added compability with torchaudio
This commit is contained in:
@@ -1,108 +1,107 @@
|
|||||||
from typing import Any, Union
|
|
||||||
from pydub import AudioSegment
|
|
||||||
import torch
|
|
||||||
from torchaudio import load, save
|
|
||||||
import os
|
import os
|
||||||
from warn import warn
|
from warnings import warn
|
||||||
|
|
||||||
|
import torch
|
||||||
|
from pydub import AudioSegment
|
||||||
|
from torchaudio import load, save
|
||||||
|
|
||||||
|
|
||||||
class AudioProcessor:
|
class AudioProcessor:
|
||||||
def __init__(self, audio_file:str):
|
def __init__(self, audio_file:str):
|
||||||
|
|
||||||
self.audio_file_path = audio_file
|
self.audio = AudioSegment.from_file(audio_file,
|
||||||
self.audio_file = AudioSegment.from_file(audio_file, format=audio_file.split('.')[-1])
|
format=audio_file.split('.')[-1])
|
||||||
|
self.audio_file_path = audio_file
|
||||||
self.audiofilename = audio_file.split('/')[-1][:-4]
|
self.waveform = self.pydub_to_tensor[0]
|
||||||
self.coreaudiofile = audio_file.split('/')[-1][:-4]
|
self.sr = self.pydub_to_tensor[1]
|
||||||
self.audiofilefolder = os.path.dirname(audio_file)
|
|
||||||
self.audio_file_type = audio_file.split('.')[-1]
|
@property
|
||||||
|
def pydub_to_tensor(self):
|
||||||
|
"""
|
||||||
def save(self, path: str, remove_orginal: bool = True , *args, **kwargs) -> None:
|
Converts pydub audio segment into np.float32 of shape
|
||||||
|
[duration_in_seconds*sample_rate, channels],
|
||||||
|
where each value is in range [-1.0, 1.0].
|
||||||
|
Returns tuple (audio_np_array, sample_rate).
|
||||||
|
"""
|
||||||
|
audio = self.audio
|
||||||
|
x = torch.Tensor(audio.get_array_of_samples()
|
||||||
|
).reshape((-1, audio.channels))
|
||||||
|
y = (1 << (8 * audio.sample_width - 1))
|
||||||
|
return x / y, audio.frame_rate
|
||||||
|
|
||||||
|
def convert_audio(self, path: str, remove_orginal: bool = False,
|
||||||
|
*args, **kwargs) -> None:
|
||||||
"""
|
"""
|
||||||
Convert and saves video file or other audio files to a different file type,
|
Convert and saves video file or other audio files to a different file type,
|
||||||
Can be used to ensure that the audio file is in the correct format for the Whisper model
|
Can be used to ensure that the audio file is in the correct format
|
||||||
|
for the Whisper model.
|
||||||
:param path : path to save file
|
:param path : path to save file
|
||||||
:param remove_orginal: remove original file
|
:param remove_orginal: remove original file
|
||||||
:return: mp3 file path
|
:param args: arguments for pydub.AudioSegment.export
|
||||||
|
:param kwargs: keyword arguments for pydub.AudioSegment.export
|
||||||
|
e.g. format
|
||||||
|
:return: None
|
||||||
"""
|
"""
|
||||||
print(f'Converting {self.audiofilename} to .{type} file')
|
|
||||||
|
|
||||||
if savefolder == "":
|
self.audio.export(path, *args, **kwargs)
|
||||||
savefolder = self.audiofilefolder
|
|
||||||
|
|
||||||
if savename == "":
|
|
||||||
savename = self.coreaudiofile + f'.{type}'
|
|
||||||
else:
|
|
||||||
savename = savename + f'.{type}'
|
|
||||||
|
|
||||||
savepath = os.path.join(savefolder, savename)
|
|
||||||
|
|
||||||
self.audio_file.export(savepath, format=type)
|
|
||||||
|
|
||||||
if remove_orginal:
|
if remove_orginal:
|
||||||
os.remove(self.audio_file_path)
|
os.remove(self.audio_file_path)
|
||||||
print(f'File {self.audio_file_path} removed')
|
print(f'File {self.audio_file_path} removed')
|
||||||
|
|
||||||
|
self.audio_file_path = path
|
||||||
|
|
||||||
|
|
||||||
|
def to_mp3(self, *args, **kwargs) -> None:
|
||||||
def to_mp3(self, savefolder: str = "", savename: str = "", remove_orginal: bool = True):
|
|
||||||
"""
|
"""
|
||||||
Convert audio file to mp3 file
|
Convert audio file to mp3 file
|
||||||
:param file: audio file
|
:param file: audio file
|
||||||
:param remove_orginal: remove original file
|
:param remove_orginal: remove original file
|
||||||
:return: mp3 file path
|
:return: mp3 file path
|
||||||
"""
|
"""
|
||||||
warn(DeprecationWarning, "This function is deprecated, please use convert_audio instead")
|
|
||||||
return self.convert_audio(savefolder = savefolder,
|
warn(DeprecationWarning, "This function is deprecated," \
|
||||||
savename = savename,
|
"please use convert_audio instead")
|
||||||
