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# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Job module """ from . import util from .air_model import AirModel class Job(AirModel): """ Manage a Job ### json Returns a JSON string representation of the job ...
air_sdk-main
air_sdk/job.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Interface module """ from . import util from .air_model import AirModel class Interface(AirModel): """ View an Interface ### json Returns a JSON string represent...
air_sdk-main
air_sdk/interface.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Exposes the AIR API client module """ from .air_api import *
air_sdk-main
air_sdk/__init__.py
# SPDX-FileCopyrightText: Copyright (c) 2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ ResourceBudget module """ from . import util from .air_model import AirModel class ResourceBudget(AirModel): """ Manage a ResourceBudget ### json Returns a JSON strin...
air_sdk-main
air_sdk/resource_budget.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Topology module """ import io import os from . import util from .air_model import AirModel class Topology(AirModel): """ Manage a Topology ### delete Delete the...
air_sdk-main
air_sdk/topology.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Marketplace Demo module """ from . import util from .air_model import AirModel class Marketplace(AirModel): """ Manage marketplace demos """ _updatable = False ...
air_sdk-main
air_sdk/marketplace.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ SimulationInterface module """ from . import util from .air_model import AirModel class SimulationInterface(AirModel): """ Manage a SimulationInterface ### json ...
air_sdk-main
air_sdk/simulation_interface.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Custom exceptions for the AIR SDK """ class AirError(Exception): """ Base exception class. All custom exceptions should inherit from this class. """ def __init__(se...
air_sdk-main
air_sdk/exceptions.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Login module """ from . import util from .air_model import AirModel class Login(AirModel): """ View login information ### json Returns a JSON string representati...
air_sdk-main
air_sdk/login.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Node module """ from . import util from .air_model import AirModel class Node(AirModel): """ Manage a Node ### delete Delete the node. Once successful, the objec...
air_sdk-main
air_sdk/node.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Demo module """ from . import util from .air_model import AirModel class Demo(AirModel): """ View Demos ### json Returns a JSON string representation of the demo ...
air_sdk-main
air_sdk/demo.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ SimulationNode module """ from . import util from .air_model import AirModel class SimulationNode(AirModel): """ Manage a SimulationNode ### json Returns a JSON ...
air_sdk-main
air_sdk/simulation_node.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Image module """ from . import util from .air_model import AirModel class Image(AirModel): """ Manage an Image ### delete Delete the image. Once successful, the ...
air_sdk-main
air_sdk/image.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Account module """ from . import util from .air_model import AirModel class Account(AirModel): """ Manage an Account ### json Returns a JSON string representation...
air_sdk-main
air_sdk/account.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for simulation.py """ #pylint: disable=missing-function-docstring,missing-class-docstring,duplicate-code,unused-argument import datetime as dt from unittest import TestCase f...
air_sdk-main
tests/simulation.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for link.py """ #pylint: disable=missing-function-docstring,missing-class-docstring from unittest import TestCase from unittest.mock import MagicMock, patch from ..air_sdk i...
air_sdk-main
tests/link.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for ssh_key.py """ #pylint: disable=missing-function-docstring,missing-class-docstring from unittest import TestCase from unittest.mock import MagicMock, patch from ..air_sd...
air_sdk-main
tests/ssh_key.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for worker.py """ #pylint: disable=missing-function-docstring,missing-class-docstring from unittest import TestCase from unittest.mock import MagicMock, patch from ..air_sdk...
air_sdk-main
tests/worker.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for air_api.py """ #pylint: disable=missing-function-docstring,missing-class-docstring,protected-access #pylint: disable=arguments-differ,unused-argument,no-member,too-many-p...
air_sdk-main
tests/air_api.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for service.py """ #pylint: disable=missing-function-docstring,missing-class-docstring,unused-argument from unittest import TestCase from unittest.mock import MagicMock, patc...
