-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathdata_loader.py
More file actions
36 lines (30 loc) · 1.07 KB
/
data_loader.py
File metadata and controls
36 lines (30 loc) · 1.07 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
import os
import librosa
def load_audio_signals(data_path='./data', sr=48000, align_length='min'):
"""
Load audio signals from pre-defined paths:
- ./data/train/source_1.wav
- ./data/train/source_2.wav
- ./data/test/test_1.wav
"""
file_paths = {
'source_1': os.path.join(data_path, 'train', 'source_1.wav'),
'source_2': os.path.join(data_path, 'train', 'source_2.wav'),
'test': os.path.join(data_path, 'test', 'test_1.wav')
}
signals = {}
for key, path in file_paths.items():
signal, _ = librosa.load(path, sr=sr)
signals[key] = signal
if align_length == 'min':
min_len = min(len(sig) for sig in signals.values())
for key in signals:
if key == 'test':
mid = len(signals[key]) // 2
signals[key] = signals[key][mid:mid+min_len]
else:
signals[key] = signals[key][:min_len]
return signals, sr
def mix_signals(signal1, signal2, ratio=1.0):
signal1 = signal1[:len(signal2)]
return signal1 + ratio * signal2