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Some utility functions for audio processing
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#!/usr/bin/env python | |
# -*- coding: utf-8 -*- | |
""" | |
BSD 3-Clause License | |
Copyright (c) 2017, Michal Szczepanski | |
All rights reserved. | |
Redistribution and use in source and binary forms, with or without | |
modification, are permitted provided that the following conditions are met: | |
* Redistributions of source code must retain the above copyright notice, this | |
list of conditions and the following disclaimer. | |
* Redistributions in binary form must reproduce the above copyright notice, | |
this list of conditions and the following disclaimer in the documentation | |
and/or other materials provided with the distribution. | |
* Neither the name of the copyright holder nor the names of its | |
contributors may be used to endorse or promote products derived from | |
this software without specific prior written permission. | |
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" | |
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE | |
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE | |
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE | |
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL | |
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR | |
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER | |
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, | |
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE | |
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | |
""" | |
import sys | |
import scipy.io.wavfile as wav | |
import numpy as np | |
import matplotlib.pyplot as plt | |
""" PROCESS DATA """ | |
def to_mono(fname, channel=0): | |
""" | |
Opens wav file and returns it as mono file if stereo | |
:param fname: file name | |
:param channel: channel index - default 0 | |
:return: tuple of frequency and data numpy array | |
""" | |
(freq, sig) = wav.read(fname) | |
if sig.ndim == 2: | |
return (sig[:,channel], freq) | |
return (sig, freq) | |
def cut(data, freq, start, end): | |
""" | |
Cut track array from start (in seconds) to end (in seconds) | |
or till end of track if end second is bigger then track length | |
:param track: wav audio data | |
:param start: start (in seconds) | |
:param end: end (in seconds) | |
:param freq: frequency of audio data | |
:return: | |
""" | |
end = int(end*freq) | |
if end > len(data): | |
return data[int(start*freq):] | |
return data[int(start*freq):end] | |
def seconds(data, freq): | |
""" | |
Returns number of seconds from track data based on frequency | |
:param track: wav audio data | |
:param freq: frequency of audio data | |
:return: number of seconds | |
""" | |
return len(data)/freq | |
def process(data, callback=None): | |
""" | |
Can modify audio signal with callback function applied to every frame of data | |
or simply return copy of the track if callback is None | |
:param data: wav audio data | |
:param callback: method to be invoked every step of track | |
:return: copy of track with applied modifications | |
""" | |
if not callback: | |
def callback(t): | |
return t | |
output = np.empty(shape=[len(data)], dtype=np.int16) | |
for i in xrange(0, len(data)): | |
output.put(i, callback(data[i])) | |
return output | |
""" FILE UTILS """ | |
def save(filename, data, freq): | |
""" | |
Wrapper for scipy.io.wavfile write method | |
:param filename: name of wav file | |
:param freq: frequency of audio data | |
:param data: wav audio data | |
""" | |
wav.write(filename=filename, rate=freq, data=data) | |
""" DRAW DATA """ | |
def spectrogram(data, freq, NFFT=256, noverlap=128, mode='psd', sides='default'): | |
""" | |
Draws spectrogram of audio file with audio file data using matplotlib specgram method | |
minimal arguments are audio data and frequency | |
:param data: wav audio data | |
:param freq: see matplotlib.specgram Fs - here frequency of audio data | |
:param NFFT: see matplotlib.specgram | |
:param noverlap: see.matplotlib.specgram | |
:param mode: see matplotlib.specgram | |
:param sides: see matplotlib.specgram | |
:return: see matplotlib.specgram - first parameter is matplotlib.pyplot | |
""" | |
sec = seconds(data, freq) | |
xtick = np.linspace(0, sec, num=len(data)) | |
ax1 = plt.subplot(211) | |
plt.plot(xtick, data) | |
plt.subplot(212, sharex=ax1) | |
spec, f, t, i = plt.specgram(data, NFFT=NFFT, Fs=freq, noverlap=noverlap, mode=mode, sides=sides) | |
return (plt, spec, f, t, i) | |
if __name__ == '__main__': | |
print("Will draw spectrogram of given audio file ex. python audio.py test.wav") | |
if len(sys.argv) == 2: | |
spectrogram(*to_mono(sys.argv[1]))[0].show() |
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