Task 8854128

Name ParityModified-1636178168-2112-1_0
Workunit 6322931
Created 10 Nov 2021, 18:26:41 UTC
Sent 16 Nov 2021, 5:28:50 UTC
Report deadline 23 Nov 2021, 5:28:50 UTC
Received 23 Nov 2021, 0:55:59 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 157
Run time 1 days 2 hours 1 min 6 sec
CPU time 6 hours 55 min 11 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,473.99 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.62 GB
Peak swap size 3.61 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 15:17:32	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-11-22 15:17:32	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 15:17:32	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 15:17:33	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-11-22 15:17:33	                main:494]	:	INFO	:	Creating Model
[2021-11-22 15:17:33	                main:507]	:	INFO	:	Preparing config file
[2021-11-22 15:17:33	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-11-22 15:17:33	                main:512]	:	INFO	:	Loading config
[2021-11-22 15:17:33	                main:514]	:	INFO	:	Loading state
[2021-11-22 15:17:42	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-11-22 15:17:42	                main:562]	:	INFO	:	Starting Training
[2021-11-22 15:18:29	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.00289619 | val_loss: 0.000818615 | Time: 46444.2 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2021-11-22 15:22:31	                main:435]	:	INFO	:	Set logging level to 1
[2021-11-22 15:22:31	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-11-22 15:22:32	                main:444]	:	INFO	:	Resolving all filenames
[2021-11-22 15:22:33	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-11-22 15:22:33	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_1 (exists = 1)
[2021-11-22 15:22:35	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_0 (exists = 0)
[2021-11-22 15:22:35	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1 (exists = 1)
[2021-11-22 15:22:37	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-11-22 15:22:38	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-11-22 15:22:40	                main:474]	:	INFO	:	Configuration: 
[2021-11-22 15:22:40	                main:475]	:	INFO	:	    Model type: GRU
[2021-11-22 15:22:40	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-11-22 15:22:41	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-11-22 15:22:41	                main:478]	:	INFO	:	    Batch Size: 128
[2021-11-22 15:22:41	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-11-22 15:22:41	                main:480]	:	INFO	:	    Patience: 10
[2021-11-22 15:22:41	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-11-22 15:22:41	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-11-22 15:22:42	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-11-22 15:22:42	                main:484]	:	INFO	:	    # Threads: 1
[2021-11-22 15:22:43	                main:486]	:	INFO	:	Preparing Dataset
[2021-11-22 15:22:51	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 15:22:53	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 15:23:26	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-11-22 15:23:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 15:23:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 15:23:26	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-11-22 15:23:26	                main:494]	:	INFO	:	Creating Model
[2021-11-22 15:23:27	                main:507]	:	INFO	:	Preparing config file
[2021-11-22 15:23:27	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-11-22 15:23:27	                main:512]	:	INFO	:	Loading config
[2021-11-22 15:23:27	                main:514]	:	INFO	:	Loading state
[2021-11-22 15:23:56	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-11-22 15:23:56	                main:562]	:	INFO	:	Starting Training
[2021-11-22 15:25:35	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.00290457 | val_loss: 0.00084849 | Time: 99275.1 ms
[2021-11-22 15:27:05	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.00060375 | val_loss: 0.000476582 | Time: 90028 ms
[2021-11-22 15:28:56	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.000362813 | val_loss: 0.000269707 | Time: 110312 ms
[2021-11-22 15:30:05	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.000233639 | val_loss: 0.000183944 | Time: 69461.8 ms
[2021-11-22 15:31:16	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.000143965 | val_loss: 9.56654e-05 | Time: 70645.5 ms
[2021-11-22 15:32:27	                main:574]	:	INFO	:	Epoch 1893 | loss: 6.31547e-05 | val_loss: 4.3246e-05 | Time: 70649.2 ms
[2021-11-22 15:33:54	                main:574]	:	INFO	:	Epoch 1894 | loss: 3.57248e-05 | val_loss: 3.16896e-05 | Time: 86604.1 ms
[2021-11-22 15:34:47	                main:574]	:	INFO	:	Epoch 1895 | loss: 2.6974e-05 | val_loss: 2.68015e-05 | Time: 53040.2 ms
[2021-11-22 15:36:03	                main:574]	:	INFO	:	Epoch 1896 | loss: 2.38269e-05 | val_loss: 2.4577e-05 | Time: 75850 ms
[2021-11-22 15:37:08	                main:574]	:	INFO	:	Epoch 1897 | loss: 2.23188e-05 | val_loss: 2.32583e-05 | Time: 65451.6 ms
[2021-11-22 15:38:12	                main:574]	:	INFO	:	Epoch 1898 | loss: 2.14801e-05 | val_loss: 2.25394e-05 | Time: 62740 ms
[2021-11-22 15:39:11	                main:574]	:	INFO	:	Epoch 1899 | loss: 2.0889e-05 | val_loss: 2.20767e-05 | Time: 59097.4 ms
[2021-11-22 15:41:28	                main:574]	:	INFO	:	Epoch 1900 | loss: 2.04342e-05 | val_loss: 2.24759e-05 | Time: 137432 ms
[2021-11-22 15:44:22	                main:574]	:	INFO	:	Epoch 1901 | loss: 2.08178e-05 | val_loss: 2.13949e-05 | Time: 173858 ms
[2021-11-22 15:46:56	                main:574]	:	INFO	:	Epoch 1902 | loss: 1.98148e-05 | val_loss: 2.11574e-05 | Time: 153093 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2021-11-22 16:08:56	                main:435]	:	INFO	:	Set logging level to 1
[2021-11-22 16:08:57	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-11-22 16:08:57	                main:444]	:	INFO	:	Resolving all filenames
[2021-11-22 16:08:57	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-11-22 16:08:57	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_1 (exists = 1)
[2021-11-22 16:09:03	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_0 (exists = 0)
[2021-11-22 16:09:03	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1 (exists = 1)
[2021-11-22 16:09:03	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-11-22 16:09:04	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-11-22 16:09:04	                main:474]	:	INFO	:	Configuration: 
