ref: 33647e2be76708ddf6592285582103f3adcf5914
dir: /python/tests/eval_pitch/
#! /usr/bin/env python
"""
Script to evaluate pitch algorithms against TONAS database.
See http://mtg.upf.edu/download/datasets/tonas/
Example run:
$ ./eval_pitch /path/to/TONAS/*/*.wav
OK: 94.74% vx r: 96.87% vx f: 15.83% f0: 96.02% %12: 0.50% /path/to/TONAS/Deblas/01-D_AMairena.wav
OK: 89.89% vx r: 93.21% vx f: 13.81% f0: 90.74% %12: 1.51% /path/to/TONAS/Deblas/02-D_ChanoLobato.wav
OK: 96.02% vx r: 96.73% vx f: 10.91% f0: 96.42% %12: 0.00% /path/to/TONAS/Deblas/03-D_Chocolate.wav
[...]
OK: 82.35% vx r: 95.52% vx f: 67.09% f0: 89.80% %12: 0.95% /path/to/TONAS/Martinetes2/80-M2_Rancapinos.wav
OK: 61.97% vx r: 85.71% vx f: 22.03% f0: 55.63% %12: 8.57% /path/to/TONAS/Martinetes2/81-M2_SDonday.wav
OK: 75.26% vx r: 91.63% vx f: 27.27% f0: 75.99% %12: 5.05% /path/to/TONAS/Martinetes2/82-M2_TiaAnicalaPiriniaca.wav
OK: 82.77% vx r: 92.74% vx f: 38.27% f0: 87.33% %12: 1.67% 69 files, total_length: 1177.69s, total runtime: 25.91s
"""
import sys
import time
import os.path
import numpy
from .utils import array_from_text_file, array_from_yaml_file
from aubio import source, pitch, freqtomidi
start = time.time()
freq_tol = .50 # more or less half a tone
methods = ["default", "yinfft", "mcomb", "yin", "fcomb", "schmitt", "specacf"]
method = methods[0]
downsample = 1
tolerance = 0.35
silence = -40.
skip = 1
if method in ["yinfft", "default"]:
downsample = 1
tolerance = 0.45
elif method == "mcomb":
downsample = 4
elif method == "yin":
downsample = 4
tolerance = 0.2
samplerate = 44100 / downsample
hop_s = 512 / downsample
win_s = 2048 / downsample
def get_pitches (filename, samplerate = samplerate, win_s = win_s, hop_s = hop_s):
s = source(filename, samplerate, hop_s)
samplerate = s.samplerate
p = pitch(method, win_s, hop_s, samplerate)
p.set_unit("freq")
p.set_tolerance(tolerance)
p.set_silence(silence)
# list of pitches, in samples
pitches = []
# total number of frames read
total_frames = 0
while True:
samples, read = s()
new_pitch = p(samples)[0]
pitches.append([total_frames/float(samplerate), new_pitch])
total_frames += read
if read < hop_s: break
return numpy.array(pitches)
total_correct_f0, total_correct_sil, total_missed, total_incorrect, total_fp, total_total = 0, 0, 0, 0, 0, 0
total_correct_chroma, total_voiced = 0, 0
for source_file in sys.argv[1:]:
ground_truth_file = source_file.replace('.wav', '.f0.Corrected')
if os.path.isfile(ground_truth_file):
ground_truth = array_from_text_file(ground_truth_file)[:,[0,2]]
experiment = get_pitches(source_file)
# check that we have the same length, more or less one frame
assert abs(len(ground_truth) - len(experiment)) < 2
# align experiment by skipping first results
experiment = experiment[skip:]
experiment[:,0] -= experiment[0,0]
# trim to shortest list
maxlen = min(len(ground_truth), len(experiment))
experiment = experiment[:maxlen]
ground_truth = ground_truth[:maxlen]
# get difference matrix
diffmat = abs(experiment - ground_truth)
# make sure we got the timing right
assert max(diffmat[:,0]) < 10e-4, source_file
truth_pitches = freqtomidi(ground_truth[:,1])
exper_pitches = freqtomidi(experiment[:,1])
total = len(truth_pitches)
unvoiced = len(truth_pitches[truth_pitches == 0])
voiced = total - unvoiced
correct_sil, fp, missed, correct_f0, correct_chroma, incorrect = 0, 0, 0, 0, 0, 0
for a, b in zip(truth_pitches, exper_pitches):
if a == 0 and b == 0:
correct_sil += 1
elif a == 0 and b != 0:
fp += 1
elif a != 0 and b == 0:
missed += 1
elif abs(b - a) < freq_tol:
correct_f0 += 1
elif abs(b - a) % 12. < freq_tol:
correct_chroma += 1
else:
incorrect += 1
assert correct_sil + fp + missed + correct_f0 + correct_chroma + incorrect == total
assert unvoiced == correct_sil + fp
assert voiced == missed + correct_f0 + correct_chroma + incorrect
print "OK: %6s%%" % ("%.2f" % (100. * (correct_f0 + correct_sil) / total )),
print "vx r: %6s%%" % ("%.2f" % (100. - 100. * missed / voiced)),
print "vx f: %6s%%" % ("%.2f" % (100. * fp / unvoiced)),
print "f0: %6s%%" % ("%.2f" % (100. * correct_f0 / voiced)),
print "%%12: %6s%%" % ("%.2f" % (100. * correct_chroma / voiced)),
print source_file
total_correct_sil += correct_sil
total_correct_f0 += correct_f0
total_correct_chroma += correct_chroma
total_missed += missed
total_incorrect += incorrect
total_fp += fp
total_voiced += voiced
total_total += total
else:
print "ERR", "could not find ground_truth_file", ground_truth_file
print "OK: %6s%%" % ("%.2f" % (100. * (total_correct_f0 + total_correct_sil) / total_total )),
print "vx r: %6s%%" % ("%.2f" % (100. - 100. * total_missed / total_voiced)),
print "vx f: %6s%%" % ("%.2f" % (100. * (total_fp) / (total_correct_sil + total_fp))),
print "f0: %6s%%" % ("%.2f" % (100. * total_correct_f0 / total_voiced)),
print "%%12: %6s%%" % ("%.2f" % (100. * total_correct_chroma / total_voiced)),
print "%d files," % len(sys.argv[1:]),
print "total_length: %.2fs," % ((total_total * hop_s) / float(samplerate)),
print "total runtime: %.2fs" % (time.time() - start)