repo stringlengths 2 99 | file stringlengths 13 225 | code stringlengths 0 18.3M | file_length int64 0 18.3M | avg_line_length float64 0 1.36M | max_line_length int64 0 4.26M | extension_type stringclasses 1
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project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/07-asvspoof-ssl/model-W2V-Large1-fix-LLGF/model.py | #!/usr/bin/env python
"""
model.py
Self defined model definition.
Usage:
"""
from __future__ import absolute_import
from __future__ import print_function
import os
import sys
import numpy as np
import torch
import torch.nn as torch_nn
import torch.nn.functional as torch_nn_func
import sandbox.block_nn as nii_nn
im... | 19,250 | 33.749097 | 86 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/08-asvspoof-activelearn/main.py | #!/usr/bin/env python
"""
main.py for project-NN-pytorch/projects
The training/inference process wrapper for active learning.
The base is on main_mergedataset.py
Requires model.py and config.py (config_merge_datasets.py)
Usage: $: python main.py [options]
"""
from __future__ import absolute_import
import os
import s... | 10,498 | 36.766187 | 80 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/08-asvspoof-activelearn/config_AL_train_toyset.py | #!/usr/bin/env python
"""
config.py for project-NN-pytorch/projects
Usage:
For training, change Configuration for training stage
For inference, change Configuration for inference stage
"""
import os
__author__ = "Xin Wang"
__email__ = "wangxin@nii.ac.jp"
__copyright__ = "Copyright 2022, Xin Wang"
################... | 5,691 | 30.274725 | 75 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/08-asvspoof-activelearn/config_auto.py | #!/usr/bin/env python
"""
config.py
This configuration file will read environment variables
for configuration. it is used for scoring
It assumes that input data will be waveform files (*.wav)
No need to change settings here
"""
import os
__author__ = "Xin Wang"
__email__ = "wangxin@nii.ac.jp"
__copyright__ = "Copyr... | 2,644 | 26.268041 | 75 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/08-asvspoof-activelearn/model-AL-Adv/model.py | #!/usr/bin/env python
"""
model.py for Active learning model
This model.py consists of two parts:
1. A CM with SSL-based front-end and linear back-end.
The same model as 07-asvspoof-ssl/model-W2V-XLSR-ft-GF/model.py,
but the code is revised and simplified.
2. A function al_retrieve_data_knowing_train to select ... | 20,901 | 32.125198 | 79 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/08-asvspoof-activelearn/model-AL-Rem/model.py | #!/usr/bin/env python
"""
model.py for Active learning model
This model.py consists of two parts:
1. A CM with SSL-based front-end and linear back-end.
The same model as 07-asvspoof-ssl/model-W2V-XLSR-ft-GF/model.py,
but the code is revised and simplified.
2. A function al_exclude_data to select data to be excl... | 19,868 | 31.518822 | 80 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/08-asvspoof-activelearn/model-AL-PosE/model.py | #!/usr/bin/env python
"""
model.py for Active learning model
This model.py consists of two parts:
1. A CM with SSL-based front-end and linear back-end.
The same model as 07-asvspoof-ssl/model-W2V-XLSR-ft-GF/model.py,
but the code is revised and simplified.
2. A function al_retrieve_data to scoring the pool set ... | 19,133 | 31.651877 | 80 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/08-asvspoof-activelearn/model-AL-NegE/model.py | #!/usr/bin/env python
"""
model.py for Active learning model
This model.py consists of two parts:
1. A CM with SSL-based front-end and linear back-end.
The same model as 07-asvspoof-ssl/model-W2V-XLSR-ft-GF/model.py,
but the code is revised and simplified.
2. A function al_retrieve_data to scoring the pool set ... | 19,138 | 31.66041 | 80 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/08-asvspoof-activelearn/model-AL-Pas/model.py | #!/usr/bin/env python
"""
model.py for Active learning model
This model.py consists of two parts:
1. A CM with SSL-based front-end and linear back-end.
The same model as 07-asvspoof-ssl/model-W2V-XLSR-ft-GF/model.py,
but the code is revised and simplified.