[2021-11-22 16:09:04	                main:475]	:	INFO	:	    Model type: GRU
[2021-11-22 16:09:04	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-11-22 16:09:04	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-11-22 16:09:04	                main:478]	:	INFO	:	    Batch Size: 128
[2021-11-22 16:09:04	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-11-22 16:09:04	                main:480]	:	INFO	:	    Patience: 10
[2021-11-22 16:09:04	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-11-22 16:09:04	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-11-22 16:09:04	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-11-22 16:09:04	                main:484]	:	INFO	:	    # Threads: 1
[2021-11-22 16:09:04	                main:486]	:	INFO	:	Preparing Dataset
[2021-11-22 16:09:04	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:09:12	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:09:37	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-11-22 16:09:37	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:09:37	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:09:37	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-11-22 16:09:37	                main:494]	:	INFO	:	Creating Model
[2021-11-22 16:09:37	                main:507]	:	INFO	:	Preparing config file
[2021-11-22 16:09:37	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-11-22 16:09:37	                main:512]	:	INFO	:	Loading config
[2021-11-22 16:09:37	                main:514]	:	INFO	:	Loading state
[2021-11-22 16:09:44	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-11-22 16:09:44	                main:562]	:	INFO	:	Starting Training
[2021-11-22 16:10:10	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.00283673 | val_loss: 0.000841794 | Time: 26382.3 ms
[2021-11-22 16:10:37	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.00061729 | val_loss: 0.000496842 | Time: 27360.2 ms
[2021-11-22 16:11:07	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.000360759 | val_loss: 0.000267249 | Time: 29803.1 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2021-11-22 16:14:04	                main:435]	:	INFO	:	Set logging level to 1
[2021-11-22 16:14:04	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-11-22 16:14:04	                main:444]	:	INFO	:	Resolving all filenames
[2021-11-22 16:14:04	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-11-22 16:14:04	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_1 (exists = 1)
[2021-11-22 16:14:04	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_0 (exists = 0)
[2021-11-22 16:14:04	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1 (exists = 1)
[2021-11-22 16:14:04	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-11-22 16:14:04	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-11-22 16:14:04	                main:474]	:	INFO	:	Configuration: 
[2021-11-22 16:14:04	                main:475]	:	INFO	:	    Model type: GRU
[2021-11-22 16:14:04	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-11-22 16:14:04	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-11-22 16:14:04	                main:478]	:	INFO	:	    Batch Size: 128
[2021-11-22 16:14:04	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-11-22 16:14:04	                main:480]	:	INFO	:	    Patience: 10
[2021-11-22 16:14:05	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-11-22 16:14:05	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-11-22 16:14:05	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-11-22 16:14:05	                main:484]	:	INFO	:	    # Threads: 1
[2021-11-22 16:14:05	                main:486]	:	INFO	:	Preparing Dataset
[2021-11-22 16:14:05	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:14:16	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:14:19	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-11-22 16:14:19	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:14:24	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:14:24	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-11-22 16:14:24	                main:494]	:	INFO	:	Creating Model
[2021-11-22 16:14:24	                main:507]	:	INFO	:	Preparing config file
[2021-11-22 16:14:24	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-11-22 16:14:24	                main:512]	:	INFO	:	Loading config
[2021-11-22 16:14:24	                main:514]	:	INFO	:	Loading state
[2021-11-22 16:14:26	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-11-22 16:14:26	                main:562]	:	INFO	:	Starting Training
[2021-11-22 16:17:01	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0027857 | val_loss: 0.000796814 | Time: 155711 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2021-11-22 16:19:06	                main:435]	:	INFO	:	Set logging level to 1
[2021-11-22 16:19:06	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-11-22 16:19:06	                main:444]	:	INFO	:	Resolving all filenames
[2021-11-22 16:19:06	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-11-22 16:19:06	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_1 (exists = 1)
[2021-11-22 16:19:06	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_0 (exists = 0)
[2021-11-22 16:19:12	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1 (exists = 1)
[2021-11-22 16:19:12	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-11-22 16:19:12	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-11-22 16:19:12	                main:474]	:	INFO	:	Configuration: 
[2021-11-22 16:19:12	                main:475]	:	INFO	:	    Model type: GRU
[2021-11-22 16:19:13	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-11-22 16:19:13	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-11-22 16:19:13	                main:478]	:	INFO	:	    Batch Size: 128
[2021-11-22 16:19:13	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-11-22 16:19:13	                main:480]	:	INFO	:	    Patience: 10
[2021-11-22 16:19:13	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-11-22 16:19:13	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-11-22 16:19:18	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-11-22 16:19:18	                main:484]	:	INFO	:	    # Threads: 1
[2021-11-22 16:19:19	                main:486]	:	INFO	:	Preparing Dataset
[2021-11-22 16:19:19	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:19:27	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:19:41	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-11-22 16:19:41	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:19:41	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:19:47	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-11-22 16:19:47	                main:494]	:	INFO	:	Creating Model
