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deep-image-retrieval
deep-image-retrieval-master/dirtorch/utils/evaluation.py
'''Evaluation metrics ''' import pdb import numpy as np import torch def accuracy_topk(output, target, topk=(1,)): """Computes the precision@k for the specified values of k output: torch.FloatTensoror np.array(float) shape = B * L [* H * W] L: number of possible labels target: to...
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py
deep-image-retrieval
deep-image-retrieval-master/dirtorch/utils/transforms.py
import pdb import numpy as np from PIL import Image, ImageOps import torchvision.transforms as tvf import random from math import ceil from . import transforms_tools as F def create(cmd_line, to_tensor=False, **vars): ''' Create a sequence of transformations. cmd_line: (str) Comma-separated list of ...
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py
luiaard
luiaard-master/prism/run.py
from multiprocessing import Pool import subprocess import shlex import os import argparse def f(seed): cmd = f"bin/prism {seed}" p = subprocess.run(cmd, shell=True, env=dict(os.environ, PRISM_MAINCLASS="prism.LearnVerify")) if __name__ == '__main__': parser = argparse.ArgumentParser() parser.add_arg...
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luiaard
luiaard-master/prism/ext/lp_solve_5.5_java/demo/demo.py
# ########################################################################### # # Demo program that shows how to call lp_solve methods from a Python program # via the Java wrapper. See README.html on how to run this programm with Jython. # # ########################################################################### ...
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py
luiaard
luiaard-master/prism/etc/scripts/prism-pareto.py
#! /usr/bin/env python # coding=utf-8 # run without arguments for usage info import re import sys import os from optparse import OptionParser import matplotlib as mpl from mpl_toolkits.mplot3d import Axes3D from matplotlib.axes import Axes import matplotlib.pyplot as plt from matplotlib.collections import PolyCollect...
1,748
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py
luiaard
luiaard-master/prism/etc/scripts/prism-filler.py
#! /usr/bin/env python # coding=utf-8 # run without arguments for usage info import re import sys import os from optparse import OptionParser list_of_files = [] directories = [] def treat_file_names(file) : global list_of_files #first get the actual string if a number or None is provided if file is None : fi...
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luiaard
luiaard-master/prism/notebooks/plot_strength.py
import os import matplotlib.pyplot as plt import pandas as pd import seaborn as sns from pandas.api.types import CategoricalDtype from util import collect_csv_files from util import get_plotting_arguments_parser from util import get_related_configuration from util import make_dprint PRIOR_STRENGTH = "Prior Strength ...
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luiaard
luiaard-master/prism/notebooks/plot_basic.py
import os from math import log10 import matplotlib.pyplot as plt import numpy as np import pandas as pd import seaborn as sns from pandas.api.types import CategoricalDtype from util import collect_csv_files from util import export_legend from util import get_plotting_arguments_parser from util import get_related_conf...
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luiaard
luiaard-master/prism/notebooks/util.py
import argparse import datetime import glob import os import yaml from matplotlib import pyplot as plt def collect_csv_files(includes, excludes, prefix, verbose): exclude_files = [] for s in excludes: exclude_pattern = os.path.join(prefix, s) files = glob.glob(exclude_pattern) if not ...
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luiaard
luiaard-master/prism/notebooks/plot_switching.py
import os from math import log10 import matplotlib.pyplot as plt import numpy as np import pandas as pd import seaborn as sns from pandas.api.types import CategoricalDtype from util import collect_csv_files from util import export_legend from util import get_plotting_arguments_parser from util import get_related_conf...
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complex_RNN
complex_RNN-master/memory_problem.py
import cPickle import gzip import theano import pdb from fftconv import cufft, cuifft import numpy as np import theano.tensor as T from theano.ifelse import ifelse from models import * from optimizations import * import argparse, timeit def generate_data(time_steps, n_data, n_sequence): seq = np.random.randin...
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complex_RNN
complex_RNN-master/adding_problem.py
import cPickle import gzip import theano from fftconv import cufft, cuifft import numpy as np import theano.tensor as T from theano.ifelse import ifelse from models import * from optimizations import * import argparse def generate_data(time_steps, n_data): x = np.asarray(np.zeros((time_steps, int(n_data), 2))...