air_sdk-main
tests/service.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for capacity.py """ #pylint: disable=missing-function-docstring,missing-class-docstring,unused-argument from unittest import TestCase from unittest.mock import MagicMock, pat...
air_sdk-main
tests/capacity.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for token.py """ #pylint: disable=missing-function-docstring,missing-class-docstring from unittest import TestCase from unittest.mock import MagicMock, patch from ..air_sdk ...
air_sdk-main
tests/token.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for permission.py """ #pylint: disable=missing-function-docstring,missing-class-docstring from unittest import TestCase from unittest.mock import MagicMock, patch from ..air...
air_sdk-main
tests/permission.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for util.py """ #pylint: disable=missing-function-docstring,missing-class-docstring,no-self-use,unused-argument import datetime from json import JSONDecodeError from unitte...
air_sdk-main
tests/util.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for organization.py """ #pylint: disable=missing-function-docstring,missing-class-docstring,protected-access from copy import deepcopy from unittest import TestCase from unit...
air_sdk-main
tests/organization.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for air_model.py """ #pylint: disable=missing-function-docstring,missing-class-docstring,unused-argument #pylint: disable=too-many-public-methods,duplicate-code,protected-acc...
air_sdk-main
tests/air_model.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for job.py """ #pylint: disable=missing-function-docstring,missing-class-docstring from unittest import TestCase from unittest.mock import MagicMock, patch from ..air_sdk im...
air_sdk-main
tests/job.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for interface.py """ #pylint: disable=missing-function-docstring,missing-class-docstring from unittest import TestCase from unittest.mock import MagicMock, patch from ..air_...
air_sdk-main
tests/interface.py
air_sdk-main
tests/__init__.py
# SPDX-FileCopyrightText: Copyright (c) 2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for resource_budget.py """ #pylint: disable=missing-function-docstring,missing-class-docstring from unittest import TestCase from unittest.mock import MagicMock, patch from ..air...
air_sdk-main
tests/resource_budget.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for topology.py """ #pylint: disable=missing-function-docstring,missing-class-docstring,unused-argument import io from unittest import TestCase from unittest.mock import Magi...
air_sdk-main
tests/topology.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for marketplace.py """ #pylint: disable=missing-function-docstring,missing-class-docstring from unittest import TestCase from unittest.mock import MagicMock, patch from ..ai...
air_sdk-main
tests/marketplace.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for simulation_interface.py """ #pylint: disable=missing-function-docstring,missing-class-docstring,unused-argument from unittest import TestCase from unittest.mock import Ma...
air_sdk-main
tests/simulation_interface.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for exceptions.py """ #pylint: disable=missing-function-docstring,missing-class-docstring from unittest import TestCase from ..air_sdk import exceptions class TestAirError...
air_sdk-main
tests/exceptions.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for login.py """ #pylint: disable=missing-function-docstring,missing-class-docstring from unittest import TestCase from unittest.mock import MagicMock, patch from ..air_sdk ...
air_sdk-main
tests/login.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for node.py """ #pylint: disable=missing-function-docstring,missing-class-docstring,unused-argument from unittest import TestCase from unittest.mock import MagicMock, patch ...
air_sdk-main
tests/node.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for demo.py """ #pylint: disable=missing-function-docstring,missing-class-docstring from unittest import TestCase from unittest.mock import MagicMock, patch from ..air_sdk i...
air_sdk-main
tests/demo.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for simulation_node.py """ #pylint: disable=missing-function-docstring,missing-class-docstring,unused-argument from unittest import TestCase from unittest.mock import MagicMo...
air_sdk-main
tests/simulation_node.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for image.py """ #pylint: disable=missing-function-docstring,missing-class-docstring from unittest import TestCase from unittest.mock import MagicMock, patch from ..air_sdk ...
air_sdk-main
tests/image.py
# SPDX-FileCopyrightText: Copyright (c) 2022-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: MIT """ Tests for account.py """ #pylint: disable=missing-function-docstring,missing-class-docstring from unittest import TestCase from unittest.mock import MagicMock from ..air_sdk impor...