[2021-11-22 16:19:47	                main:507]	:	INFO	:	Preparing config file
[2021-11-22 16:19:47	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-11-22 16:19:47	                main:512]	:	INFO	:	Loading config
[2021-11-22 16:19:47	                main:514]	:	INFO	:	Loading state
[2021-11-22 16:19:54	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-11-22 16:19:54	                main:562]	:	INFO	:	Starting Training
[2021-11-22 16:22:11	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.00277793 | val_loss: 0.00082889 | Time: 136647 ms
[2021-11-22 16:22:52	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.000577971 | val_loss: 0.000468132 | Time: 40431 ms
[2021-11-22 16:23:22	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.000352846 | val_loss: 0.000261034 | Time: 30135 ms
[2021-11-22 16:25:37	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.000221727 | val_loss: 0.000165404 | Time: 135540 ms
[2021-11-22 16:27:55	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.000122148 | val_loss: 7.60933e-05 | Time: 137480 ms
[2021-11-22 16:30:38	                main:574]	:	INFO	:	Epoch 1893 | loss: 5.28269e-05 | val_loss: 4.23182e-05 | Time: 162617 ms
[2021-11-22 16:32:17	                main:574]	:	INFO	:	Epoch 1894 | loss: 3.41479e-05 | val_loss: 3.08736e-05 | Time: 99234.7 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2021-11-22 16:34:52	                main:435]	:	INFO	:	Set logging level to 1
[2021-11-22 16:34:52	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-11-22 16:34:52	                main:444]	:	INFO	:	Resolving all filenames
[2021-11-22 16:34:52	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-11-22 16:34:52	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_1 (exists = 1)
[2021-11-22 16:34:52	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_0 (exists = 0)
[2021-11-22 16:34:52	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1 (exists = 1)
[2021-11-22 16:34:52	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-11-22 16:34:52	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-11-22 16:34:52	                main:474]	:	INFO	:	Configuration: 
[2021-11-22 16:34:52	                main:475]	:	INFO	:	    Model type: GRU
[2021-11-22 16:34:52	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-11-22 16:34:52	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-11-22 16:34:52	                main:478]	:	INFO	:	    Batch Size: 128
[2021-11-22 16:34:52	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-11-22 16:34:52	                main:480]	:	INFO	:	    Patience: 10
[2021-11-22 16:34:52	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-11-22 16:34:53	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-11-22 16:34:53	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-11-22 16:34:53	                main:484]	:	INFO	:	    # Threads: 1
[2021-11-22 16:34:53	                main:486]	:	INFO	:	Preparing Dataset
[2021-11-22 16:34:53	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:34:54	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:35:06	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-11-22 16:35:06	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:35:06	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:35:07	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-11-22 16:35:07	                main:494]	:	INFO	:	Creating Model
[2021-11-22 16:35:07	                main:507]	:	INFO	:	Preparing config file
[2021-11-22 16:35:07	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-11-22 16:35:07	                main:512]	:	INFO	:	Loading config
[2021-11-22 16:35:07	                main:514]	:	INFO	:	Loading state
[2021-11-22 16:35:09	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-11-22 16:35:09	                main:562]	:	INFO	:	Starting Training
[2021-11-22 16:36:28	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.00272065 | val_loss: 0.000724974 | Time: 78394.1 ms
[2021-11-22 16:36:51	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.000547243 | val_loss: 0.000433569 | Time: 23270.2 ms
[2021-11-22 16:37:18	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.000341535 | val_loss: 0.00025743 | Time: 27436.3 ms
[2021-11-22 16:37:44	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.000223658 | val_loss: 0.000171954 | Time: 25813.3 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2021-11-22 16:40:00	                main:435]	:	INFO	:	Set logging level to 1
[2021-11-22 16:40:00	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-11-22 16:40:00	                main:444]	:	INFO	:	Resolving all filenames
[2021-11-22 16:40:01	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-11-22 16:40:01	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_1 (exists = 1)
[2021-11-22 16:40:01	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_0 (exists = 0)
[2021-11-22 16:40:01	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1 (exists = 1)
[2021-11-22 16:40:01	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-11-22 16:40:01	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-11-22 16:40:01	                main:474]	:	INFO	:	Configuration: 
[2021-11-22 16:40:01	                main:475]	:	INFO	:	    Model type: GRU
[2021-11-22 16:40:01	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-11-22 16:40:01	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-11-22 16:40:01	                main:478]	:	INFO	:	    Batch Size: 128
[2021-11-22 16:40:01	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-11-22 16:40:01	                main:480]	:	INFO	:	    Patience: 10
[2021-11-22 16:40:02	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-11-22 16:40:02	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-11-22 16:40:02	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-11-22 16:40:02	                main:484]	:	INFO	:	    # Threads: 1
[2021-11-22 16:40:02	                main:486]	:	INFO	:	Preparing Dataset
[2021-11-22 16:40:02	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:40:02	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:40:05	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-11-22 16:40:05	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:40:06	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:40:06	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-11-22 16:40:07	                main:494]	:	INFO	:	Creating Model
