Task 12016931

Name ParityModified-1639966065-27873-3-0_0
Workunit 9206746
Created 25 Feb 2022, 3:40:03 UTC
Sent 27 Feb 2022, 10:58:08 UTC
Report deadline 7 Mar 2022, 10:58:08 UTC
Received 29 Mar 2022, 20:24:20 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 11997
Run time 5 hours 35 min 28 sec
CPU time 4 hours 14 min 30 sec
Validate state Task was reported too late to validate
Credit 0.00
Device peak FLOPS 10,510.75 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.91 GB
Peak swap size 4.70 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
ot.pt => snapshot.pt (exists = 1)
[2022-03-20 16:15:52	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-20 16:15:52	                main:474]	:	INFO	:	Configuration: 
[2022-03-20 16:15:52	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-20 16:15:52	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-20 16:15:52	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-20 16:15:52	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-20 16:15:52	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-20 16:15:52	                main:480]	:	INFO	:	    Patience: 10
[2022-03-20 16:15:52	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-20 16:15:52	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-20 16:15:52	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-20 16:15:52	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-20 16:15:52	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-20 16:15:53	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-20 16:15:53	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-20 16:59:31	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-20 16:59:31	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-20 16:59:31	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-20 16:59:31	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-20 16:59:32	                main:494]	:	INFO	:	Creating Model
[2022-03-20 16:59:32	                main:507]	:	INFO	:	Preparing config file
[2022-03-20 16:59:32	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-20 16:59:32	                main:512]	:	INFO	:	Loading config
[2022-03-20 16:59:32	                main:514]	:	INFO	:	Loading state
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-20 22:33:11	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-20 22:33:11	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-20 22:33:11	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-20 22:33:11	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-20 22:33:11	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-20 22:33:11	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-20 22:33:11	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-20 22:33:11	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-20 22:33:11	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-20 22:33:11	                main:474]	:	INFO	:	Configuration: 
[2022-03-20 22:33:11	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-20 22:33:11	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-20 22:33:11	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-20 22:33:11	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-20 22:33:11	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-20 22:33:11	                main:480]	:	INFO	:	    Patience: 10
[2022-03-20 22:33:11	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-20 22:33:11	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-20 22:33:11	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-20 22:33:11	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-20 22:33:11	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-20 22:33:11	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-20 22:33:12	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-20 23:20:07	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-20 23:20:07	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-20 23:20:07	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-20 23:20:07	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-20 23:20:07	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-20 23:20:07	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-20 23:20:07	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-20 23:20:07	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-20 23:20:07	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-20 23:20:07	                main:474]	:	INFO	:	Configuration: 
[2022-03-20 23:20:07	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-20 23:20:07	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-20 23:20:07	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-20 23:20:07	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-20 23:20:07	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-20 23:20:07	                main:480]	:	INFO	:	    Patience: 10
[2022-03-20 23:20:07	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-20 23:20:07	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-20 23:20:07	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-20 23:20:07	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-20 23:20:07	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-20 23:20:07	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-20 23:20:07	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-21 00:06:55	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-21 00:06:55	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-21 00:06:55	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-21 00:06:55	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-21 00:06:55	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-21 00:06:55	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-21 00:06:55	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-21 00:06:55	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-21 00:06:55	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-21 00:06:55	                main:474]	:	INFO	:	Configuration: 
[2022-03-21 00:06:55	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-21 00:06:55	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-21 00:06:55	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-21 00:06:55	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-21 00:06:55	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-21 00:06:55	                main:480]	:	INFO	:	    Patience: 10
[2022-03-21 00:06:55	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-21 00:06:55	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-21 00:06:55	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-21 00:06:55	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-21 00:06:55	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-21 00:06:55	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-21 00:06:55	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-21 13:32:17	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-21 13:32:17	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-21 13:32:17	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-21 13:32:17	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-21 13:32:17	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-21 13:32:17	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-21 13:32:17	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-21 13:32:17	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-21 13:32:17	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-21 13:32:17	                main:474]	:	INFO	:	Configuration: 
[2022-03-21 13:32:17	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-21 13:32:17	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-21 13:32:17	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-21 13:32:17	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-21 13:32:17	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-21 13:32:17	                main:480]	:	INFO	:	    Patience: 10