2. A function al_retrieve_data to scoring the pool set ... | 17,572 | 31.009107 | 78 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/02-asvspoof/00_evaluate.py | #!/usr/bin/python
"""
Wrapper to parse the score file and compute EER and min tDCF
Usage:
python 00_evaluate.py log_file
"""
import os
import sys
import numpy as np
from sandbox import eval_asvspoof
def parse_txt(file_path):
bonafide = []
spoofed = []
with open(file_path, 'r') as file_ptr:
for l... | 1,038 | 24.975 | 77 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/02-asvspoof/lfcc-lcnn-ocsoftmax/main.py | #!/usr/bin/env python
"""
main.py for project-NN-pytorch/projects
The default training/inference process wrapper
Requires model.py and config.py
Usage: $: python main.py [options]
"""
from __future__ import absolute_import
import os
import sys
import torch
import importlib
import core_scripts.other_tools.display as ... | 6,366 | 34.569832 | 74 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/02-asvspoof/lfcc-lcnn-ocsoftmax/model.py | #!/usr/bin/env python
"""
model.py
Self defined model definition.
Usage:
"""
from __future__ import absolute_import
from __future__ import print_function
import sys
import numpy as np
import torch
import torch.nn as torch_nn
import torch.nn.functional as torch_nn_func
import sandbox.block_nn as nii_nn
import sandb... | 16,219 | 34.884956 | 80 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/02-asvspoof/lfcc-lcnn-ocsoftmax/config.py | #!/usr/bin/env python
"""
config.py for project-NN-pytorch/projects
Usage:
For training, change Configuration for training stage
For inference, change Configuration for inference stage
"""
__author__ = "Xin Wang"
__email__ = "wangxin@nii.ac.jp"
__copyright__ = "Copyright 2020, Xin Wang"
#########################... | 3,226 | 29.733333 | 75 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/02-asvspoof/lfcc-restnet-ocsoftmax/main.py | #!/usr/bin/env python
"""
main.py for project-NN-pytorch/projects
The default training/inference process wrapper
Requires model.py and config.py
Usage: $: python main.py [options]
"""
from __future__ import absolute_import
import os
import sys
import torch
import importlib
import core_scripts.other_tools.display as ... | 6,366 | 34.569832 | 74 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/02-asvspoof/lfcc-restnet-ocsoftmax/model.py | #!/usr/bin/env python
"""
model.py
Self defined model definition.
Usage:
"""
from __future__ import absolute_import
from __future__ import print_function
import sys
import numpy as np
import torch
import torch.nn as torch_nn
import torch.nn.functional as torch_nn_func
import sandbox.block_nn as nii_nn
import sandb... | 13,524 | 33.414758 | 80 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/02-asvspoof/lfcc-restnet-ocsoftmax/config.py | #!/usr/bin/env python
"""
config.py for project-NN-pytorch/projects
Usage:
For training, change Configuration for training stage
For inference, change Configuration for inference stage
"""
__author__ = "Xin Wang"
__email__ = "wangxin@nii.ac.jp"
__copyright__ = "Copyright 2020, Xin Wang"
#########################... | 3,226 | 29.733333 | 75 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/02-asvspoof/lfcc-lcnn-a-softmax/main.py | #!/usr/bin/env python
"""
main.py for project-NN-pytorch/projects
The default training/inference process wrapper
Requires model.py and config.py
Usage: $: python main.py [options]
"""
from __future__ import absolute_import
import os
import sys
import torch
import importlib
import core_scripts.other_tools.display as ... | 6,366 | 34.569832 | 74 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/02-asvspoof/lfcc-lcnn-a-softmax/model.py | #!/usr/bin/env python
"""
model.py
Self defined model definition.