[2021-11-22 16:40:07	                main:507]	:	INFO	:	Preparing config file
[2021-11-22 16:40:07	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-11-22 16:40:07	                main:512]	:	INFO	:	Loading config
[2021-11-22 16:40:07	                main:514]	:	INFO	:	Loading state
[2021-11-22 16:40:09	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-11-22 16:40:09	                main:562]	:	INFO	:	Starting Training
[2021-11-22 16:40:39	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.00271959 | val_loss: 0.000676226 | Time: 30195.8 ms
[2021-11-22 16:41:05	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.000552826 | val_loss: 0.000442594 | Time: 25365.6 ms
[2021-11-22 16:41:35	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.000345844 | val_loss: 0.000260889 | Time: 30590.1 ms
[2021-11-22 16:42:01	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.000223871 | val_loss: 0.000169909 | Time: 25544.1 ms
[2021-11-22 16:42:27	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.000132637 | val_loss: 8.69529e-05 | Time: 26129.4 ms
[2021-11-22 16:42:53	                main:574]	:	INFO	:	Epoch 1893 | loss: 6.06182e-05 | val_loss: 4.28e-05 | Time: 25008.8 ms
[2021-11-22 16:43:19	                main:574]	:	INFO	:	Epoch 1894 | loss: 3.62997e-05 | val_loss: 3.18889e-05 | Time: 26397.5 ms
[2021-11-22 16:43:55	                main:574]	:	INFO	:	Epoch 1895 | loss: 2.68231e-05 | val_loss: 2.6332e-05 | Time: 35777.8 ms
[2021-11-22 16:44:19	                main:574]	:	INFO	:	Epoch 1896 | loss: 2.35407e-05 | val_loss: 2.45342e-05 | Time: 24246.8 ms
[2021-11-22 16:44:45	                main:574]	:	INFO	:	Epoch 1897 | loss: 2.227e-05 | val_loss: 2.32048e-05 | Time: 25536.1 ms
[2021-11-22 16:45:09	                main:574]	:	INFO	:	Epoch 1898 | loss: 2.1592e-05 | val_loss: 2.25382e-05 | Time: 23927.1 ms
[2021-11-22 16:45:35	                main:574]	:	INFO	:	Epoch 1899 | loss: 2.10416e-05 | val_loss: 2.21529e-05 | Time: 25771.4 ms
[2021-11-22 16:45:59	                main:574]	:	INFO	:	Epoch 1900 | loss: 2.06129e-05 | val_loss: 2.20138e-05 | Time: 24421.8 ms
[2021-11-22 16:46:25	                main:574]	:	INFO	:	Epoch 1901 | loss: 2.07294e-05 | val_loss: 2.15769e-05 | Time: 25322.5 ms
[2021-11-22 16:46:50	                main:574]	:	INFO	:	Epoch 1902 | loss: 2.18819e-05 | val_loss: 2.13122e-05 | Time: 24946.1 ms
[2021-11-22 16:47:17	                main:574]	:	INFO	:	Epoch 1903 | loss: 2.01042e-05 | val_loss: 2.0432e-05 | Time: 26851.5 ms
[2021-11-22 16:47:44	                main:574]	:	INFO	:	Epoch 1904 | loss: 1.94242e-05 | val_loss: 2.04674e-05 | Time: 26510.2 ms
[2021-11-22 16:48:10	                main:574]	:	INFO	:	Epoch 1905 | loss: 1.92225e-05 | val_loss: 2.04872e-05 | Time: 25813 ms
[2021-11-22 16:48:34	                main:574]	:	INFO	:	Epoch 1906 | loss: 1.93046e-05 | val_loss: 2.07415e-05 | Time: 23942.8 ms
[2021-11-22 16:49:00	                main:574]	:	INFO	:	Epoch 1907 | loss: 1.93621e-05 | val_loss: 2.07849e-05 | Time: 26227 ms
[2021-11-22 16:49:26	                main:574]	:	INFO	:	Epoch 1908 | loss: 1.89411e-05 | val_loss: 2.11273e-05 | Time: 25858.9 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2021-11-22 16:53:30	                main:435]	:	INFO	:	Set logging level to 1
[2021-11-22 16:53:30	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-11-22 16:53:31	                main:444]	:	INFO	:	Resolving all filenames
[2021-11-22 16:53:31	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-11-22 16:53:31	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_1 (exists = 1)
[2021-11-22 16:53:31	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_0 (exists = 0)
[2021-11-22 16:53:31	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1 (exists = 1)
[2021-11-22 16:53:31	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-11-22 16:53:32	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-11-22 16:53:32	                main:474]	:	INFO	:	Configuration: 
[2021-11-22 16:53:32	                main:475]	:	INFO	:	    Model type: GRU
[2021-11-22 16:53:32	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-11-22 16:53:32	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-11-22 16:53:32	                main:478]	:	INFO	:	    Batch Size: 128
[2021-11-22 16:53:32	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-11-22 16:53:32	                main:480]	:	INFO	:	    Patience: 10
[2021-11-22 16:53:33	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-11-22 16:53:33	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-11-22 16:53:33	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-11-22 16:53:33	                main:484]	:	INFO	:	    # Threads: 1
[2021-11-22 16:53:33	                main:486]	:	INFO	:	Preparing Dataset
[2021-11-22 16:53:33	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:53:35	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:53:45	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-11-22 16:53:46	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:53:46	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:53:46	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-11-22 16:53:46	                main:494]	:	INFO	:	Creating Model
[2021-11-22 16:53:46	                main:507]	:	INFO	:	Preparing config file
[2021-11-22 16:53:46	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-11-22 16:53:46	                main:512]	:	INFO	:	Loading config
[2021-11-22 16:53:46	                main:514]	:	INFO	:	Loading state
[2021-11-22 16:53:48	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-11-22 16:53:48	                main:562]	:	INFO	:	Starting Training
[2021-11-22 16:54:14	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.00280373 | val_loss: 0.000744426 | Time: 26042.1 ms
[2021-11-22 16:54:40	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.000565054 | val_loss: 0.000460869 | Time: 25894.9 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2021-11-22 16:57:06	                main:435]	:	INFO	:	Set logging level to 1
[2021-11-22 16:57:06	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-11-22 16:57:06	                main:444]	:	INFO	:	Resolving all filenames
[2021-11-22 16:57:06	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-11-22 16:57:06	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_1 (exists = 1)
[2021-11-22 16:57:06	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_0 (exists = 0)
[2021-11-22 16:57:07	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1 (exists = 1)