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complex_RNN
complex_RNN-master/optimizations.py
import theano import theano.tensor as T import numpy as np def clipped_gradients(gradients, gradient_clipping): clipped_grads = [T.clip(g, -gradient_clipping, gradient_clipping) for g in gradients] return clipped_grads def gradient_descent(learning_rate, parameters, gradients): ...
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complex_RNN
complex_RNN-master/fftconv.py
import string import numpy as np import theano import theano.tensor as T from theano.sandbox.cuda import cuda_available, GpuOp from theano.ifelse import ifelse if cuda_available: from theano.sandbox.cuda import (basic_ops, CudaNdarrayType, CudaNdarray) from theano.misc.pycuda...
23,216
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complex_RNN
complex_RNN-master/models.py
import theano, cPickle import theano.tensor as T import numpy as np from fftconv import cufft, cuifft def initialize_matrix(n_in, n_out, name, rng): bin = np.sqrt(6. / (n_in + n_out)) values = np.asarray(rng.uniform(low=-bin, high=bin, siz...
16,904
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py
NeuralSpeech
NeuralSpeech-master/PriorGrad-vocoder/inference.py
# Copyright 2022 (c) Microsoft Corporation. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by appl...
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NeuralSpeech
NeuralSpeech-master/PriorGrad-vocoder/__main__.py
# Copyright 2022 (c) Microsoft Corporation. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by appl...
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NeuralSpeech
NeuralSpeech-master/PriorGrad-vocoder/learner.py
# Copyright 2022 (c) Microsoft Corporation. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by appl...
16,812
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NeuralSpeech
NeuralSpeech-master/PriorGrad-vocoder/model.py
# Copyright 2022 (c) Microsoft Corporation. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by appl...
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NeuralSpeech
NeuralSpeech-master/PriorGrad-vocoder/dataset.py
# Copyright 2022 (c) Microsoft Corporation. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by appl...
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NeuralSpeech
NeuralSpeech-master/PriorGrad-vocoder/__init__.py
0
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NeuralSpeech
NeuralSpeech-master/PriorGrad-vocoder/params.py
# Copyright 2022 (c) Microsoft Corporation. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by appl...
3,532
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NeuralSpeech
NeuralSpeech-master/PriorGrad-vocoder/preprocess.py
# Copyright 2022 (c) Microsoft Corporation. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by appl...
6,176
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NeuralSpeech
NeuralSpeech-master/FastCorrect2/eval_aishell_nbest.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import json import sys import torch import argparse import re #from fairseq.models.transformer import TransformerModel import os import os.path import time import json import numpy as np #os.environ["CUDA_VISIBLE_DEVICES"] = '1' from fairseq impo...
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NeuralSpeech
NeuralSpeech-master/FastCorrect2/FC_utils/language_pair_dataset.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import logging import numpy as np import torch from fairseq.data im...
50,130
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NeuralSpeech
NeuralSpeech-master/FastCorrect2/FC_utils/hub_utils_fc.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. #!/usr/bin/env python3 -u # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import argparse import copy import logging...
11,447
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NeuralSpeech
NeuralSpeech-master/FastCorrect2/FC_utils/binarizer_fc.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import os from collections import Counter import torch from fairseq...
5,757
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NeuralSpeech
NeuralSpeech-master/FastCorrect2/FC_utils/options_fc.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import argparse from typing import Callable, List, Optional import ...
20,160
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NeuralSpeech
NeuralSpeech-master/FastCorrect2/FC_utils/preprocess_fc.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. #!/usr/bin/env python3 # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. """ Data pre-processing: build vocabularies an...
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py
NeuralSpeech
NeuralSpeech-master/FastCorrect2/FC_utils/fastcorrect_generator.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. from collections import namedtuple import numpy as np import torch ...
14,093
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NeuralSpeech
NeuralSpeech-master/FastCorrect2/scripts/align_cal_werdur_v2.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. #Usage python align_cal_werdur_v2.py <input-tokened-hypo-text-file> <input-tokened-ref-text-file> #Note: # The script will align <input-tokened-hypo-text-file> (text with errors) with <input-tokened-ref-text-file> (ground-truth text) and obtain ...
