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November 20, 2020 05:05
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# python generate_spectrogram.py --audio-dir /path/to/audio_dir/ --spectrogram-dir /path/to/spectrogram_dir/ | |
import argparse | |
from __future__ import division, print_function | |
from os import listdir | |
from os.path import isfile, join | |
from matplotlib import pyplot as plt | |
import scipy.io.wavfile as wav | |
def wav_to_spectrogram(audio_path, save_path, spectrogram_dimensions=(248, 248), noverlap=16, cmap='gray_r'): | |
sample_rate, samples = wav.read(audio_path) | |
fig = plt.figure() | |
fig.set_size_inches((spectrogram_dimensions[0]/fig.get_dpi(), spectrogram_dimensions[1]/fig.get_dpi())) | |
ax = plt.Axes(fig, [0., 0., 1., 1.]) | |
ax.set_axis_off() | |
fig.add_axes(ax) | |
ax.specgram(samples, cmap=cmap, Fs=2, noverlap=noverlap) | |
ax.xaxis.set_major_locator(plt.NullLocator()) | |
ax.yaxis.set_major_locator(plt.NullLocator()) | |
fig.savefig(save_path, bbox_inches="tight", pad_inches=0) | |
def dir_to_spectrogram(audio_dir, spectrogram_dir, spectrogram_dimensions=(64, 64), noverlap=16, cmap='gray_r'): | |
file_names = [f for f in listdir(audio_dir) if isfile(join(audio_dir, f)) and '.wav' in f] | |
for file_name in file_names: | |
print(file_name) | |
audio_path = audio_dir + file_name | |
spectogram_path = spectrogram_dir + file_name.replace('.wav', '.png') | |
wav_to_spectrogram(audio_path, spectogram_path, spectrogram_dimensions=spectrogram_dimensions, noverlap=noverlap, cmap=cmap) | |
def get_parser(): | |
parser = argparse.ArgumentParser() | |
parser.add_argument( | |
"--audio-dir", | |
default=None, | |
type=str, | |
help="if set, path where recordings are placed", | |
) | |
parser.add_argument( | |
"--spectrogram-dir", | |
default=None, | |
type=str, | |
help="if set, path where spectrogram to be placed", | |
) | |
return parser | |
if __name__ == '__main__': | |
parser = get_parser() | |
args = parser.parse_args() | |
dir_to_spectrogram(audio_dir=args.audio_dir, spectrogram_dir=args.spectrogram_dir) |
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