[2021-11-22 16:57:07	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-11-22 16:57:07	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-11-22 16:57:07	                main:474]	:	INFO	:	Configuration: 
[2021-11-22 16:57:07	                main:475]	:	INFO	:	    Model type: GRU
[2021-11-22 16:57:07	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-11-22 16:57:07	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-11-22 16:57:08	                main:478]	:	INFO	:	    Batch Size: 128
[2021-11-22 16:57:08	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-11-22 16:57:08	                main:480]	:	INFO	:	    Patience: 10
[2021-11-22 16:57:08	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-11-22 16:57:08	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-11-22 16:57:08	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-11-22 16:57:09	                main:484]	:	INFO	:	    # Threads: 1
[2021-11-22 16:57:09	                main:486]	:	INFO	:	Preparing Dataset
[2021-11-22 16:57:09	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:57:10	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:57:13	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-11-22 16:57:13	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:57:13	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 16:57:14	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-11-22 16:57:14	                main:494]	:	INFO	:	Creating Model
[2021-11-22 16:57:14	                main:507]	:	INFO	:	Preparing config file
[2021-11-22 16:57:14	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-11-22 16:57:14	                main:512]	:	INFO	:	Loading config
[2021-11-22 16:57:14	                main:514]	:	INFO	:	Loading state
[2021-11-22 16:57:21	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-11-22 16:57:21	                main:562]	:	INFO	:	Starting Training
[2021-11-22 16:57:49	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.00272546 | val_loss: 0.000773398 | Time: 28284.9 ms
[2021-11-22 16:58:12	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.000574658 | val_loss: 0.000442489 | Time: 23209.9 ms
[2021-11-22 16:58:40	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.000359231 | val_loss: 0.000272147 | Time: 27397.8 ms
[2021-11-22 16:59:05	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.000239321 | val_loss: 0.000188599 | Time: 24729.7 ms
[2021-11-22 16:59:31	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.000152032 | val_loss: 0.000107209 | Time: 24381.2 ms
[2021-11-22 16:59:56	                main:574]	:	INFO	:	Epoch 1893 | loss: 7.29326e-05 | val_loss: 4.69054e-05 | Time: 25261.4 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2021-11-22 17:02:17	                main:435]	:	INFO	:	Set logging level to 1
[2021-11-22 17:02:17	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-11-22 17:02:17	                main:444]	:	INFO	:	Resolving all filenames
[2021-11-22 17:02:18	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-11-22 17:02:18	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_1 (exists = 1)
[2021-11-22 17:02:18	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1_0_r766946233_0 (exists = 0)
[2021-11-22 17:02:18	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636178168-2112-1 (exists = 1)
[2021-11-22 17:02:18	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-11-22 17:02:19	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-11-22 17:02:19	                main:474]	:	INFO	:	Configuration: 
[2021-11-22 17:02:19	                main:475]	:	INFO	:	    Model type: GRU
[2021-11-22 17:02:19	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-11-22 17:02:22	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-11-22 17:02:22	                main:478]	:	INFO	:	    Batch Size: 128
[2021-11-22 17:02:22	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-11-22 17:02:22	                main:480]	:	INFO	:	    Patience: 10
[2021-11-22 17:02:23	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-11-22 17:02:23	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-11-22 17:02:23	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-11-22 17:02:23	                main:484]	:	INFO	:	    # Threads: 1
[2021-11-22 17:02:23	                main:486]	:	INFO	:	Preparing Dataset
[2021-11-22 17:02:23	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 17:02:23	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 17:02:42	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-11-22 17:02:42	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 17:02:44	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-11-22 17:02:46	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-11-22 17:02:47	                main:494]	:	INFO	:	Creating Model
[2021-11-22 17:02:56	                main:507]	:	INFO	:	Preparing config file
[2021-11-22 17:02:56	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-11-22 17:02:58	                main:512]	:	INFO	:	Loading config
[2021-11-22 17:02:58	                main:514]	:	INFO	:	Loading state
[2021-11-22 17:03:13	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-11-22 17:03:14	                main:562]	:	INFO	:	Starting Training
[2021-11-22 17:05:06	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0027935 | val_loss: 0.000805353 | Time: 111650 ms
[2021-11-22 17:06:29	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.000589472 | val_loss: 0.000464922 | Time: 82092.1 ms
[2021-11-22 17:08:16	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.00035154 | val_loss: 0.000260241 | Time: 107531 ms
[2021-11-22 17:10:16	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.00022102 | val_loss: 0.000167421 | Time: 119675 ms
[2021-11-22 17:12:03	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.000123924 | val_loss: 7.63278e-05 | Time: 106499 ms
[2021-11-22 17:13:34	                main:574]	:	INFO	:	Epoch 1893 | loss: 5.25836e-05 | val_loss: 4.20731e-05 | Time: 88424.2 ms
[2021-11-22 17:15:14	                main:574]	:	INFO	:	Epoch 1894 | loss: 3.40289e-05 | val_loss: 3.05572e-05 | Time: 99596.7 ms
[2021-11-22 17:16:59	                main:574]	:	INFO	:	Epoch 1895 | loss: 2.65004e-05 | val_loss: 2.64502e-05 | Time: 105083 ms
[2021-11-22 17:18:37	                main:574]	:	INFO	:	Epoch 1896 | loss: 2.389e-05 | val_loss: 2.47242e-05 | Time: 97749 ms
[2021-11-22 17:20:30	                main:574]	:	INFO	:	Epoch 1897 | loss: 2.2429e-05 | val_loss: 2.34631e-05 | Time: 112660 ms
[2021-11-22 17:21:34	                main:574]	:	INFO	:	Epoch 1898 | loss: 2.1562e-05 | val_loss: 2.28624e-05 | Time: 63043.5 ms