air_sdk-main
tests/account.py
# Copyright (c) 2014-2018, NVIDIA Corporation. All rights reserved. # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, c...
pynvrtc-master
setup.py
# Copyright (c) 2014-2015, NVIDIA Corporation. All rights reserved. # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, c...
pynvrtc-master
run-tests.py
# Copyright (c) 2014-2015, NVIDIA Corporation. All rights reserved. # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, c...
pynvrtc-master
pynvrtc/compiler.py
# Copyright (c) 2014-2018, NVIDIA Corporation. All rights reserved. # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, c...
pynvrtc-master
pynvrtc/interface.py
# Copyright (c) 2014-2018, NVIDIA Corporation. All rights reserved. # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, c...
pynvrtc-master
pynvrtc/__init__.py
# Copyright (c) 2014-2015, NVIDIA Corporation. All rights reserved. # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, c...
pynvrtc-master
tests/util.py
# Copyright (c) 2014-2015, NVIDIA Corporation. All rights reserved. # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, c...
pynvrtc-master
tests/import-test.py
# Copyright (c) 2014-2016, NVIDIA Corporation. All rights reserved. # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the 'Software'), to deal # in the Software without restriction, including without limitation the rights # to use, c...
pynvrtc-master
tests/compile-tests.py
# Copyright (c) 2014-2018, NVIDIA Corporation. All rights reserved. # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, c...
pynvrtc-master
samples/ptxgen.py
# Copyright (c) 2019, NVIDIA 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 applic...
clara-viz-main
src/examples/renderer/gen_volume.py
# Copyright (c) 2017 NVIDIA Corporation from __future__ import absolute_import from __future__ import division from __future__ import print_function from __future__ import unicode_literals import os import sys import tensorflow as tf if hasattr(tf.compat, 'v1'): tf.compat.v1.disable_eager_execution() from open_seq...
OpenSeq2Seq-master
run.py
from frame_asr import FrameASR import numpy as np import pyaudio as pa import time CHANNELS = 1 RATE = 16000 DURATION = 2.0 CHUNK_SIZE = int(DURATION*RATE) p = pa.PyAudio() print('Available audio input devices:') for i in range(p.get_device_count()): dev = p.get_device_info_by_index(i) if dev.get('maxInputCh...
OpenSeq2Seq-master
demo_streaming_asr.py
# Copyright (c) 2019 NVIDIA Corporation from __future__ import absolute_import, division, print_function import numpy as np import scipy.io.wavfile as wave import tensorflow as tf from collections import defaultdict from open_seq2seq.utils.utils import get_base_config, check_logdir,\ ...
OpenSeq2Seq-master
frame_asr.py
# Copyright (c) 2017 NVIDIA Corporation from __future__ import absolute_import from __future__ import division from __future__ import print_function from __future__ import unicode_literals #from open_seq2seq.data.text2text.text2text import SpecialTextTokens import argparse import sentencepiece as spm import os import...
OpenSeq2Seq-master
tokenizer_wrapper.py
#!/usr/bin/env python3 # -*- coding: utf-8 -*- # # OpenSeq2Seq documentation build configuration file, created by # sphinx-quickstart on Thu Apr 12 14:49:40 2018. # # This file is execfile()d with the current directory set to its # containing dir. # # Note that not all possible configuration values are present in this ...
OpenSeq2Seq-master
docs/sources/source/conf.py
# coding: utf-8 import sys sys.path.append("./transformerxl") sys.path.append("./transformerxl/utils") import argparse from typing import List import torch import random from utils.vocabulary import Vocab from torch.nn.utils.rnn import pad_sequence parser = argparse.ArgumentParser( description='Process OS2S output w...
OpenSeq2Seq-master
external_lm_rescore/process_beam_dump.py
import sys import math import functools import numpy as np import torch import torch.nn as nn import torch.nn.functional as F sys.path.append('utils') from proj_adaptive_softmax import ProjectedAdaptiveLogSoftmax from log_uniform_sampler import LogUniformSampler, sample_logits class PositionalEmbedding(nn.Module): ...