[2022-03-21 13:32:17	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-21 13:32:17	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-21 13:32:17	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-21 13:32:17	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-21 13:32:17	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-21 13:32:17	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-21 13:32:18	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-22 17:25:43	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-22 17:25:43	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-22 17:25:43	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-22 17:25:43	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-22 17:25:43	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-22 17:25:43	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-22 17:25:43	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-22 17:25:43	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-22 17:25:43	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-22 17:25:43	                main:474]	:	INFO	:	Configuration: 
[2022-03-22 17:25:43	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-22 17:25:43	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-22 17:25:43	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-22 17:25:43	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-22 17:25:43	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-22 17:25:43	                main:480]	:	INFO	:	    Patience: 10
[2022-03-22 17:25:43	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-22 17:25:43	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-22 17:25:43	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-22 17:25:43	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-22 17:25:43	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-22 17:25:43	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-22 17:25:49	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-22 18:22:54	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-22 18:22:54	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-22 18:22:54	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-22 18:22:54	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-22 18:22:54	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-22 18:22:54	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-22 18:22:54	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-22 18:22:54	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-22 18:22:54	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-22 18:22:54	                main:474]	:	INFO	:	Configuration: 
[2022-03-22 18:22:54	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-22 18:22:54	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-22 18:22:54	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-22 18:22:54	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-22 18:22:54	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-22 18:22:54	                main:480]	:	INFO	:	    Patience: 10
[2022-03-22 18:22:54	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-22 18:22:54	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-22 18:22:54	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-22 18:22:54	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-22 18:22:54	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-22 18:22:54	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-22 18:22:55	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-22 18:33:05	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-22 18:33:05	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-22 18:33:05	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-22 18:33:05	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-22 18:33:05	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-22 18:33:05	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-22 18:33:05	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-22 18:33:05	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-22 18:33:05	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-22 18:33:05	                main:474]	:	INFO	:	Configuration: 
[2022-03-22 18:33:05	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-22 18:33:05	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-22 18:33:05	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-22 18:33:05	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-22 18:33:05	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-22 18:33:05	                main:480]	:	INFO	:	    Patience: 10
[2022-03-22 18:33:05	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-22 18:33:05	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-22 18:33:05	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-22 18:33:05	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-22 18:33:05	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-22 18:33:05	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-22 18:33:05	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-22 19:26:59	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-22 19:26:59	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-22 19:27:00	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-22 19:27:00	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-22 19:27:00	                main:494]	:	INFO	:	Creating Model
[2022-03-22 19:27:00	                main:507]	:	INFO	:	Preparing config file
[2022-03-22 19:27:00	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-22 19:27:00	                main:512]	:	INFO	:	Loading config
[2022-03-22 19:27:00	                main:514]	:	INFO	:	Loading state
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-22 20:27:03	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-22 20:27:03	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-22 20:27:03	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-22 20:27:03	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-22 20:27:03	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-22 20:27:03	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-22 20:27:03	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-22 20:27:03	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-22 20:27:03	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-22 20:27:03	                main:474]	:	INFO	:	Configuration: 
[2022-03-22 20:27:03	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-22 20:27:03	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-22 20:27:03	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-22 20:27:03	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-22 20:27:03	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-22 20:27:03	                main:480]	:	INFO	:	    Patience: 10
[2022-03-22 20:27:03	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-22 20:27:03	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-22 20:27:03	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-22 20:27:03	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-22 20:27:03	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-22 20:27:03	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-22 20:27:04	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-22 20:45:08	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-22 20:45:08	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-22 20:45:08	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-22 20:45:08	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-22 20:45:08	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-22 20:45:08	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-22 20:45:08	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-22 20:45:08	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-22 20:45:08	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-22 20:45:08	                main:474]	:	INFO	:	Configuration: 