[2021-11-22 17:23:25	                main:574]	:	INFO	:	Epoch 1899 | loss: 2.10273e-05 | val_loss: 2.2263e-05 | Time: 110300 ms
[2021-11-22 17:25:05	                main:574]	:	INFO	:	Epoch 1900 | loss: 2.06629e-05 | val_loss: 2.21691e-05 | Time: 100354 ms
[2021-11-22 17:26:36	                main:574]	:	INFO	:	Epoch 1901 | loss: 2.09895e-05 | val_loss: 2.23137e-05 | Time: 90465.6 ms
[2021-11-22 17:28:08	                main:574]	:	INFO	:	Epoch 1902 | loss: 2.04837e-05 | val_loss: 2.15085e-05 | Time: 91637.4 ms
[2021-11-22 17:29:23	                main:574]	:	INFO	:	Epoch 1903 | loss: 2.02835e-05 | val_loss: 2.15034e-05 | Time: 75326.5 ms
[2021-11-22 17:30:53	                main:574]	:	INFO	:	Epoch 1904 | loss: 1.95324e-05 | val_loss: 2.15185e-05 | Time: 90206.1 ms
[2021-11-22 17:32:02	                main:574]	:	INFO	:	Epoch 1905 | loss: 2.26142e-05 | val_loss: 2.17698e-05 | Time: 68524 ms
[2021-11-22 17:33:25	                main:574]	:	INFO	:	Epoch 1906 | loss: 1.97072e-05 | val_loss: 2.10986e-05 | Time: 82884.9 ms
[2021-11-22 17:34:23	                main:574]	:	INFO	:	Epoch 1907 | loss: 1.90029e-05 | val_loss: 2.06742e-05 | Time: 58172.4 ms
[2021-11-22 17:35:44	                main:574]	:	INFO	:	Epoch 1908 | loss: 1.87301e-05 | val_loss: 2.03206e-05 | Time: 80250.1 ms
[2021-11-22 17:36:48	                main:574]	:	INFO	:	Epoch 1909 | loss: 1.85638e-05 | val_loss: 2.01896e-05 | Time: 64271.7 ms
[2021-11-22 17:37:45	                main:574]	:	INFO	:	Epoch 1910 | loss: 1.84743e-05 | val_loss: 2.01383e-05 | Time: 56474.2 ms
[2021-11-22 17:38:43	                main:574]	:	INFO	:	Epoch 1911 | loss: 2.03782e-05 | val_loss: 2.24244e-05 | Time: 58700 ms
[2021-11-22 17:40:03	                main:574]	:	INFO	:	Epoch 1912 | loss: 1.92513e-05 | val_loss: 2.01808e-05 | Time: 79892.2 ms
[2021-11-22 17:42:42	                main:574]	:	INFO	:	Epoch 1913 | loss: 1.83634e-05 | val_loss: 1.99045e-05 | Time: 158579 ms
[2021-11-22 17:45:33	                main:574]	:	INFO	:	Epoch 1914 | loss: 1.81247e-05 | val_loss: 1.9699e-05 | Time: 171059 ms
[2021-11-22 17:48:02	                main:574]	:	INFO	:	Epoch 1915 | loss: 1.80716e-05 | val_loss: 1.95479e-05 | Time: 149016 ms
[2021-11-22 17:50:23	                main:574]	:	INFO	:	Epoch 1916 | loss: 2.02385e-05 | val_loss: 2.35626e-05 | Time: 140390 ms
[2021-11-22 17:52:50	                main:574]	:	INFO	:	Epoch 1917 | loss: 1.90348e-05 | val_loss: 1.94549e-05 | Time: 147030 ms
[2021-11-22 17:54:59	                main:574]	:	INFO	:	Epoch 1918 | loss: 1.805e-05 | val_loss: 1.95457e-05 | Time: 128792 ms
[2021-11-22 17:57:10	                main:574]	:	INFO	:	Epoch 1919 | loss: 1.77942e-05 | val_loss: 1.94513e-05 | Time: 131390 ms
[2021-11-22 17:59:29	                main:574]	:	INFO	:	Epoch 1920 | loss: 1.78318e-05 | val_loss: 1.95258e-05 | Time: 138506 ms
[2021-11-22 18:01:43	                main:574]	:	INFO	:	Epoch 1921 | loss: 1.77232e-05 | val_loss: 1.92014e-05 | Time: 134489 ms
[2021-11-22 18:03:54	                main:574]	:	INFO	:	Epoch 1922 | loss: 2.06341e-05 | val_loss: 3.63208e-05 | Time: 130889 ms
[2021-11-22 18:05:34	                main:574]	:	INFO	:	Epoch 1923 | loss: 2.17229e-05 | val_loss: 2.15393e-05 | Time: 99272.4 ms
[2021-11-22 18:06:05	                main:574]	:	INFO	:	Epoch 1924 | loss: 1.82108e-05 | val_loss: 1.94567e-05 | Time: 31297.5 ms
[2021-11-22 18:06:37	                main:574]	:	INFO	:	Epoch 1925 | loss: 1.76191e-05 | val_loss: 1.92676e-05 | Time: 32163.9 ms
[2021-11-22 18:07:13	                main:574]	:	INFO	:	Epoch 1926 | loss: 1.75575e-05 | val_loss: 1.9004e-05 | Time: 35093 ms
[2021-11-22 18:07:46	                main:574]	:	INFO	:	Epoch 1927 | loss: 1.73584e-05 | val_loss: 1.91221e-05 | Time: 32568.4 ms
[2021-11-22 18:08:22	                main:574]	:	INFO	:	Epoch 1928 | loss: 1.73316e-05 | val_loss: 1.90034e-05 | Time: 35995.1 ms
[2021-11-22 18:08:54	                main:574]	:	INFO	:	Epoch 1929 | loss: 1.72802e-05 | val_loss: 1.89272e-05 | Time: 32115.3 ms
[2021-11-22 18:09:26	                main:574]	:	INFO	:	Epoch 1930 | loss: 1.78526e-05 | val_loss: 2.61584e-05 | Time: 32289.9 ms
[2021-11-22 18:10:00	                main:574]	:	INFO	:	Epoch 1931 | loss: 2.63182e-05 | val_loss: 2.48856e-05 | Time: 33143.6 ms
[2021-11-22 18:10:34	                main:574]	:	INFO	:	Epoch 1932 | loss: 1.91149e-05 | val_loss: 1.98601e-05 | Time: 33851.8 ms
[2021-11-22 18:11:06	                main:574]	:	INFO	:	Epoch 1933 | loss: 1.746e-05 | val_loss: 1.88904e-05 | Time: 32333.1 ms
[2021-11-22 18:11:43	                main:574]	:	INFO	:	Epoch 1934 | loss: 1.73269e-05 | val_loss: 1.89637e-05 | Time: 36076.4 ms
[2021-11-22 18:12:14	                main:574]	:	INFO	:	Epoch 1935 | loss: 1.84613e-05 | val_loss: 2.48557e-05 | Time: 31511.9 ms
[2021-11-22 18:12:45	                main:574]	:	INFO	:	Epoch 1936 | loss: 2.04696e-05 | val_loss: 2.46911e-05 | Time: 30736.6 ms
[2021-11-22 18:13:21	                main:574]	:	INFO	:	Epoch 1937 | loss: 1.93543e-05 | val_loss: 2.0943e-05 | Time: 35437.7 ms
[2021-11-22 18:13:54	                main:574]	:	INFO	:	Epoch 1938 | loss: 1.94207e-05 | val_loss: 1.89781e-05 | Time: 33317.5 ms
[2021-11-22 18:14:26	                main:574]	:	INFO	:	Epoch 1939 | loss: 2.26603e-05 | val_loss: 4.78775e-05 | Time: 31950.9 ms
[2021-11-22 18:15:03	                main:574]	:	INFO	:	Epoch 1940 | loss: 2.54696e-05 | val_loss: 1.90348e-05 | Time: 35931.3 ms
[2021-11-22 18:15:36	                main:574]	:	INFO	:	Epoch 1941 | loss: 1.92055e-05 | val_loss: 1.88891e-05 | Time: 32832.7 ms
[2021-11-22 18:16:09	                main:574]	:	INFO	:	Epoch 1942 | loss: 1.78757e-05 | val_loss: 1.86552e-05 | Time: 33635.9 ms
[2021-11-22 18:16:43	                main:574]	:	INFO	:	Epoch 1943 | loss: 1.90521e-05 | val_loss: 2.35252e-05 | Time: 33684.8 ms
[2021-11-22 18:17:15	                main:574]	:	INFO	:	Epoch 1944 | loss: 2.02586e-05 | val_loss: 3.35696e-05 | Time: 31569.7 ms
[2021-11-22 18:17:54	                main:574]	:	INFO	:	Epoch 1945 | loss: 2.26492e-05 | val_loss: 2.07741e-05 | Time: 38339.5 ms
[2021-11-22 18:18:25	                main:574]	:	INFO	:	Epoch 1946 | loss: 2.16601e-05 | val_loss: 2.07646e-05 | Time: 31505.2 ms
[2021-11-22 18:19:00	                main:574]	:	INFO	:	Epoch 1947 | loss: 2.25605e-05 | val_loss: 2.058e-05 | Time: 34392.8 ms
[2021-11-22 18:19:33	                main:574]	:	INFO	:	Epoch 1948 | loss: 2.05015e-05 | val_loss: 2.52481e-05 | Time: 33690.7 ms
[2021-11-22 18:20:05	                main:574]	:	INFO	:	Epoch 1949 | loss: 1.94065e-05 | val_loss: 1.89326e-05 | Time: 31732.9 ms