OpenSeq2Seq-master
external_lm_rescore/transformerxl/mem_transformer.py
from collections import defaultdict import numpy as np import torch import torch.nn as nn import torch.nn.functional as F class AdaptiveLogSoftmax(nn.Module): def __init__(self, in_features, n_classes, cutoffs, keep_order=False): super(AdaptiveLogSoftmax, self).__init__() cutoffs = list(cutoffs)...
OpenSeq2Seq-master
external_lm_rescore/transformerxl/utils/adaptive_softmax.py
from torch.nn.parallel import DataParallel import torch from torch.nn.parallel._functions import Scatter from torch.nn.parallel.parallel_apply import parallel_apply def scatter(inputs, target_gpus, chunk_sizes, dim=0): r""" Slices tensors into approximately equal chunks and distributes them across given G...
OpenSeq2Seq-master
external_lm_rescore/transformerxl/utils/data_parallel.py
from collections import defaultdict import numpy as np import torch import torch.nn as nn import torch.nn.functional as F CUDA_MAJOR = int(torch.version.cuda.split('.')[0]) CUDA_MINOR = int(torch.version.cuda.split('.')[1]) class ProjectedAdaptiveLogSoftmax(nn.Module): def __init__(self, n_token, d_embed, d_pro...
OpenSeq2Seq-master
external_lm_rescore/transformerxl/utils/proj_adaptive_softmax.py
import torch from torch import nn import numpy as np class LogUniformSampler(object): def __init__(self, range_max, n_sample): """ Reference : https://github.com/tensorflow/tensorflow/blob/r1.10/tensorflow/python/ops/candidate_sampling_ops.py `P(class) = (log(class + 2) - log(class + 1)...
OpenSeq2Seq-master
external_lm_rescore/transformerxl/utils/log_uniform_sampler.py
import functools import os, shutil import numpy as np import torch def logging(s, log_path, print_=True, log_=True): if print_: print(s) if log_: with open(log_path, 'a+') as f_log: f_log.write(s + '\n') def get_logger(log_path, **kwargs): return functools.partial(logging, l...
OpenSeq2Seq-master
external_lm_rescore/transformerxl/utils/exp_utils.py
import os from collections import Counter, OrderedDict import torch class Vocab(object): def __init__(self, special=[], min_freq=0, max_size=None, lower_case=True, delimiter=None, vocab_file=None): self.counter = Counter() self.special = special self.min_freq = min_freq ...
OpenSeq2Seq-master
external_lm_rescore/transformerxl/utils/vocabulary.py
import numpy as np import pickle import tensorflow as tf def load_test_sample(pickle_file): with open(pickle_file, 'rb') as f: seq, label = pickle.load(f, encoding='bytes') return seq, label def load_vocab(vocab_file): vocab = [] with open(vocab_file, 'r') as f: for line in f: vocab.append(lin...
OpenSeq2Seq-master
ctc_decoder_with_lm/ctc-test.py
import pandas as pd import os import argparse def get_corpus(csv_files): ''' Get text corpus from a list of CSV files ''' SEP = '\n' corpus = '' for f in csv_files: df = pd.read_csv(f) corpus += SEP.join(df['transcript']) + SEP return corpus if __name__ == '__main__': parser = argparse.Argume...
OpenSeq2Seq-master
scripts/build_lm.py
import os import sys import argparse import librosa parser = argparse.ArgumentParser(description='Conversion parameters') parser.add_argument("--source_dir", required=False, type=str, default="calibration/sound_files/", help="Path to source of flac LibriSpeech files") parser.add_argument("--target_...
OpenSeq2Seq-master
scripts/change_sample_rate.py
# Copyright (c) 2018 NVIDIA Corporation import time import numpy as np import tensorflow as tf from open_seq2seq.utils.utils import get_base_config, check_logdir,\ create_model, deco_print from open_seq2seq.models.text2speech import save_audio if __name__ == '__main__': # Defin...