[2022-03-22 20:45:08	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-22 20:45:08	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-22 20:45:08	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-22 20:45:08	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-22 20:45:08	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-22 20:45:08	                main:480]	:	INFO	:	    Patience: 10
[2022-03-22 20:45:08	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-22 20:45:08	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-22 20:45:08	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-22 20:45:08	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-22 20:45:08	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-22 20:45:08	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-22 20:45:09	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-22 22:32:26	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-22 22:32:26	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-22 22:32:26	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-22 22:32:26	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-22 22:32:26	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-22 22:32:26	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-22 22:32:26	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-22 22:32:26	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-22 22:32:26	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-22 22:32:26	                main:474]	:	INFO	:	Configuration: 
[2022-03-22 22:32:26	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-22 22:32:26	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-22 22:32:26	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-22 22:32:26	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-22 22:32:26	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-22 22:32:26	                main:480]	:	INFO	:	    Patience: 10
[2022-03-22 22:32:26	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-22 22:32:26	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-22 22:32:26	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-22 22:32:26	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-22 22:32:26	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-22 22:32:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-22 22:32:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-23 20:15:23	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-23 20:15:23	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-23 20:15:23	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-23 20:15:23	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-23 20:15:23	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-23 20:15:23	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-23 20:15:23	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-23 20:15:23	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-23 20:15:23	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-23 20:15:23	                main:474]	:	INFO	:	Configuration: 
[2022-03-23 20:15:23	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-23 20:15:23	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-23 20:15:23	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-23 20:15:23	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-23 20:15:23	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-23 20:15:23	                main:480]	:	INFO	:	    Patience: 10
[2022-03-23 20:15:23	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-23 20:15:23	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-23 20:15:23	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-23 20:15:23	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-23 20:15:23	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-23 20:15:23	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-23 20:15:25	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-23 22:47:50	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-23 22:47:50	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-23 22:47:50	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-23 22:47:50	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-23 22:47:50	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-23 22:47:50	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-23 22:47:50	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-23 22:47:50	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-23 22:47:50	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-23 22:47:50	                main:474]	:	INFO	:	Configuration: 
[2022-03-23 22:47:50	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-23 22:47:50	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-23 22:47:50	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-23 22:47:50	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-23 22:47:50	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-23 22:47:50	                main:480]	:	INFO	:	    Patience: 10
[2022-03-23 22:47:50	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-23 22:47:50	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-23 22:47:50	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-23 22:47:50	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-23 22:47:50	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-23 22:47:50	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-23 22:47:50	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-23 22:58:00	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-23 22:58:00	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-23 22:58:00	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-23 22:58:00	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-23 22:58:00	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-23 22:58:00	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-23 22:58:00	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-23 22:58:00	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-23 22:58:00	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-23 22:58:00	                main:474]	:	INFO	:	Configuration: 
[2022-03-23 22:58:00	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-23 22:58:00	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-23 22:58:00	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-23 22:58:00	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-23 22:58:00	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-23 22:58:00	                main:480]	:	INFO	:	    Patience: 10
[2022-03-23 22:58:00	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-23 22:58:00	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-23 22:58:00	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-23 22:58:00	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-23 22:58:00	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-23 22:58:00	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-23 22:58:01	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-24 15:57:12	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-24 15:57:12	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-24 15:57:12	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-24 15:57:12	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-24 15:57:12	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-24 15:57:12	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-24 15:57:12	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-24 15:57:12	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-24 15:57:12	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-24 15:57:12	                main:474]	:	INFO	:	Configuration: 