type="mp3",
|
|
||||||
remove_orginal=remove_orginal)
|
if "mp3" not in kwargs["format"]:
|
||||||
|
kwargs["format"] = "mp3"
|
||||||
|
|
||||||
|
self.convert_audio(*args, **kwargs)
|
||||||
|
|
||||||
def to_wav(self, savefolder: str = "",
|
def to_wav(self,*args, **kwargs) -> None:
|
||||||
savename: str = "",
|
|
||||||
remove_orginal: bool = True):
|
|
||||||
"""
|
"""
|
||||||
Convert audio file to wav file
|
Convert audio file to wav file
|
||||||
:param file: audio file
|
:param file: audio file
|
||||||
:param remove_orginal: remove original file
|
:param remove_orginal: remove original file
|
||||||
:return: wav file path
|
:return: wav file path
|
||||||
"""
|
"""
|
||||||
warn(DeprecationWarning, "This function is deprecated, please use convert_audio instead")
|
warn(DeprecationWarning, "This function is deprecated," \
|
||||||
return self.convert_audio(savefolder = savefolder,
|
"please use convert_audio instead")
|
||||||
savename = savename,type="wav",
|
|
||||||
remove_orginal=remove_orginal)
|
if "wav" not in kwargs["format"]:
|
||||||
|
kwargs["format"] = "wav"
|
||||||
|
|
||||||
|
self.convert_audio(*args, **kwargs)
|
||||||
|
|
||||||
def slower_mp3(self, savefolder: str = "",
|
def slower_mp3(self, path: str,
|
||||||
speed: float = 0.75,
|
speed: float = 0.75,
|
||||||
type: str = "mp3"):
|
type: str = "mp3") -> None:
|
||||||
"""
|
"""
|
||||||
Slow down mp3 file
|
Slow down mp3 file
|
||||||
:param file: mp3 file
|
:param file: mp3 file
|
||||||
:param speed: speed
|
:param speed: speed
|
||||||
:return: None
|
:return: None
|
||||||
"""
|
"""
|
||||||
if savefolder == "":
|
|
||||||
savefolder = self.audiofilefolder
|
|
||||||
else:
|
|
||||||
savefolder = savefolder
|
|
||||||
|
|
||||||
sound = self.audio_file
|
sound = self.audio_file
|
||||||
slow_sound = sound._spawn(sound.raw_data, overrides={
|
slow_sound = sound._spawn(sound.raw_data, overrides={
|
||||||
"frame_rate": int(sound.frame_rate * speed)
|
"frame_rate": int(sound.frame_rate * speed)
|
||||||
})
|
})
|
||||||
|
|
||||||
speedstr = str(speed).replace('.', '')
|
slow_sound.export(path, format=type)
|
||||||
|
|
||||||
file_out = self.coreaudiofile + f'_{speedstr}.{type}'
|
|
||||||
|
|
||||||
save_path = os.path.join(savefolder, file_out)
|
|
||||||
|
|
||||||
slow_sound.export(save_path, format=type)
|
|
||||||
|
|
||||||
return slow_sound
|
return slow_sound
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
class TorchAudioProcessor:
|
class TorchAudioProcessor:
|
||||||
"""
|
"""
|
||||||
@@ -136,6 +135,19 @@ class TorchAudioProcessor:
|
|||||||
audio, sr = load(file , *args, **kwargs)
|
audio, sr = load(file , *args, **kwargs)
|
||||||
|
|
||||||
return cls(audio, sr)
|
return cls(audio, sr)
|
||||||
|
|
||||||
|
@classmethod
|
||||||
|
def from_ffmpeg(cls, file: str, *args, **kwargs) -> 'TorchAudioProcessor':
|
||||||
|
"""
|
||||||
|
Initialise audio processor using pydub audio segment.
|
||||||
|
pydub uses ffmped instead of SoX (which is used by torchaudio)
|
||||||
|
:param file: audio file
|
||||||
|
:return: TorchAudioProcessor
|
||||||
|
"""
|
||||||
|
audio = AudioProcessor(file)
|
||||||
|
|
||||||
|
return cls(audio.waveform, audio.sr)
|
||||||
|
|
||||||
|
|
||||||
def cut(self, start: float, end: float) -> torch.Tensor:
|
def cut(self, start: float, end: float) -> torch.Tensor:
|
||||||
"""
|
"""
|
||||||
@@ -156,13 +168,12 @@ class TorchAudioProcessor:
|
|||||||
:return: None
|
:return: None
|
||||||
"""
|
"""
|
||||||
if "format" not in kwargs:
|
if "format" not in kwargs:
|
||||||
kwargs["format"] = file.split('.')[-1]
|
kwargs["format"] = path.split('.')[-1]
|
||||||
|
|
||||||
save(file, self.waveform, self.sr, *args, **kwargs)
|
save(path, self.waveform, self.sr, *args, **kwargs)
|
||||||
|
|
||||||
def __repr__(self) -> str:
|
def __repr__(self) -> str:
|
||||||
return f'TorchAudioProcessor(waveform={len(self.waveform)}, sr={int(self.sr)})'
|
return f'TorchAudioProcessor(waveform={len(self.waveform)}, sr={int(self.sr)})'
|
||||||
|
|
||||||
def __str__(self) -> str:
|
def __str__(self) -> str:
|
||||||
return f'TorchAudioProcessor(waveform={len(self.waveform)}, sr={int(self.sr)})'
|
return f'TorchAudioProcessor(waveform={len(self.waveform)}, sr={int(self.sr)})'
|
||||||
|
|
||||||
Reference in New Issue
Block a user