OpenSeq2Seq-master
scripts/tacotron_gst_create_syn_data.py
# Copyright (c) 2019 NVIDIA Corporation """This file takes given a logits output pickle and start and end shifts words to speech and writes them in a csv file """ from __future__ import absolute_import, division, print_function import pickle import argparse import sys import csv import os sys.path.append(os.getcwd()...
OpenSeq2Seq-master
scripts/dump_to_time.py
# Copyright (c) 2018 NVIDIA Corporation from __future__ import absolute_import, division, print_function from __future__ import unicode_literals import os import numpy as np import pandas as pd if __name__ == '__main__': data_root = "/data/speech/MAILABS" sub_dirs = ["en_US/by_book/male/elliot_miller/hunters_spac...
OpenSeq2Seq-master
scripts/tacotron_gst_combine_csv.py
# Copyright (c) 2017 NVIDIA Corporation """This file helps to calculate word to speech alignments for your model Please execute get_calibration_files.sh before running this script """ from __future__ import absolute_import from __future__ import division from __future__ import print_function from __future__ import unic...
OpenSeq2Seq-master
scripts/calibrate_model.py
#!/usr/bin/env python # This Source Code Form is subject to the terms of the Mozilla Public # License, v. 2.0. If a copy of the MPL was not distributed with this # file, You can obtain one at http://mozilla.org/MPL/2.0/. # # Copyright (c) 2018 Mozilla Corporation from __future__ import absolute_import, division, pri...
OpenSeq2Seq-master
scripts/import_librivox.py
# Replace the first box of Interactive_Infer_example.ipynb with this import IPython import librosa import numpy as np import scipy.io.wavfile as wave import tensorflow as tf from open_seq2seq.utils.utils import deco_print, get_base_config, check_logdir,\ create_logdir, create_mod...
OpenSeq2Seq-master
scripts/wavenet_naive_infer.py
# Copyright (c) 2018 NVIDIA Corporation from __future__ import absolute_import, division, print_function from __future__ import unicode_literals import os import numpy as np import pandas as pd if __name__ == '__main__': MAILABS_data_root = "/data/speech/MAILABS" libri_data_root = "/data/speech/librispeech" li...
OpenSeq2Seq-master
scripts/tacotron_gst_create_infer_csv.py
''' Interface to Baidu's CTC decoders from https://github.com/PaddlePaddle/DeepSpeech/decoders/swig ''' import argparse import pickle import numpy as np from ctc_decoders import Scorer from ctc_decoders import ctc_greedy_decoder from ctc_decoders import ctc_beam_search_decoder_batch, ctc_beam_search_decoder from col...
OpenSeq2Seq-master
scripts/decode.py
# Copyright (c) 2018 NVIDIA Corporation from __future__ import absolute_import, division, print_function from __future__ import unicode_literals import string import os import pandas as pd if __name__ == '__main__': synthetic_data_root = "/data/speech/librispeech-syn/" synthetic_data_sample = synthetic_data_root ...
OpenSeq2Seq-master
scripts/nsr_create_syn_train_csv.py
%matplotlib inline # Replace the first box of Interactive_Infer_example.ipynb with this import IPython import librosa import numpy as np import scipy.io.wavfile as wave import tensorflow as tf import matplotlib.pyplot as plt from open_seq2seq.utils.utils import deco_print, get_base_config, check_logdir,\ ...
OpenSeq2Seq-master
scripts/tacotron_save_spec.py
import numpy as np import pickle import tensorflow as tf from ctc_decoders import Scorer, ctc_beam_search_decoder def load_test_sample(pickle_file): with open(pickle_file, 'rb') as f: seq, label = pickle.load(f, encoding='bytes') return seq, label def load_vocab(vocab_file): vocab = [] with open(vocab...