[2022-03-24 15:57:12	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-24 15:57:12	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-24 15:57:12	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-24 15:57:12	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-24 15:57:12	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-24 15:57:12	                main:480]	:	INFO	:	    Patience: 10
[2022-03-24 15:57:12	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-24 15:57:12	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-24 15:57:12	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-24 15:57:12	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-24 15:57:12	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-24 15:57:12	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-24 15:57:13	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-25 15:32:54	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-25 15:32:54	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-25 15:32:54	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-25 15:32:54	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-25 15:32:54	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-25 15:32:54	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-25 15:32:54	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-25 15:32:54	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-25 15:32:54	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-25 15:32:54	                main:474]	:	INFO	:	Configuration: 
[2022-03-25 15:32:54	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-25 15:32:54	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-25 15:32:54	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-25 15:32:54	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-25 15:32:54	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-25 15:32:54	                main:480]	:	INFO	:	    Patience: 10
[2022-03-25 15:32:54	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-25 15:32:54	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-25 15:32:54	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-25 15:32:54	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-25 15:32:54	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-25 15:32:54	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-25 15:32:55	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-25 17:02:38	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-25 17:02:38	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-25 17:02:38	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-25 17:02:38	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-25 17:02:38	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-25 17:02:38	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-25 17:02:38	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-25 17:02:38	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-25 17:02:38	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-25 17:02:38	                main:474]	:	INFO	:	Configuration: 
[2022-03-25 17:02:38	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-25 17:02:38	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-25 17:02:38	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-25 17:02:38	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-25 17:02:38	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-25 17:02:38	                main:480]	:	INFO	:	    Patience: 10
[2022-03-25 17:02:38	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-25 17:02:38	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-25 17:02:38	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-25 17:02:38	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-25 17:02:38	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-25 17:02:38	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-25 17:02:39	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-26 14:49:16	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-26 14:49:16	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-26 14:49:16	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-26 14:49:16	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-26 14:49:16	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-26 14:49:16	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-26 14:49:16	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-26 14:49:16	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-26 14:49:16	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-26 14:49:16	                main:474]	:	INFO	:	Configuration: 
[2022-03-26 14:49:16	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-26 14:49:16	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-26 14:49:16	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-26 14:49:16	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-26 14:49:16	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-26 14:49:16	                main:480]	:	INFO	:	    Patience: 10
[2022-03-26 14:49:16	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-26 14:49:16	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-26 14:49:16	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-26 14:49:16	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-26 14:49:16	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-26 14:49:16	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-26 14:49:17	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-26 16:57:38	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-26 16:57:38	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-26 16:57:38	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-26 16:57:38	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-26 16:57:38	                main:494]	:	INFO	:	Creating Model
[2022-03-26 16:57:38	                main:507]	:	INFO	:	Preparing config file
[2022-03-26 16:57:38	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-26 16:57:38	                main:512]	:	INFO	:	Loading config
[2022-03-26 16:57:38	                main:514]	:	INFO	:	Loading state
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-26 23:27:32	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-26 23:27:32	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-26 23:27:32	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-26 23:27:32	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-26 23:27:32	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-26 23:27:32	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-26 23:27:32	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-26 23:27:32	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-26 23:27:32	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-26 23:27:32	                main:474]	:	INFO	:	Configuration: 
[2022-03-26 23:27:32	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-26 23:27:32	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-26 23:27:32	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-26 23:27:32	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-26 23:27:32	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-26 23:27:32	                main:480]	:	INFO	:	    Patience: 10
[2022-03-26 23:27:32	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-26 23:27:32	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-26 23:27:32	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-26 23:27:32	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-26 23:27:32	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-26 23:27:32	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-26 23:27:32	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-27 13:58:17	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-27 13:58:17	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-27 13:58:17	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-27 13:58:17	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-27 13:58:17	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-27 13:58:17	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-27 13:58:17	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-27 13:58:17	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-27 13:58:17	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-27 13:58:17	                main:474]	:	INFO	:	Configuration: 
