	:	Epoch 178 | loss: 7.28344e-05 | val_loss: 7.29172e-05 | Time: 5041.61 ms
[2020-11-19 05:50:38	                main:574]	:	INFO	:	Epoch 179 | loss: 7.13465e-05 | val_loss: 7.11273e-05 | Time: 5111.63 ms
[2020-11-19 05:50:43	                main:574]	:	INFO	:	Epoch 180 | loss: 7.0222e-05 | val_loss: 7.05196e-05 | Time: 5041.85 ms
[2020-11-19 05:50:48	                main:574]	:	INFO	:	Epoch 181 | loss: 6.93781e-05 | val_loss: 7.1109e-05 | Time: 5040.69 ms
[2020-11-19 05:50:54	                main:574]	:	INFO	:	Epoch 182 | loss: 6.76495e-05 | val_loss: 6.86331e-05 | Time: 5066.35 ms
[2020-11-19 05:50:59	                main:574]	:	INFO	:	Epoch 183 | loss: 6.69092e-05 | val_loss: 6.89286e-05 | Time: 5026.32 ms
[2020-11-19 05:51:04	                main:574]	:	INFO	:	Epoch 184 | loss: 6.54606e-05 | val_loss: 6.72299e-05 | Time: 5034.56 ms
[2020-11-19 05:51:09	                main:574]	:	INFO	:	Epoch 185 | loss: 6.44256e-05 | val_loss: 6.51472e-05 | Time: 5026.43 ms
[2020-11-19 05:51:14	                main:574]	:	INFO	:	Epoch 186 | loss: 6.321e-05 | val_loss: 6.41489e-05 | Time: 5023.76 ms
[2020-11-19 05:51:19	                main:574]	:	INFO	:	Epoch 187 | loss: 6.19929e-05 | val_loss: 6.26413e-05 | Time: 5036.6 ms
[2020-11-19 05:51:24	                main:574]	:	INFO	:	Epoch 188 | loss: 6.15497e-05 | val_loss: 6.28326e-05 | Time: 5158.23 ms
[2020-11-19 05:51:30	                main:574]	:	INFO	:	Epoch 189 | loss: 6.01072e-05 | val_loss: 6.07622e-05 | Time: 5242.26 ms
[2020-11-19 05:51:35	                main:574]	:	INFO	:	Epoch 190 | loss: 5.98287e-05 | val_loss: 5.98196e-05 | Time: 5297.76 ms
[2020-11-19 05:51:40	                main:574]	:	INFO	:	Epoch 191 | loss: 5.86597e-05 | val_loss: 6.10614e-05 | Time: 5147.88 ms
[2020-11-19 05:51:45	                main:574]	:	INFO	:	Epoch 192 | loss: 5.79049e-05 | val_loss: 5.93483e-05 | Time: 5095.08 ms
[2020-11-19 05:51:45	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 5.93483e-05
[2020-11-19 05:51:45	                main:603]	:	INFO	:	Saving end state to config to file
[2020-11-19 05:51:45	                main:608]	:	INFO	:	Success, exiting..
05:51:45 (11512): 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)