48,855
40.900515
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py
NeuralSpeech
NeuralSpeech-master/FastCorrect2/scripts/add_noise.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Usage python add_noise.py <input-raw-text-file> <output-noised-text-file> <random-seed> import os import sys import random import numpy as np sim_dict = {} vocab_2char = [] with open('sim_prun_char.txt', 'r', encoding='utf-8') as infile: ...
15,963
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py
NeuralSpeech
NeuralSpeech-master/FastCorrect2/scripts/align_cal_werdur_fast.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. #Usage python align_cal_werdur_fast.py <input-tokened-hypo-text-file> <input-tokened-ref-text-file> #Note: # The script will align <input-tokened-hypo-text-file> (text with errors) with <input-tokened-ref-text-file> (ground-truth text) and obtai...
9,597
34.947566
204
py
NeuralSpeech
NeuralSpeech-master/FastCorrect2/FastCorrect/fastcorrect_task.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import os import itertools import logging logger = logging.getLogge...
14,497
35.427136
148
py
NeuralSpeech
NeuralSpeech-master/FastCorrect2/FastCorrect/fc_loss.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import math import torch import torch.nn.functional as F from fairs...
7,908
37.207729
134
py
NeuralSpeech
NeuralSpeech-master/FastCorrect2/FastCorrect/__init__.py
from . import fastcorrect_model from . import fastcorrect_task from . import fc_loss
85
20.5
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py
NeuralSpeech
NeuralSpeech-master/FastCorrect2/FastCorrect/fastcorrect_model.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import torch import torch.nn.functional as F from fairseq import uti...
47,075
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py
NeuralSpeech
NeuralSpeech-master/FastCorrect2/espnet_wer_calculation/concatjson.py
#!/usr/bin/env python3 # encoding: utf-8 # Copyright 2017 Johns Hopkins University (Shinji Watanabe) # Apache 2.0 (http://www.apache.org/licenses/LICENSE-2.0) import argparse import codecs import json import logging import sys from cli_utils import get_commandline_args is_python2 = sys.version_info[0] == 2 def...
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py
NeuralSpeech
NeuralSpeech-master/FastCorrect2/espnet_wer_calculation/eval_perm_free_error.py
#!/usr/bin/env python3 # encoding: utf-8 # Copyright 2019 Johns Hopkins University (Xuankai Chang) # Apache 2.0 (http://www.apache.org/licenses/LICENSE-2.0) import argparse import codecs import json import logging import re import six import sys import numpy as np def permutationDFS(source, start, res): # get...
6,548
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py
NeuralSpeech
NeuralSpeech-master/FastCorrect2/espnet_wer_calculation/json2trn.py
#!/usr/bin/env python3 # encoding: utf-8 # Copyright 2017 Johns Hopkins University (Shinji Watanabe) # 2018 Xuankai Chang (Shanghai Jiao Tong University) # Apache 2.0 (http://www.apache.org/licenses/LICENSE-2.0) import argparse import codecs import json import logging import sys from cli_utils import get...
3,758
34.130841
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py
NeuralSpeech
NeuralSpeech-master/FastCorrect2/espnet_wer_calculation/filt.py
#!/usr/bin/env python3 # Apache 2.0 import argparse import codecs import sys is_python2 = sys.version_info[0] == 2 def get_parser(): parser = argparse.ArgumentParser( description="filter words in a text file", formatter_class=argparse.ArgumentDefaultsHelpFormatter, ) parser.add_argument...
1,745
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NeuralSpeech
NeuralSpeech-master/FastCorrect2/espnet_wer_calculation/cli_utils.py
from collections.abc import Sequence from distutils.util import strtobool as dist_strtobool import sys import numpy def strtobool(x): # distutils.util.strtobool returns integer, but it's confusing, return bool(dist_strtobool(x)) def get_commandline_args(): extra_chars = [ " ", ";", ...
1,380
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py
NeuralSpeech
NeuralSpeech-master/FastCorrect2/eval_data/align_test_offline.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import sys import numpy as np import copy import random import signal import time import os def set_timeout(num, callback): def wrap(func): def handle(signum, frame): raise RuntimeError def to_do(*args, **kwar...
47,764
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NeuralSpeech
NeuralSpeech-master/CMatchASR/distances.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import torch def CORAL(source, target): DEVICE = source.device d = source.size(1) ns, nt = source.size(0), target.size(0) # source covariance tmp_s = torch.ones((1, ns)).to(DEVICE) @ source cs = (source.t() @ source - (t...
