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Generate audio samples for training
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#!/usr/bin/env python3 | |
import os | |
import re | |
import tempfile | |
import math | |
import random | |
import numpy as np | |
from midiutil.MidiFile import MIDIFile | |
from midi import Note, GM_PATCHES | |
class Sample: | |
SOUNDFONT = "soundfont.sf2" | |
@staticmethod | |
def note_to_freq(note, octave, a_440=440.0): | |
note_map = {} | |
for i, note_name in enumerate(Note.names): | |
note_map[note_name] = i | |
key = note_map[note] + ((octave - 1) * 12) + 1 | |
return a_440 * pow(2, (key - 46) / 12.0) | |
def __init__(self, name, program=0, key='A', octave=4, volume=100, tempo=60): | |
self.name = name | |
self.mid_filename = name + '.mid' | |
self.tmp_filename = self.name + "-" + "full" + ".wav" | |
self.key = key | |
self.octave = octave | |
self.note = str(key)+str(octave) | |
self.freq = Sample.note_to_freq(key, octave) | |
self.file = MIDIFile(1, adjust_origin=True) | |
self.file.addTempo(0, 0, tempo) | |
self.file.addProgramChange(0, 0, 0, program) | |
self.file.addNote(0, 0, Note.note(self.note), 0, 1, volume) | |
def save(self): | |
with open(self.mid_filename, "wb") as out: | |
self.file.writeFile(out) | |
def make_wav(self): | |
self.save() | |
os.system("fluidsynth -l -i -a file %s %s -F %s -r 44100" % | |
(Sample.SOUNDFONT, self.mid_filename, self.tmp_filename)) | |
def transform_wav(self, suffix, start_s=0, duration=1, pitch_shift_hz=0, resample_hz=44100, resample_bits=16): | |
shift_cents = 0 | |
if pitch_shift_hz != 0: | |
shift_cents = 1200.0 * \ | |
math.log((self.freq + pitch_shift_hz) / self.freq, 2) | |
self.new_freq = self.freq + pitch_shift_hz | |
wav_file = self.name + "-" + \ | |
"%.3f" % (self.new_freq) + "-" + "S" + \ | |
str(pitch_shift_hz) + "-" + suffix + ".wav" | |
print("Writing ", wav_file, "with sample rate", | |
resample_hz, "and bit depth", resample_bits, ("(shift %s)" % shift_cents)) | |
os.system("sox -t raw -r 44100 -e signed -b 16 -c 2 %s -r %s -b %s %s norm -0.1 pitch %s remix 2 trim %f %f" % | |
(self.tmp_filename, resample_hz, resample_bits, wav_file, shift_cents, start_s, duration)) | |
def clean(self): | |
# Keep only transformed | |
os.remove(self.mid_filename) # Remove midi file | |
os.remove(self.tmp_filename) # Remove -full .wav file |
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