[2021-11-22 18:20:37	                main:574]	:	INFO	:	Epoch 1950 | loss: 1.8645e-05 | val_loss: 2.64489e-05 | Time: 32021.2 ms
[2021-11-22 18:21:11	                main:574]	:	INFO	:	Epoch 1951 | loss: 2.23501e-05 | val_loss: 2.10631e-05 | Time: 33065.3 ms
[2021-11-22 18:21:44	                main:574]	:	INFO	:	Epoch 1952 | loss: 1.73017e-05 | val_loss: 1.91188e-05 | Time: 33236.2 ms
[2021-11-22 18:22:15	                main:574]	:	INFO	:	Epoch 1953 | loss: 3.45909e-05 | val_loss: 2.63546e-05 | Time: 31053.1 ms
[2021-11-22 18:22:48	                main:574]	:	INFO	:	Epoch 1954 | loss: 2.51047e-05 | val_loss: 2.48472e-05 | Time: 32865 ms
[2021-11-22 18:23:23	                main:574]	:	INFO	:	Epoch 1955 | loss: 1.95027e-05 | val_loss: 2.17436e-05 | Time: 34758.9 ms
[2021-11-22 18:23:55	                main:574]	:	INFO	:	Epoch 1956 | loss: 1.76454e-05 | val_loss: 1.93989e-05 | Time: 31705.1 ms
[2021-11-22 18:24:29	                main:574]	:	INFO	:	Epoch 1957 | loss: 1.73905e-05 | val_loss: 1.90648e-05 | Time: 34540 ms
[2021-11-22 18:25:04	                main:574]	:	INFO	:	Epoch 1958 | loss: 2.19371e-05 | val_loss: 1.86412e-05 | Time: 34494.4 ms
[2021-11-22 18:25:36	                main:574]	:	INFO	:	Epoch 1959 | loss: 2.10497e-05 | val_loss: 1.91404e-05 | Time: 31536.3 ms
[2021-11-22 18:26:08	                main:574]	:	INFO	:	Epoch 1960 | loss: 1.92296e-05 | val_loss: 1.8535e-05 | Time: 32662.9 ms
[2021-11-22 18:26:43	                main:574]	:	INFO	:	Epoch 1961 | loss: 2.66229e-05 | val_loss: 3.03576e-05 | Time: 34322.4 ms
[2021-11-22 18:27:15	                main:574]	:	INFO	:	Epoch 1962 | loss: 2.43028e-05 | val_loss: 2.44633e-05 | Time: 31580 ms
[2021-11-22 18:27:47	                main:574]	:	INFO	:	Epoch 1963 | loss: 1.99929e-05 | val_loss: 1.83296e-05 | Time: 32363.2 ms
[2021-11-22 18:28:25	                main:574]	:	INFO	:	Epoch 1964 | loss: 1.7299e-05 | val_loss: 1.92316e-05 | Time: 38055.4 ms
[2021-11-22 18:28:55	                main:574]	:	INFO	:	Epoch 1965 | loss: 1.89144e-05 | val_loss: 2.0039e-05 | Time: 29207.8 ms
[2021-11-22 18:29:22	                main:574]	:	INFO	:	Epoch 1966 | loss: 1.78939e-05 | val_loss: 2.98775e-05 | Time: 26886 ms
[2021-11-22 18:29:42	                main:574]	:	INFO	:	Epoch 1967 | loss: 2.95415e-05 | val_loss: 2.67765e-05 | Time: 20460 ms
[2021-11-22 18:30:03	                main:574]	:	INFO	:	Epoch 1968 | loss: 2.28978e-05 | val_loss: 1.81965e-05 | Time: 20384.6 ms
[2021-11-22 18:30:22	                main:574]	:	INFO	:	Epoch 1969 | loss: 1.92005e-05 | val_loss: 1.90991e-05 | Time: 19070 ms
[2021-11-22 18:30:41	                main:574]	:	INFO	:	Epoch 1970 | loss: 2.3699e-05 | val_loss: 2.21079e-05 | Time: 18832.6 ms
[2021-11-22 18:31:00	                main:574]	:	INFO	:	Epoch 1971 | loss: 1.9392e-05 | val_loss: 1.82608e-05 | Time: 19007.3 ms
[2021-11-22 18:31:19	                main:574]	:	INFO	:	Epoch 1972 | loss: 2.34747e-05 | val_loss: 2.4025e-05 | Time: 18335.6 ms
[2021-11-22 18:31:37	                main:574]	:	INFO	:	Epoch 1973 | loss: 1.93757e-05 | val_loss: 2.03518e-05 | Time: 18403.9 ms
[2021-11-22 18:31:57	                main:574]	:	INFO	:	Epoch 1974 | loss: 1.98485e-05 | val_loss: 2.51597e-05 | Time: 19181.2 ms
[2021-11-22 18:32:16	                main:574]	:	INFO	:	Epoch 1975 | loss: 2.08124e-05 | val_loss: 2.60523e-05 | Time: 19069.8 ms
[2021-11-22 18:32:36	                main:574]	:	INFO	:	Epoch 1976 | loss: 2.89552e-05 | val_loss: 2.56905e-05 | Time: 20365.6 ms
[2021-11-22 18:32:55	                main:574]	:	INFO	:	Epoch 1977 | loss: 2.20384e-05 | val_loss: 1.82449e-05 | Time: 18853.1 ms
[2021-11-22 18:33:15	                main:574]	:	INFO	:	Epoch 1978 | loss: 1.97697e-05 | val_loss: 1.92473e-05 | Time: 19393.8 ms
[2021-11-22 18:33:34	                main:574]	:	INFO	:	Epoch 1979 | loss: 2.08119e-05 | val_loss: 2.02338e-05 | Time: 18923.1 ms
[2021-11-22 18:33:53	                main:574]	:	INFO	:	Epoch 1980 | loss: 2.02607e-05 | val_loss: 1.95072e-05 | Time: 19070.8 ms
[2021-11-22 18:34:12	                main:574]	:	INFO	:	Epoch 1981 | loss: 2.26594e-05 | val_loss: 2.24287e-05 | Time: 19024.7 ms
[2021-11-22 18:34:31	                main:574]	:	INFO	:	Epoch 1982 | loss: 2.22596e-05 | val_loss: 2.40449e-05 | Time: 18903.9 ms
[2021-11-22 18:34:49	                main:574]	:	INFO	:	Epoch 1983 | loss: 1.89055e-05 | val_loss: 1.81618e-05 | Time: 18241.7 ms
[2021-11-22 18:35:09	                main:574]	:	INFO	:	Epoch 1984 | loss: 1.63863e-05 | val_loss: 2.00661e-05 | Time: 19065.8 ms
[2021-11-22 18:35:27	                main:574]	:	INFO	:	Epoch 1985 | loss: 3.43957e-05 | val_loss: 2.0126e-05 | Time: 18501.3 ms
[2021-11-22 18:35:46	                main:574]	:	INFO	:	Epoch 1986 | loss: 2.39796e-05 | val_loss: 1.98135e-05 | Time: 19084.1 ms
[2021-11-22 18:36:05	                main:574]	:	INFO	:	Epoch 1987 | loss: 1.90751e-05 | val_loss: 1.87387e-05 | Time: 18712.6 ms
[2021-11-22 18:36:24	                main:574]	:	INFO	:	Epoch 1988 | loss: 1.70034e-05 | val_loss: 2.02841e-05 | Time: 19088.9 ms
[2021-11-22 18:36:43	                main:574]	:	INFO	:	Epoch 1989 | loss: 2.47377e-05 | val_loss: 1.95907e-05 | Time: 18611 ms
[2021-11-22 18:37:03	                main:574]	:	INFO	:	Epoch 1990 | loss: 2.0893e-05 | val_loss: 2.43607e-05 | Time: 19414.1 ms
[2021-11-22 18:37:21	                main:574]	:	INFO	:	Epoch 1991 | loss: 2.13825e-05 | val_loss: 2.57788e-05 | Time: 18243.2 ms
[2021-11-22 18:37:40	                main:574]	:	INFO	:	Epoch 1992 | loss: 2.07847e-05 | val_loss: 2.40691e-05 | Time: 18707.9 ms
[2021-11-22 18:37:58	                main:574]	:	INFO	:	Epoch 1993 | loss: 2.36273e-05 | val_loss: 2.6329e-05 | Time: 18327.6 ms
[2021-11-22 18:38:18	                main:574]	:	INFO	:	Epoch 1994 | loss: 2.04535e-05 | val_loss: 2.42501e-05 | Time: 19184.8 ms
[2021-11-22 18:38:37	                main:574]	:	INFO	:	Epoch 1995 | loss: 2.26825e-05 | val_loss: 2.41137e-05 | Time: 19148.2 ms
[2021-11-22 18:38:56	                main:574]	:	INFO	:	Epoch 1996 | loss: 2.02321e-05 | val_loss: 2.31662e-05 | Time: 19040.3 ms
[2021-11-22 18:39:15	                main:574]	:	INFO	:	Epoch 1997 | loss: 2.50815e-05 | val_loss: 2.79062e-05 | Time: 18891 ms
[2021-11-22 18:39:35	                main:574]	:	INFO	:	Epoch 1998 | loss: 2.30716e-05 | val_loss: 1.80799e-05 | Time: 19969.5 ms
[2021-11-22 18:39:54	                main:574]	:	INFO	:	Epoch 1999 | loss: 1.98382e-05 | val_loss: 2.00062e-05 | Time: 18802.2 ms
[2021-11-22 18:40:13	                main:574]	:	INFO	:	Epoch 2000 | loss: 1.80616e-05 | val_loss: 1.85775e-05 | Time: 19040.3 ms