OpenSeq2Seq-master
scripts/ctc_decoders_test.py
import pandas as pd import os import argparse if __name__ == '__main__': parser = argparse.ArgumentParser(description='Build N-gram LM model from text file') parser.add_argument('text', metavar='text', type=str, help='text file') parser.add_argument('--n', type=int, help='n for n-grams', d...
OpenSeq2Seq-master
scripts/build_lm_text.py
''' Return the best evaluation accuracy from a file output-ed by the sentiment analysis model ''' import sys def get_best_accuracy(output_file): output = open(output_file, 'r') keyword = "*** EVAL Accuracy: " best_acc = 0.0 loss, stat, step = '', '', '' get_stat = False n = len(keyword) m = len("*** Val...
OpenSeq2Seq-master
scripts/get_best_accuracy.py
"""Set up paths for DS2""" from __future__ import absolute_import from __future__ import division from __future__ import print_function import os.path import sys def add_path(path): if path not in sys.path: sys.path.insert(0, path) this_dir = os.path.dirname(__file__) # Add project path to PYTHONPATH ...
OpenSeq2Seq-master
decoders/_init_paths.py
OpenSeq2Seq-master
decoders/__init__.py
"""Script to build and install decoder package.""" from __future__ import absolute_import from __future__ import division from __future__ import print_function from setuptools import setup, Extension, distutils import glob import platform import os, sys import multiprocessing.pool import argparse parser = argparse.Ar...
OpenSeq2Seq-master
decoders/setup.py
"""Wrapper for various CTC decoders in SWIG.""" from __future__ import absolute_import from __future__ import division from __future__ import print_function import swig_decoders class Scorer(swig_decoders.Scorer): """Wrapper for Scorer. :param alpha: Parameter associated with language model. Don't use ...
OpenSeq2Seq-master
decoders/ctc_decoders.py
# Copyright (c) 2017 NVIDIA Corporation """ This package provides multi-node, multi-GPU sequence to sequence learning """
OpenSeq2Seq-master
open_seq2seq/__init__.py
# Copyright (c) 2019 NVIDIA Corporation from __future__ import absolute_import, division, print_function from __future__ import unicode_literals import tensorflow as tf from .loss import Loss class Text2SpeechLoss(Loss): """ Default text-to-speech loss. """ @staticmethod def get_optional_params(): re...
OpenSeq2Seq-master
open_seq2seq/losses/text2speech_loss.py
# Copyright (c) 2018 NVIDIA Corporation import tensorflow as tf from .loss import Loss class WavenetLoss(Loss): def __init__(self, params, model, name="wavenet_loss"): super(WavenetLoss, self).__init__(params, model, name) self._n_feats = self._model.get_data_layer().params["num_audio_features"] def ge...
OpenSeq2Seq-master
open_seq2seq/losses/wavenet_loss.py
# Copyright (c) 2018 NVIDIA Corporation from __future__ import absolute_import, division, print_function from __future__ import unicode_literals import tensorflow as tf from open_seq2seq.utils.utils import mask_nans, deco_print from .loss import Loss def dense_to_sparse(dense_tensor, sequence_length): indices = ...
OpenSeq2Seq-master
open_seq2seq/losses/ctc_loss.py
# Copyright (c) 2018 NVIDIA Corporation """ Losses to be used in seq2seq models """ from .sequence_loss import BasicSequenceLoss, CrossEntropyWithSmoothing, \ PaddedCrossEntropyLossWithSmoothing, BasicSampledSequenceLoss from .ctc_loss import CTCLoss from .cross_entropy_loss import CrossEntropyLoss from .wavenet_lo...
OpenSeq2Seq-master
open_seq2seq/losses/__init__.py
# Copyright (c) 2018 NVIDIA Corporation from __future__ import absolute_import, division, print_function from __future__ import unicode_literals import tensorflow as tf from .loss import Loss from .ctc_loss import CTCLoss from .sequence_loss import BasicSequenceLoss # To-Do Replace this with a generic multi-task lo...