2,742
38.185714
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py
NeuralSpeech
NeuralSpeech-master/CMatchASR/utils.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import torch import logging from espnet.asr.asr_utils import add_results_to_json import argparse import numpy as np import collections import json def str2bool(str): return True if str.lower() == 'true' else False def setup_logging(verbose...
10,200
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py
NeuralSpeech
NeuralSpeech-master/CMatchASR/ctc_aligner.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright 2019 Kyoto University (Hirofumi Inaguma) # Apache 2.0 (http://www.apache.org/licenses/LICENSE-2.0) # https://github.com/hirofumi0810/neural_sp import torch import numpy as np LOG_0 = -1e10 LOG_1 = 0 def np2tensor(array, device=Non...
11,085
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py
NeuralSpeech
NeuralSpeech-master/CMatchASR/e2e_asr_udatransformer.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import collections from espnet.nets.pytorch_backend.e2e_asr_transformer import * from espnet.nets.pytorch_backend.e2e_asr_transformer import E2E as SpeechTransformer from espnet.nets.pytorch_backend.transformer.encoder import * from espnet.nets.p...
31,542
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NeuralSpeech
NeuralSpeech-master/CMatchASR/data_load.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. from espnet.utils.training.batchfy import make_batchset from torch.utils.data import DataLoader from torch.nn.utils.rnn import pad_sequence import torch import os import json import kaldiio import random import logging import sentencepiece as spm...
12,738
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NeuralSpeech
NeuralSpeech-master/CMatchASR/train.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import logging import os import collections from espnet.bin.asr_train import get_parser from espnet.utils.dynamic_import import dynamic_import from espnet.utils.deterministic_utils import set_deterministic_pytorch from espnet.asr.pytorch_backend....
19,142
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py
NeuralSpeech
NeuralSpeech-master/SoftCorrect/detect_error_token.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import sys import numpy as np import copy import random import signal import time import os def set_timeout(num, callback): def wrap(func): def handle(signum, frame): raise RuntimeError def to_do(*args, **kwargs...
49,510
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NeuralSpeech
NeuralSpeech-master/SoftCorrect/eval_detector.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import sys import torch import argparse import re from fairseq.models.transformer import TransformerModel import os import os.path import time import json import numpy as np from fairseq import utils utils.import_user_module(argparse.Namespace(...
4,812
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NeuralSpeech
NeuralSpeech-master/SoftCorrect/eval_corrector.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import sys import argparse import torch import re import os import os.path import time import json import numpy as np from fairseq import utils utils.import_user_module(argparse.Namespace(user_dir='./softcorrect')) from softcorrect.softcorrect_...
6,563
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py
NeuralSpeech
NeuralSpeech-master/SoftCorrect/espnet_wer_calculation/concatjson.py
#!/usr/bin/env python3 # encoding: utf-8 # Copyright 2017 Johns Hopkins University (Shinji Watanabe) # Apache 2.0 (http://www.apache.org/licenses/LICENSE-2.0) import argparse import codecs import json import logging import sys from cli_utils import get_commandline_args is_python2 = sys.version_info[0] == 2 def...
1,546
25.672414
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py
NeuralSpeech
NeuralSpeech-master/SoftCorrect/espnet_wer_calculation/eval_perm_free_error.py
#!/usr/bin/env python3 # encoding: utf-8 # Copyright 2019 Johns Hopkins University (Xuankai Chang) # Apache 2.0 (http://www.apache.org/licenses/LICENSE-2.0) import argparse import codecs import json import logging import re import six import sys import numpy as np def permutationDFS(source, start, res): # get...
6,548
26.75
83
py
NeuralSpeech
NeuralSpeech-master/SoftCorrect/espnet_wer_calculation/json2trn.py
#!/usr/bin/env python3 # encoding: utf-8 # Copyright 2017 Johns Hopkins University (Shinji Watanabe) # 2018 Xuankai Chang (Shanghai Jiao Tong University) # Apache 2.0 (http://www.apache.org/licenses/LICENSE-2.0) import argparse import codecs import json import logging import sys from cli_utils import get...