[2022-03-27 13:58:17	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-27 13:58:17	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-27 13:58:18	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-27 13:58:18	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-27 13:58:18	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-27 13:58:18	                main:480]	:	INFO	:	    Patience: 10
[2022-03-27 13:58:18	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-27 13:58:18	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-27 13:58:18	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-27 13:58:18	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-27 13:58:18	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-27 13:58:18	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-27 13:58:18	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-27 16:20:35	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-27 16:20:35	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-27 16:20:35	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-27 16:20:35	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-27 16:20:35	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-27 16:20:35	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-27 16:20:35	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-27 16:20:35	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-27 16:20:35	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-27 16:20:35	                main:474]	:	INFO	:	Configuration: 
[2022-03-27 16:20:35	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-27 16:20:35	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-27 16:20:35	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-27 16:20:35	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-27 16:20:35	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-27 16:20:35	                main:480]	:	INFO	:	    Patience: 10
[2022-03-27 16:20:35	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-27 16:20:35	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-27 16:20:35	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-27 16:20:35	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-27 16:20:35	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-27 16:20:35	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-27 16:20:38	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-27 22:17:06	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-27 22:17:06	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-27 22:17:06	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-27 22:17:06	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-27 22:17:06	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-27 22:17:06	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-27 22:17:06	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-27 22:17:06	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-27 22:17:06	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-27 22:17:06	                main:474]	:	INFO	:	Configuration: 
[2022-03-27 22:17:06	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-27 22:17:06	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-27 22:17:06	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-27 22:17:06	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-27 22:17:06	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-27 22:17:06	                main:480]	:	INFO	:	    Patience: 10
[2022-03-27 22:17:06	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-27 22:17:06	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-27 22:17:06	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-27 22:17:06	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-27 22:17:06	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-27 22:17:06	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-27 22:17:07	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-28 15:30:55	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-28 15:30:55	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-28 15:30:55	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-28 15:30:55	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-28 15:30:55	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-28 15:30:55	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-28 15:30:55	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-28 15:30:56	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-28 15:30:56	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-28 15:30:56	                main:474]	:	INFO	:	Configuration: 
[2022-03-28 15:30:56	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-28 15:30:56	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-28 15:30:56	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-28 15:30:56	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-28 15:30:56	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-28 15:30:56	                main:480]	:	INFO	:	    Patience: 10
[2022-03-28 15:30:56	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-28 15:30:56	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-28 15:30:56	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-28 15:30:56	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-28 15:30:56	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-28 15:30:56	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-28 15:30:56	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-28 16:15:04	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-28 16:15:04	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-28 16:15:04	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-28 16:15:04	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-28 16:15:04	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-28 16:15:04	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-28 16:15:04	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-28 16:15:04	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-28 16:15:04	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-28 16:15:04	                main:474]	:	INFO	:	Configuration: 
[2022-03-28 16:15:04	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-28 16:15:04	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-28 16:15:05	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-28 16:15:05	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-28 16:15:05	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-28 16:15:05	                main:480]	:	INFO	:	    Patience: 10
[2022-03-28 16:15:05	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-28 16:15:05	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-28 16:15:05	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-28 16:15:05	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-28 16:15:05	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-28 16:15:05	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-28 16:15:05	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-28 16:25:14	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-28 16:25:14	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-28 16:25:14	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-28 16:25:14	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-28 16:25:14	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-28 16:25:14	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-28 16:25:14	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-28 16:25:14	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-28 16:25:14	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-28 16:25:14	                main:474]	:	INFO	:	Configuration: 