OpenSeq2Seq-master
open_seq2seq/losses/jca_loss.py
# Copyright (c) 2017 NVIDIA Corporation from __future__ import absolute_import, division, print_function from __future__ import unicode_literals import numpy as np import tensorflow as tf from open_seq2seq.losses.sequence_loss import CrossEntropyWithSmoothing, \ BasicSequenceLoss class CrossEntropyWithSmoothingEq...
OpenSeq2Seq-master
open_seq2seq/losses/sequence_loss_test.py
# Copyright (c) 2018 NVIDIA Corporation from __future__ import absolute_import, division, print_function from __future__ import unicode_literals import abc import copy import six import tensorflow as tf from open_seq2seq.utils.utils import check_params, cast_types @six.add_metaclass(abc.ABCMeta) class Loss: """A...
OpenSeq2Seq-master
open_seq2seq/losses/loss.py
# Copyright (c) 2018 NVIDIA Corporation from __future__ import absolute_import, division, print_function from __future__ import unicode_literals import tensorflow as tf from .loss import Loss class CrossEntropyLoss(Loss): """Implementation of the usual cross_entropy loss with softmax.""" def __init__(self, pa...
OpenSeq2Seq-master
open_seq2seq/losses/cross_entropy_loss.py
# Copyright (c) 2018 NVIDIA Corporation from __future__ import absolute_import, division, print_function from __future__ import unicode_literals import tensorflow as tf from .loss import Loss class BasicSequenceLoss(Loss): """ Basic sequence-to-sequence loss. This one does not use one-hot encodings """ @sta...
OpenSeq2Seq-master
open_seq2seq/losses/sequence_loss.py
OpenSeq2Seq-master
open_seq2seq/test_utils/__init__.py
# Copyright (c) 2017 NVIDIA Corporation from __future__ import absolute_import, division, print_function from __future__ import unicode_literals from six.moves import range import numpy as np import os import errno import io import shutil def create_source(size, source_vocab, vocab_map): source = [] for i in ran...
OpenSeq2Seq-master
open_seq2seq/test_utils/create_reversed_examples.py
OpenSeq2Seq-master
open_seq2seq/test_utils/test_speech_configs/__init__.py
# pylint: skip-file from __future__ import absolute_import, division, print_function import tensorflow as tf from open_seq2seq.models import Speech2Text from open_seq2seq.encoders import DeepSpeech2Encoder from open_seq2seq.decoders import FullyConnectedCTCDecoder from open_seq2seq.data import Speech2TextDataLayer from...
OpenSeq2Seq-master
open_seq2seq/test_utils/test_speech_configs/ds2_test_config.py
# pylint: skip-file from __future__ import absolute_import, division, print_function import tensorflow as tf from open_seq2seq.models import Speech2Text from open_seq2seq.encoders import TDNNEncoder from open_seq2seq.decoders import FullyConnectedCTCDecoder from open_seq2seq.data import Speech2TextDataLayer from open_s...
OpenSeq2Seq-master
open_seq2seq/test_utils/test_speech_configs/w2l_test_config.py
# pylint: skip-file import tensorflow as tf from open_seq2seq.models import Speech2Text from open_seq2seq.encoders import TDNNEncoder from open_seq2seq.decoders import FullyConnectedCTCDecoder from open_seq2seq.data.speech2text.speech2text import Speech2TextDataLayer from open_seq2seq.losses import CTCLoss from open_se...
OpenSeq2Seq-master
open_seq2seq/test_utils/test_speech_configs/jasper_res_blockout_test_config.py
# Copyright (c) 2019 NVIDIA Corporation """This file has a CTC Greedy decoder""" import numpy as np def ctc_greedy_decoder(logits, wordmap, step_size, blank_idx, start_shift, end_shift): """Decodes logits to chars using greedy ctc format, outputs start and end time for every word Args : ...
OpenSeq2Seq-master
open_seq2seq/utils/ctc_decoder.py