3,758
34.130841
88
py
NeuralSpeech
NeuralSpeech-master/SoftCorrect/espnet_wer_calculation/filt.py
#!/usr/bin/env python3 # Apache 2.0 import argparse import codecs import sys is_python2 = sys.version_info[0] == 2 def get_parser(): parser = argparse.ArgumentParser( description="filter words in a text file", formatter_class=argparse.ArgumentDefaultsHelpFormatter, ) parser.add_argument...
1,745
25.059701
76
py
NeuralSpeech
NeuralSpeech-master/SoftCorrect/espnet_wer_calculation/cli_utils.py
from collections.abc import Sequence from distutils.util import strtobool as dist_strtobool import sys import numpy def strtobool(x): # distutils.util.strtobool returns integer, but it's confusing, return bool(dist_strtobool(x)) def get_commandline_args(): extra_chars = [ " ", ";", ...
1,380
19.924242
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py
NeuralSpeech
NeuralSpeech-master/SoftCorrect/sc_utils/hub_utils_fc.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. #!/usr/bin/env python3 -u # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import argparse import copy import logging...
11,655
36.844156
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py
NeuralSpeech
NeuralSpeech-master/SoftCorrect/sc_utils/train_sc.py
#!/usr/bin/env python3 -u # Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. """ Train a new model on one or across mult...
12,121
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py
NeuralSpeech
NeuralSpeech-master/SoftCorrect/sc_utils/softcorrect_corrector_generator.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. from collections import namedtuple import numpy as np import torch ...
10,257
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NeuralSpeech
NeuralSpeech-master/SoftCorrect/sc_utils/checkpoint_utils_sc.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import collections import logging import os import re import traceba...
21,532
36.125862
114
py
NeuralSpeech
NeuralSpeech-master/SoftCorrect/sc_utils/binarizer_fc.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import os from collections import Counter import torch from fairseq...
4,394
33.606299
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NeuralSpeech
NeuralSpeech-master/SoftCorrect/sc_utils/trainer_sc.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. """ Train a network across multiple GPUs. """ import contextlib imp...
47,171
38.082022
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NeuralSpeech
NeuralSpeech-master/SoftCorrect/sc_utils/data_utils_sc.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. try: from collections.abc import Iterable except ImportError: ...
20,635
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py
NeuralSpeech
NeuralSpeech-master/SoftCorrect/sc_utils/dictionary_sc.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import os from collections import Counter from multiprocessing impor...
12,677
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NeuralSpeech
NeuralSpeech-master/SoftCorrect/sc_utils/options_fc.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import argparse from typing import Callable, List, Optional import ...
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NeuralSpeech
NeuralSpeech-master/SoftCorrect/sc_utils/corrector_ds.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import logging import numpy as np import torch from fairseq.data im...
48,975
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NeuralSpeech
NeuralSpeech-master/SoftCorrect/sc_utils/preprocess_fc.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. """ Data pre-processing: build vocabularies and binarize training dat...
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NeuralSpeech
NeuralSpeech-master/SoftCorrect/softcorrect/softcorrect_task.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import os import itertools import logging logger = logging.getLogge...
21,359
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NeuralSpeech
NeuralSpeech-master/SoftCorrect/softcorrect/softcorrect_model.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import torch import torch.nn.functional as F from fairseq import uti...
70,019
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py
NeuralSpeech
NeuralSpeech-master/SoftCorrect/softcorrect/softcorrect_loss.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import math import torch import torch.nn.functional as F from fairs...
7,985
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NeuralSpeech
NeuralSpeech-master/SoftCorrect/softcorrect/__init__.py
from . import softcorrect_loss from . import softcorrect_model from . import softcorrect_task
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NeuralSpeech
NeuralSpeech-master/BinauralGrad/geowarp.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import sys import librosa import numpy as np import scipy.linalg from scipy.spatial.transform import Rotation as R import torch as th import torch.nn as nn import torch.nn.functional as F import soundfile from binauralgrad.warping import Geometr...
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NeuralSpeech
NeuralSpeech-master/BinauralGrad/metric.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import os import argparse import numpy as np import torch as th import torchaudio as ta from src.binauralgrad.losses import L2Loss, AmplitudeLoss, PhaseLoss import auraloss import speechmetrics import sys result_folder = sys.argv[1] ref_folder...
