Created
April 13, 2018 13:46
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audio chroma features detection, usage: "python3.6 chroma.py -d data/"
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from __future__ import print_function | |
import sys | |
import os | |
import os.path | |
from os.path import basename | |
import argparse | |
import json | |
import hashlib | |
import librosa | |
import librosa.display | |
import matplotlib.pyplot as plt | |
from model.track import Track | |
import codecs, json | |
# args | |
parser = argparse.ArgumentParser("processor") | |
parser.add_argument("-f", help="file to process", type=str, dest="filename") | |
parser.add_argument("-d", help="directory to process", type=str, dest="directory") | |
args = parser.parse_args() | |
filename = args.filename | |
directory = args.directory | |
files = [] | |
if directory == None: | |
files.append(filename) | |
if filename == None: | |
for f in os.listdir(directory): | |
files.append(directory + os.fsdecode(f)) | |
for filename in files: | |
t1 = Track() | |
t1.file_hash = hashlib.md5(filename.encode('utf-8')).hexdigest() | |
t1.file_path = filename | |
t1.file_name = basename(filename) | |
target = "out/" + os.path.splitext(t1.file_name)[0] + ".png" | |
if os.path.exists(target): | |
print("skipping: " + t1.file_name) | |
continue | |
print("processing: " + t1.file_name) | |
open(target, 'a').close() | |
# process | |
y, sr = librosa.load(filename) | |
t1.r_length = librosa.get_duration(y=y, sr=sr) | |
onset_env = librosa.onset.onset_strength(y, sr=sr) | |
y_harm, y_perc = librosa.effects.hpss(y) | |
chroma = librosa.feature.chroma_cqt(y=y_harm, sr=sr) | |
# plot and save to file | |
plt.figure(figsize=(100,8)) | |
librosa.display.specshow(chroma, sr=sr, x_axis='time', y_axis='chroma', vmin=0, vmax=1) | |
plt.title('Chromagram') | |
plt.colorbar() | |
plt.tight_layout() | |
plt.savefig(target) |
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