如何将 wav 文件填充到特定长度?

How can i pad wav file to specific length?

我正在使用波形文件制作深度学习模型 它们的长度不同,所以我想全部填充 使用 python

至 16 秒长度

使用pydub

from pydub import AudioSegment

pad_ms = 1000  # milliseconds of silence needed
silence = AudioSegment.silent(duration=pad_ms)
audio = AudioSegment.from_wav('you-wav-file.wav')

padded = audio + silence  # Adding silence after the audio
padded.export('padded-file.wav', format='wav')

AudioSegment 对象是不可变的

如果我没理解错的话,题目是想把所有的长度固定到给定的长度。因此,解决方案会略有不同:

from pydub import AudioSegment

pad_ms = 1000  # Add here the fix length you want (in milliseconds)
audio = AudioSegment.from_wav('you-wav-file.wav')
assert pad_ms > len(audio), "Audio was longer that 1 second. Path: " + str(full_path)
silence = AudioSegment.silent(duration=pad_ms-len(audio)+1)


padded = audio + silence  # Adding silence after the audio
padded.export('padded-file.wav', format='wav')

这个答案与 的不同之处在于,这个答案从相同的长度创建所有音频,而另一个在最后添加相同大小的静音。

您可以使用 Librosa. The Librosa.util.fix_length 函数通过将 zeros 附加到 end 包含的 numpy 数组来为音频文件添加静音补丁音频数据:

from librosa import load
from librosa.util import fix_length


file_path = 'dir/audio.wav'

sf = 44100 # sampling frequency of wav file
required_audio_size = 5 # audio of size 2 second needs to be padded to 5 seconds
audio, sf = load(file_path, sr=sf, mono=True) # mono=True converts stereo audio to mono
padded_audio = fix_length(audio, size=5*sf) # array size is required_audio_size*sampling frequency


print('Array length before padding', np.shape(audio))
print('Audio length before padding in seconds', (np.shape(audio)[0]/fs))
print('Array length after padding', np.shape(padded_audio))
print('Audio length after padding in seconds', (np.shape(padded_audio)[0]/fs))

输出:

Array length before padding (88200,)
Audio length before padding in seconds 2.0
Array length after padding (220500,)
Audio length after padding in seconds 5.0

尽管在浏览了一些类似的问题之后,pydub.AudioSegment 似乎是解决方案。