Usage:
"""
from __future__ import absolute_import
from __future__ import print_function
import sys
import numpy as np
import torch
import torch.nn as torch_nn
import torch.nn.functional as torch_nn_func
import sandbox.block_nn as nii_nn
import sandb... | 16,175 | 34.946667 | 80 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/02-asvspoof/lfcc-lcnn-a-softmax/config.py | #!/usr/bin/env python
"""
config.py for project-NN-pytorch/projects
Usage:
For training, change Configuration for training stage
For inference, change Configuration for inference stage
"""
__author__ = "Xin Wang"
__email__ = "wangxin@nii.ac.jp"
__copyright__ = "Copyright 2020, Xin Wang"
#########################... | 3,226 | 29.733333 | 75 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/02-asvspoof/lfcc-lcnn-sigmoid/main.py | #!/usr/bin/env python
"""
main.py for project-NN-pytorch/projects
The default training/inference process wrapper
Requires model.py and config.py
Usage: $: python main.py [options]
"""
from __future__ import absolute_import
import os
import sys
import torch
import importlib
import core_scripts.other_tools.display as ... | 6,366 | 34.569832 | 74 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/02-asvspoof/lfcc-lcnn-sigmoid/model.py | #!/usr/bin/env python
"""
model.py
Self defined model definition.
Usage:
"""
from __future__ import absolute_import
from __future__ import print_function
import sys
import numpy as np
import torch
import torch.nn as torch_nn
import torch.nn.functional as torch_nn_func
import sandbox.block_nn as nii_nn
import sandb... | 15,225 | 34.741784 | 80 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/02-asvspoof/lfcc-lcnn-sigmoid/config.py | #!/usr/bin/env python
"""
config.py for project-NN-pytorch/projects
Usage:
For training, change Configuration for training stage
For inference, change Configuration for inference stage
"""
__author__ = "Xin Wang"
__email__ = "wangxin@nii.ac.jp"
__copyright__ = "Copyright 2020, Xin Wang"
#########################... | 3,226 | 29.733333 | 75 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/01-nsf/hn-sinc-nsf-10/main.py | #!/usr/bin/env python
"""
main.py for project-NN-pytorch/projects
The training/inference process wrapper.
Dataset API is replaced with NII_MergeDataSetLoader.
It is more convenient to train model on corpora stored in different directories.
Requires model.py and config.py (config_merge_datasets.py)
Usage: $: python ... | 7,819 | 35.886792 | 80 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/01-nsf/hn-sinc-nsf-10/model.py | #!/usr/bin/env python
"""
model.py for harmonic-plus-noise NSF with trainable sinc filter
version: 9
"""
from __future__ import absolute_import
from __future__ import print_function
import sys
import numpy as np
import torch
import torch.nn as torch_nn
import torch.nn.functional as torch_nn_func
import core_scripts.... | 40,407 | 38.810837 | 78 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/01-nsf/hn-sinc-nsf-10/config.py | #!/usr/bin/env python
"""
config.py for project-NN-pytorch/projects
Usage:
For training, change Configuration for training stage
For inference, change Configuration for inference stage
"""
__author__ = "Xin Wang"
__email__ = "wangxin@nii.ac.jp"
__copyright__ = "Copyright 2020, Xin Wang"
#########################... | 3,430 | 32.31068 | 75 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/01-nsf/hn-nsf/main.py | #!/usr/bin/env python
"""
main.py for project-NN-pytorch/projects
The training/inference process wrapper.
Dataset API is replaced with NII_MergeDataSetLoader.
It is more convenient to train model on corpora stored in different directories.
Requires model.py and config.py (config_merge_datasets.py)
Usage: $: python ... | 7,819 | 35.886792 | 80 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/01-nsf/hn-nsf/model.py | #!/usr/bin/env python
"""
model.py for harmonic-plus-noise NSF
version: 1
"""
from __future__ import absolute_import
from __future__ import print_function
import sys
import numpy as np
import torch
import torch.nn as torch_nn
import torch.nn.functional as torch_nn_func
import core_scripts.other_tools.debug as nii_debu... | 32,145 | 39.384422 | 78 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/01-nsf/hn-nsf/config.py | #!/usr/bin/env python
"""
config.py for project-NN-pytorch/projects
Usage:
For training, change Configuration for training stage
For inference, change Configuration for inference stage
"""
__author__ = "Xin Wang"
__email__ = "wangxin@nii.ac.jp"
__copyright__ = "Copyright 2020, Xin Wang"
#########################... | 3,430 | 32.31068 | 75 | py |
project-NN-Pytorch-scripts | project-NN-Pytorch-scripts-master/project/01-nsf/hn-nsf/._main.py |