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June 16, 2018 19:41
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Compute libopus and libvorbis PSNR
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#!/usr/bin/env python | |
# -*- coding: utf-8 -*- | |
import scipy.io.wavfile | |
import scipy.signal | |
import subprocess | |
import tempfile | |
ffmpeg = "avconv" | |
def psnr(a, b): | |
import numpy | |
import math | |
n = min(len(a), len(b)) | |
mse = 0 | |
for i in xrange(n): | |
for j in xrange(2): | |
mse += (int(a[i][j]) - int(b[i][j])) ** 2 | |
mse = mse / float(n) | |
if mse == 0: | |
return None | |
return 20 * math.log10(2**16 / math.sqrt(mse)) | |
def towav(fn, forceRate=None): | |
with tempfile.NamedTemporaryFile() as temp_wav: | |
subprocess.Popen([ffmpeg, '-i', fn] + (['-ar', str(forceRate)] if forceRate is not None else []) + ['-f', 'wav', temp_wav.name, '-y']).communicate() | |
rate,wav = scipy.io.wavfile.read(temp_wav) | |
if forceRate is not None: | |
assert rate == forceRate, "{} {}".format(rate, forceRate) | |
return wav,rate | |
def test(wavfile): | |
orig,rate = towav(wavfile) | |
with tempfile.NamedTemporaryFile() as temp: | |
subprocess.Popen([ffmpeg, '-i', wavfile, '-c:a', 'libopus', '-b:a', '64k', '-f', 'ogg', temp.name, '-y']).communicate() | |
opus_wav = towav(temp.name, rate)[0] | |
with tempfile.NamedTemporaryFile() as temp: | |
subprocess.Popen([ffmpeg, '-i', wavfile, '-c:a', 'libvorbis', '-aq', '4', '-f', 'ogg', temp.name, '-y']).communicate() | |
vorbis_wav = towav(temp.name, rate)[0] | |
opus_psnr = psnr(orig, opus_wav) | |
vorbis_psnr = psnr(orig, vorbis_wav) | |
print "RESULTS: libopus PSNR {}, libvorbis PSNR {}".format(opus_psnr, vorbis_psnr) | |
if __name__ == '__main__': | |
import argparse | |
parser = argparse.ArgumentParser() | |
parser.add_argument('wavfile', type=str) | |
parser.add_argument('--ffmpeg', action="store_true") | |
opts = parser.parse_args() | |
if opts.ffmpeg: | |
ffmpeg = "ffmpeg" | |
test(opts.wavfile) |
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