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NeuralSpeech
NeuralSpeech-master/BinauralGrad/src/binauralgrad/inference.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import numpy as np import os import torch import torchaudio import math from argparse import ArgumentParser from binauralgrad.params import AttrDict import binauralgrad.params as base_params from binauralgrad.model import BinauralGrad models = ...
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py
NeuralSpeech
NeuralSpeech-master/BinauralGrad/src/binauralgrad/losses.py
""" Copyright (c) Facebook, Inc. and its affiliates. All rights reserved. This source code is licensed under the license found in the LICENSE file in the root directory of this source tree. """ # reference: https://github.com/facebookresearch/BinauralSpeechSynthesis/blob/main/src/losses.py import numpy as np import t...
9,657
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py
NeuralSpeech
NeuralSpeech-master/BinauralGrad/src/binauralgrad/warping.py
""" Copyright (c) Facebook, Inc. and its affiliates. All rights reserved. This source code is licensed under the license found in the LICENSE file in the root directory of this source tree. """ # reference: https://github.com/facebookresearch/BinauralSpeechSynthesis/blob/main/src/warping.py import torch as th import...
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py
NeuralSpeech
NeuralSpeech-master/BinauralGrad/src/binauralgrad/learner.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import numpy as np import os import torch import torch.nn as nn from torch.nn.parallel import DistributedDataParallel #from torch.utils.tensorboard import SummaryWriter from tqdm import tqdm from binauralgrad.losses import PhaseLoss from binaura...
8,812
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py
NeuralSpeech
NeuralSpeech-master/BinauralGrad/src/binauralgrad/model.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import numpy as np import torch import torch.nn as nn import torch.nn.functional as F import scipy from scipy.spatial.transform import Rotation as R from math import sqrt Linear = nn.Linear ConvTranspose2d = nn.ConvTranspose2d def Conv1d(*arg...
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py
NeuralSpeech
NeuralSpeech-master/BinauralGrad/src/binauralgrad/dataset.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import numpy as np import os import random import torch import torchaudio from glob import glob from torch.utils.data.distributed import DistributedSampler import torch.nn.functional as F class BinauralConditionalDataset(torch.utils.data.Datase...
4,826
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py
NeuralSpeech
NeuralSpeech-master/BinauralGrad/src/binauralgrad/mstft_loss.py
#Reference: https://github.com/csteinmetz1/auraloss import torch import numpy as np import librosa.filters import scipy.signal class SumAndDifference(torch.nn.Module): """Sum and difference signal extraction module.""" def __init__(self): """Initialize sum and difference extraction module.""" ...
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py
NeuralSpeech
NeuralSpeech-master/BinauralGrad/src/binauralgrad/__init__.py
0
0
0
py
NeuralSpeech
NeuralSpeech-master/BinauralGrad/src/binauralgrad/params.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import numpy as np class AttrDict(dict): def __init__(self, *args, **kwargs): super(AttrDict, self).__init__(*args, **kwargs) self.__dict__ = self def override(self, attrs): if isinstance(attrs, dict): self.__dict__.u...
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py
NeuralSpeech
NeuralSpeech-master/BinauralGrad/src/binauralgrad/train.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. from argparse import ArgumentParser from torch.cuda import device_count from torch.multiprocessing import spawn from binauralgrad.learner import train, train_distributed import binauralgrad.params as params_all def _get_free_port(): import s...
1,779
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py
NeuralSpeech
NeuralSpeech-master/AdapterASR/e2e_asr_adaptertransformer.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Copyright 2019 Shigeki Karita # Apache 2.0 (http://www.apache.org/licenses/LICENSE-2.0) """Transformer speech recognition model (pytorch).""" from argparse import Namespace from distutils.util import strtobool import logging import math im...
42,330
40.058196
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py
NeuralSpeech
NeuralSpeech-master/AdapterASR/balanced_sampler.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Reference: https://github.com/khornlund/pytorch-balanced-sampler import torch import torch.utils.data import random import collections import logging import numpy as np from torch.utils.data.sampler import BatchSampler, WeightedRandomSampler ...
2,341
38.033333
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py
NeuralSpeech
NeuralSpeech-master/AdapterASR/utils.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import torch import logging from espnet.asr.asr_utils import add_results_to_json import argparse import numpy as np import collections import json def load_head_from_pretrained_model(model, model_path): model_dict = torch.load(model_path, m...
