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# Code modified from Rafael Valle's implementation https://github.com/NVIDIA/waveglow/blob/5bc2a53e20b3b533362f974cfa1ea0267ae1c2b1/denoiser.py
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# Code modified from Rafael Valle's implementation https://github.com/NVIDIA/waveglow/blob/5bc2a53e20b3b533362f974cfa1ea0267ae1c2b1/denoiser.py
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"""Waveglow style denoiser can be used to remove the artifacts from the HiFiGAN generated audio."""
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"""Waveglow style denoiser can be used to remove the artifacts from the HiFiGAN generated audio."""
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import torch
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import torch
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""" from https://github.com/jik876/hifi-gan """
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"""from https://github.com/jik876/hifi-gan"""
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import os
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import os
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import shutil
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import shutil
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""" from https://github.com/jik876/hifi-gan """
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"""from https://github.com/jik876/hifi-gan"""
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import math
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import math
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import os
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import os
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""" from https://github.com/jik876/hifi-gan """
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"""from https://github.com/jik876/hifi-gan"""
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import torch
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import torch
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import torch.nn as nn # pylint: disable=consider-using-from-import
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import torch.nn as nn # pylint: disable=consider-using-from-import
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""" from https://github.com/jik876/hifi-gan """
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"""from https://github.com/jik876/hifi-gan"""
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import glob
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import glob
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import os
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import os
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This is a base lightning module that can be used to train a model.
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This is a base lightning module that can be used to train a model.
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The benefit of this abstraction is that all the logic outside of model definition can be reused for different models.
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The benefit of this abstraction is that all the logic outside of model definition can be reused for different models.
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"""
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"""
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import inspect
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import inspect
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from abc import ABC
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from abc import ABC
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from typing import Any, Dict
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from typing import Any, Dict
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""" from https://github.com/jaywalnut310/glow-tts """
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"""from https://github.com/jaywalnut310/glow-tts"""
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import math
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import math
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""" from https://github.com/keithito/tacotron """
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"""from https://github.com/keithito/tacotron"""
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from matcha.text import cleaners
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from matcha.text import cleaners
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from matcha.text.symbols import symbols
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from matcha.text.symbols import symbols
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""" from https://github.com/keithito/tacotron
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"""from https://github.com/keithito/tacotron
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Cleaners are transformations that run over the input text at both training and eval time.
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Cleaners are transformations that run over the input text at both training and eval time.
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""" from https://github.com/keithito/tacotron """
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"""from https://github.com/keithito/tacotron"""
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import re
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import re
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""" from https://github.com/keithito/tacotron
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"""from https://github.com/keithito/tacotron
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Defines the set of symbols used in text input to the model.
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Defines the set of symbols used in text input to the model.
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"""
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"""
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_pad = "_"
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_pad = "_"
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_punctuation = ';:,.!?¡¿—…"«»“” '
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_punctuation = ';:,.!?¡¿—…"«»“” '
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_letters = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz"
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_letters = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz"
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@@ -4,6 +4,7 @@ when needed.
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Parameters from hparam.py will be used
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Parameters from hparam.py will be used
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"""
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"""
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import argparse
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import argparse
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import json
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import json
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import os
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import os
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@@ -4,6 +4,7 @@ when needed.
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Parameters from hparam.py will be used
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Parameters from hparam.py will be used
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"""
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"""
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import argparse
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import argparse
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import json
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import json
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import os
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import os
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""" from https://github.com/jaywalnut310/glow-tts """
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"""from https://github.com/jaywalnut310/glow-tts"""
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import numpy as np
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import numpy as np
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import torch
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import torch
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