[2022-03-28 16:25:14	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-28 16:25:14	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-28 16:25:14	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-28 16:25:14	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-28 16:25:14	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-28 16:25:14	                main:480]	:	INFO	:	    Patience: 10
[2022-03-28 16:25:14	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-28 16:25:14	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-28 16:25:14	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-28 16:25:14	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-28 16:25:14	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-28 16:25:14	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-28 16:25:14	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-29 11:34:54	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-29 11:34:54	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-29 11:34:54	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-29 11:34:54	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-29 11:34:54	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-29 11:34:54	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-29 11:34:54	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-29 11:34:54	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-29 11:34:54	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-29 11:34:54	                main:474]	:	INFO	:	Configuration: 
[2022-03-29 11:34:54	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-29 11:34:54	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-29 11:34:54	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-29 11:34:54	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-29 11:34:54	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-29 11:34:54	                main:480]	:	INFO	:	    Patience: 10
[2022-03-29 11:34:54	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-29 11:34:54	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-29 11:34:54	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-29 11:34:54	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-29 11:34:54	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-29 11:34:54	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-29 11:34:54	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-29 20:57:54	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-29 20:57:54	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-29 20:57:54	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-29 20:57:54	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-29 20:57:54	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-29 20:57:54	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-29 20:57:54	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-29 20:57:54	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-29 20:57:54	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-29 20:57:54	                main:474]	:	INFO	:	Configuration: 
[2022-03-29 20:57:54	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-29 20:57:54	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-29 20:57:54	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-29 20:57:54	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-29 20:57:54	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-29 20:57:54	                main:480]	:	INFO	:	    Patience: 10
[2022-03-29 20:57:54	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-29 20:57:54	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-29 20:57:54	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-29 20:57:54	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-29 20:57:54	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-29 20:57:54	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-29 20:57:55	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3080 Laptop GPU)
[2022-03-29 21:08:03	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-29 21:08:03	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-29 21:08:03	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-29 21:08:03	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-29 21:08:03	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-29 21:08:03	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-29 21:08:03	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-29 21:08:03	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-29 21:08:03	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-29 21:08:03	                main:474]	:	INFO	:	Configuration: 
[2022-03-29 21:08:03	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-29 21:08:03	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-29 21:08:03	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-29 21:08:03	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-29 21:08:03	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-29 21:08:03	                main:480]	:	INFO	:	    Patience: 10
[2022-03-29 21:08:03	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-29 21:08:03	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-29 21:08:03	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-29 21:08:03	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-29 21:08:03	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-29 21:08:03	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-29 21:08:04	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-29 21:44:12	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-29 21:44:12	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-29 21:44:12	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-29 21:44:12	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-29 21:44:12	                main:494]	:	INFO	:	Creating Model
[2022-03-29 21:44:13	                main:507]	:	INFO	:	Preparing config file
[2022-03-29 21:44:13	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-29 21:44:13	                main:512]	:	INFO	:	Loading config
[2022-03-29 21:44:13	                main:514]	:	INFO	:	Loading state
[2022-03-29 22:20:57	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-03-29 22:20:57	                main:562]	:	INFO	:	Starting Training
[2022-03-29 22:23:56	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0312549 | val_loss: 0.0312202 | Time: 178653 ms
[2022-03-29 22:23:59	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0312186 | val_loss: 0.0312169 | Time: 2515.87 ms
[2022-03-29 22:24:01	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0312166 | val_loss: 0.0312178 | Time: 2531.22 ms
[2022-03-29 22:24:04	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0312178 | val_loss: 0.0312152 | Time: 2458.52 ms
[2022-03-29 22:24:06	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0312156 | val_loss: 0.0312155 | Time: 2538.97 ms
[2022-03-29 22:24:09	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0312165 | val_loss: 0.0312206 | Time: 2520.26 ms
[2022-03-29 22:24:11	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0312175 | val_loss: 0.0312157 | Time: 2563.71 ms
[2022-03-29 22:24:11	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0312157
[2022-03-29 22:24:11	                main:603]	:	INFO	:	Saving end state to config to file
[2022-03-29 22:24:11	                main:608]	:	INFO	:	Success, exiting..
22:24:11 (33596): 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)