-
Notifications
You must be signed in to change notification settings - Fork 35
/
loudness_features.py
63 lines (52 loc) · 2.67 KB
/
loudness_features.py
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
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
'''
AAA lllllll lllllll iiii
A:::A l:::::l l:::::l i::::i
A:::::A l:::::l l:::::l iiii
A:::::::A l:::::l l:::::l
A:::::::::A l::::l l::::l iiiiiii eeeeeeeeeeee
A:::::A:::::A l::::l l::::l i:::::i ee::::::::::::ee
A:::::A A:::::A l::::l l::::l i::::i e::::::eeeee:::::ee
A:::::A A:::::A l::::l l::::l i::::i e::::::e e:::::e
A:::::A A:::::A l::::l l::::l i::::i e:::::::eeeee::::::e
A:::::AAAAAAAAA:::::A l::::l l::::l i::::i e:::::::::::::::::e
A:::::::::::::::::::::A l::::l l::::l i::::i e::::::eeeeeeeeeee
A:::::AAAAAAAAAAAAA:::::A l::::l l::::l i::::i e:::::::e
A:::::A A:::::A l::::::ll::::::li::::::ie::::::::e
A:::::A A:::::A l::::::ll::::::li::::::i e::::::::eeeeeeee
A:::::A A:::::A l::::::ll::::::li::::::i ee:::::::::::::e
AAAAAAA AAAAAAAlllllllllllllllliiiiiiii eeeeeeeeeeeeee
| ___| | | / _ \ | ___ \_ _| _
| |_ ___ __ _| |_ _ _ _ __ ___ ___ / /_\ \| |_/ / | | (_)
| _/ _ \/ _` | __| | | | '__/ _ \/ __| | _ || __/ | |
| || __/ (_| | |_| |_| | | | __/\__ \ | | | || | _| |_ _
\_| \___|\__,_|\__|\__,_|_| \___||___/ \_| |_/\_| \___/ (_)
___ _ _
/ _ \ | (_)
/ /_\ \_ _ __| |_ ___
| _ | | | |/ _` | |/ _ \
| | | | |_| | (_| | | (_) |
\_| |_/\__,_|\__,_|_|\___/
This will featurize folders of audio files if the default_audio_features = ['loudness_features']
Extracts loudness features.
For more information, check out PyLoudNorm documentation: https://github.com/csteinmetz1/pyloudnorm
'''
import soundfile as sf
import os
try:
import pyloudnorm as pyln
except:
os.system('pip3 install pyloudnorm==0.1.0')
import pyloudnorm as pyln
def loudness_featurize(audiofile):
'''
from the docs
https://github.com/danilobellini/audiolazy/blob/master/examples/formants.py
'''
data, rate = sf.read(audiofile) # load audio (with shape (samples, channels))
meter = pyln.Meter(rate) # create BS.1770 meter
loudness = meter.integrated_loudness(data) # measure loudness
# units in dB
features=[loudness]
labels=['Loudness']
print(dict(zip(labels,features)))
return features, labels