Spaces:
Runtime error
Runtime error
Update app.py
Browse files
app.py
CHANGED
@@ -0,0 +1,54 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from math import log2, pow
|
2 |
+
|
3 |
+
import matplotlib.pyplot as plt
|
4 |
+
import numpy as np
|
5 |
+
from scipy.fftpack import fft
|
6 |
+
|
7 |
+
import gradio as gr
|
8 |
+
|
9 |
+
A4 = 440
|
10 |
+
C0 = A4 * pow(2, -4.75)
|
11 |
+
name = ["C", "C#", "D", "D#", "E", "F", "F#", "G", "G#", "A", "A#", "B"]
|
12 |
+
|
13 |
+
|
14 |
+
def get_pitch(freq):
|
15 |
+
h = round(12 * log2(freq / C0))
|
16 |
+
n = h % 12
|
17 |
+
return name[n]
|
18 |
+
|
19 |
+
|
20 |
+
def main_note(audio):
|
21 |
+
rate, y = audio
|
22 |
+
if len(y.shape) == 2:
|
23 |
+
y = y.T[0]
|
24 |
+
N = len(y)
|
25 |
+
T = 1.0 / rate
|
26 |
+
x = np.linspace(0.0, N * T, N)
|
27 |
+
yf = fft(y)
|
28 |
+
yf2 = 2.0 / N * np.abs(yf[0 : N // 2])
|
29 |
+
xf = np.linspace(0.0, 1.0 / (2.0 * T), N // 2)
|
30 |
+
|
31 |
+
volume_per_pitch = {}
|
32 |
+
total_volume = np.sum(yf2)
|
33 |
+
for freq, volume in zip(xf, yf2):
|
34 |
+
if freq == 0:
|
35 |
+
continue
|
36 |
+
pitch = get_pitch(freq)
|
37 |
+
if pitch not in volume_per_pitch:
|
38 |
+
volume_per_pitch[pitch] = 0
|
39 |
+
volume_per_pitch[pitch] += 1.0 * volume / total_volume
|
40 |
+
return volume_per_pitch
|
41 |
+
|
42 |
+
|
43 |
+
iface = gr.Interface(
|
44 |
+
main_note,
|
45 |
+
"audio",
|
46 |
+
gr.outputs.Label(num_top_classes=4),
|
47 |
+
examples=[
|
48 |
+
["audio/recording1.wav"],
|
49 |
+
["audio/cantina.wav"],
|
50 |
+
],
|
51 |
+
interpretation="default",
|
52 |
+
)
|
53 |
+
|
54 |
+
iface.launch()
|