[2021-11-22 18:40:32	                main:574]	:	INFO	:	Epoch 2001 | loss: 2.25373e-05 | val_loss: 1.84712e-05 | Time: 18873.4 ms
[2021-11-22 18:40:51	                main:574]	:	INFO	:	Epoch 2002 | loss: 2.60239e-05 | val_loss: 2.87723e-05 | Time: 18539 ms
[2021-11-22 18:41:09	                main:574]	:	INFO	:	Epoch 2003 | loss: 2.28182e-05 | val_loss: 1.89719e-05 | Time: 18228.4 ms
[2021-11-22 18:41:28	                main:574]	:	INFO	:	Epoch 2004 | loss: 1.97835e-05 | val_loss: 2.10328e-05 | Time: 18816.2 ms
[2021-11-22 18:41:51	                main:574]	:	INFO	:	Epoch 2005 | loss: 2.05252e-05 | val_loss: 2.18468e-05 | Time: 22619.6 ms
[2021-11-22 18:42:09	                main:574]	:	INFO	:	Epoch 2006 | loss: 2.56142e-05 | val_loss: 3.64783e-05 | Time: 18185.7 ms
[2021-11-22 18:42:28	                main:574]	:	INFO	:	Epoch 2007 | loss: 2.63745e-05 | val_loss: 2.40822e-05 | Time: 18958.5 ms
[2021-11-22 18:42:47	                main:574]	:	INFO	:	Epoch 2008 | loss: 2.14223e-05 | val_loss: 2.21967e-05 | Time: 19289.1 ms
[2021-11-22 18:43:11	                main:574]	:	INFO	:	Epoch 2009 | loss: 2.09111e-05 | val_loss: 2.08082e-05 | Time: 23669.2 ms
[2021-11-22 18:43:35	                main:574]	:	INFO	:	Epoch 2010 | loss: 2.93759e-05 | val_loss: 2.84154e-05 | Time: 24196.5 ms
[2021-11-22 18:43:54	                main:574]	:	INFO	:	Epoch 2011 | loss: 2.28094e-05 | val_loss: 1.7659e-05 | Time: 19015.3 ms
[2021-11-22 18:44:14	                main:574]	:	INFO	:	Epoch 2012 | loss: 2.15244e-05 | val_loss: 2.01202e-05 | Time: 19839.4 ms
[2021-11-22 18:44:33	                main:574]	:	INFO	:	Epoch 2013 | loss: 2.79475e-05 | val_loss: 2.17242e-05 | Time: 18952.2 ms
[2021-11-22 18:44:53	                main:574]	:	INFO	:	Epoch 2014 | loss: 2.64502e-05 | val_loss: 3.21357e-05 | Time: 18963.3 ms
[2021-11-22 18:45:12	                main:574]	:	INFO	:	Epoch 2015 | loss: 2.82777e-05 | val_loss: 2.49931e-05 | Time: 19015.7 ms
[2021-11-22 18:45:31	                main:574]	:	INFO	:	Epoch 2016 | loss: 2.16483e-05 | val_loss: 2.31212e-05 | Time: 18979.6 ms
[2021-11-22 18:45:49	                main:574]	:	INFO	:	Epoch 2017 | loss: 2.16491e-05 | val_loss: 1.71047e-05 | Time: 18411.7 ms
[2021-11-22 18:46:08	                main:574]	:	INFO	:	Epoch 2018 | loss: 1.90798e-05 | val_loss: 2.08969e-05 | Time: 18784.9 ms
[2021-11-22 18:46:27	                main:574]	:	INFO	:	Epoch 2019 | loss: 1.92647e-05 | val_loss: 2.62906e-05 | Time: 19117 ms
[2021-11-22 18:46:47	                main:574]	:	INFO	:	Epoch 2020 | loss: 2.25759e-05 | val_loss: 2.38058e-05 | Time: 19183.6 ms
[2021-11-22 18:47:05	                main:574]	:	INFO	:	Epoch 2021 | loss: 2.17285e-05 | val_loss: 1.71623e-05 | Time: 18470.8 ms
[2021-11-22 18:47:25	                main:574]	:	INFO	:	Epoch 2022 | loss: 1.95987e-05 | val_loss: 2.30119e-05 | Time: 19201 ms
[2021-11-22 18:47:45	                main:574]	:	INFO	:	Epoch 2023 | loss: 2.20827e-05 | val_loss: 3.47474e-05 | Time: 19962.7 ms
[2021-11-22 18:48:04	                main:574]	:	INFO	:	Epoch 2024 | loss: 2.52525e-05 | val_loss: 2.38611e-05 | Time: 19076 ms
[2021-11-22 18:48:23	                main:574]	:	INFO	:	Epoch 2025 | loss: 2.31399e-05 | val_loss: 1.94344e-05 | Time: 19208.6 ms
[2021-11-22 18:48:42	                main:574]	:	INFO	:	Epoch 2026 | loss: 1.76422e-05 | val_loss: 1.84917e-05 | Time: 19089.9 ms
[2021-11-22 18:49:01	                main:574]	:	INFO	:	Epoch 2027 | loss: 1.85191e-05 | val_loss: 2.94985e-05 | Time: 18933.3 ms
[2021-11-22 18:49:20	                main:574]	:	INFO	:	Epoch 2028 | loss: 2.60616e-05 | val_loss: 1.87779e-05 | Time: 18341.2 ms
[2021-11-22 18:49:38	                main:574]	:	INFO	:	Epoch 2029 | loss: 2.10864e-05 | val_loss: 2.86784e-05 | Time: 18667.6 ms
[2021-11-22 18:49:58	                main:574]	:	INFO	:	Epoch 2030 | loss: 2.52084e-05 | val_loss: 1.75213e-05 | Time: 19198 ms
[2021-11-22 18:50:17	                main:574]	:	INFO	:	Epoch 2031 | loss: 1.90353e-05 | val_loss: 2.23766e-05 | Time: 19457 ms
[2021-11-22 18:50:36	                main:574]	:	INFO	:	Epoch 2032 | loss: 2.44408e-05 | val_loss: 3.04085e-05 | Time: 18848.8 ms
[2021-11-22 18:50:55	                main:574]	:	INFO	:	Epoch 2033 | loss: 2.29383e-05 | val_loss: 2.18566e-05 | Time: 19305.8 ms
[2021-11-22 18:51:14	                main:574]	:	INFO	:	Epoch 2034 | loss: 1.72291e-05 | val_loss: 1.69521e-05 | Time: 18716 ms
[2021-11-22 18:51:33	                main:574]	:	INFO	:	Epoch 2035 | loss: 1.66701e-05 | val_loss: 2.12212e-05 | Time: 19167.4 ms
[2021-11-22 18:51:52	                main:574]	:	INFO	:	Epoch 2036 | loss: 2.8274e-05 | val_loss: 1.94875e-05 | Time: 18719.1 ms
[2021-11-22 18:52:11	                main:574]	:	INFO	:	Epoch 2037 | loss: 1.92677e-05 | val_loss: 1.84616e-05 | Time: 18779.9 ms
[2021-11-22 18:52:29	                main:574]	:	INFO	:	Epoch 2038 | loss: 2.1349e-05 | val_loss: 3.14544e-05 | Time: 18137.8 ms
[2021-11-22 18:52:48	                main:574]	:	INFO	:	Epoch 2039 | loss: 2.60553e-05 | val_loss: 2.32399e-05 | Time: 18683 ms
[2021-11-22 18:53:08	                main:574]	:	INFO	:	Epoch 2040 | loss: 2.17377e-05 | val_loss: 1.83379e-05 | Time: 19479.7 ms
[2021-11-22 18:53:26	                main:574]	:	INFO	:	Epoch 2041 | loss: 1.832e-05 | val_loss: 1.87448e-05 | Time: 18284.8 ms
[2021-11-22 18:53:45	                main:574]	:	INFO	:	Epoch 2042 | loss: 1.79e-05 | val_loss: 2.7133e-05 | Time: 18735.1 ms
[2021-11-22 18:54:04	                main:574]	:	INFO	:	Epoch 2043 | loss: 2.60792e-05 | val_loss: 2.78932e-05 | Time: 19059 ms
[2021-11-22 18:54:22	                main:574]	:	INFO	:	Epoch 2044 | loss: 2.57614e-05 | val_loss: 1.75717e-05 | Time: 18192.6 ms
[2021-11-22 18:54:41	                main:574]	:	INFO	:	Epoch 2045 | loss: 2.09528e-05 | val_loss: 2.47922e-05 | Time: 18597.2 ms
[2021-11-22 18:55:00	                main:574]	:	INFO	:	Epoch 2046 | loss: 2.05928e-05 | val_loss: 1.99284e-05 | Time: 18782.1 ms
[2021-11-22 18:55:19	                main:574]	:	INFO	:	Epoch 2047 | loss: 1.87357e-05 | val_loss: 2.34975e-05 | Time: 18798.1 ms
[2021-11-22 18:55:38	                main:574]	:	INFO	:	Epoch 2048 | loss: 1.86005e-05 | val_loss: 2.07636e-05 | Time: 19156.6 ms
[2021-11-22 18:55:38	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 2.07636e-05
[2021-11-22 18:55:38	                main:603]	:	INFO	:	Saving end state to config to file
[2021-11-22 18:55:38	                main:608]	:	INFO	:	Success, exiting..
18:55:38 (6172): called boinc_finish(0)

</stderr_txt>
]]>


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