11,240
36.47
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py
NeuralSpeech
NeuralSpeech-master/AdapterASR/data_load.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. from espnet.utils.training.batchfy import make_batchset from torch.utils.data import DataLoader from torch.nn.utils.rnn import pad_sequence import torch import os import json import kaldiio import random import logging import sentencepiece as spm...
13,293
35.223433
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py
NeuralSpeech
NeuralSpeech-master/AdapterASR/train.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import logging import os import collections from espnet.bin.asr_train import get_parser from espnet.utils.dynamic_import import dynamic_import from espnet.utils.deterministic_utils import set_deterministic_pytorch from espnet.asr.pytorch_backend....
25,635
46.650558
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py
NeuralSpeech
NeuralSpeech-master/PriorGrad-acoustic/modules/diffusion.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # The diffusion acoustic decoder module is based on the DiffWave architecture: https://github.com/lmnt-com/diffwave # Copyright 2020 LMNT, Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not...
8,890
39.04955
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py
NeuralSpeech
NeuralSpeech-master/PriorGrad-acoustic/modules/base.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import numpy as np import torch class BaseModule(torch.nn.Module): def __init__(self): super(BaseModule, self).__init__() @property def nparams(self): """ Returns number of trainable parameters of the module...
893
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py
NeuralSpeech
NeuralSpeech-master/PriorGrad-acoustic/modules/tts_modules.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import logging import torch import torch.nn as nn from torch.nn import functional as F from modules.operations import SinusoidalPositionalEmbedding, OPERATIONS_ENCODER, OPERATIONS_DECODER from tts_utils.hparams import hparams DEFAULT_MAX_SOURC...
14,686
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py
NeuralSpeech
NeuralSpeech-master/PriorGrad-acoustic/modules/__init__.py
0
0
0
py
NeuralSpeech
NeuralSpeech-master/PriorGrad-acoustic/modules/operations.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import math import torch from torch import nn from torch.nn import Parameter import torch.onnx.operators import torch.nn.functional as F import tts_utils from tts_utils.hparams import hparams class SelfAttention(nn.Module): def __init__(sel...
53,222
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py
NeuralSpeech
NeuralSpeech-master/PriorGrad-acoustic/modules/priorgrad.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. from modules.operations import * from modules.tts_modules import DurationPredictor, LengthRegulator, PitchPredictor, EnergyPredictor,\ TransformerEncoderLayer, DEFAULT_MAX_SOURCE_POSITIONS from modules.diffusion import DiffDecoder from tts_ut...
17,248
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py
NeuralSpeech
NeuralSpeech-master/PriorGrad-acoustic/tts_utils/stft.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import torch import numpy as np import torch.nn.functional as F from torch.autograd import Variable from scipy.signal import get_window from librosa.util import pad_center, tiny import librosa.util as librosa_util from torchaudio.transforms impo...
6,068
35.341317
97
py
NeuralSpeech
NeuralSpeech-master/PriorGrad-acoustic/tts_utils/indexed_datasets.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import pickle import numpy as np class IndexedDataset: def __init__(self, path): super().__init__() self.path = path self.data_file = None self.data_offsets = np.load(f"{path}.idx", allow_pickle=True).item()[...
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py
NeuralSpeech
NeuralSpeech-master/PriorGrad-acoustic/tts_utils/pl_utils.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import matplotlib from torch.nn import DataParallel from torch.nn.parallel import DistributedDataParallel matplotlib.use('Agg') import glob import itertools import subprocess import threading import traceback from pytorch_lightning.callbacks im...
58,649
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py
NeuralSpeech
NeuralSpeech-master/PriorGrad-acoustic/tts_utils/audio.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import traceback import matplotlib matplotlib.use('Agg') import matplotlib.pyplot as plt import librosa import librosa.filters import numpy as np import torch from scipy import signal from scipy.io import wavfile def save_wav(wav, path, sr, n...
4,999
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py
NeuralSpeech
NeuralSpeech-master/PriorGrad-acoustic/tts_utils/hparams.py
# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import argparse import os import yaml hparams = {} class Args: def __init__(self, **kwargs): for k, v in kwargs.items(): self.__setattr__(k, v) def set_hparams(use_cmd=True, config='', exp_name='', hparams_str=''): ...
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