Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,40 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
import numpy as np
|
3 |
+
|
4 |
+
def entropy_calculator(values):
|
5 |
+
n = len(values)
|
6 |
+
|
7 |
+
counts = np.bincount(values)
|
8 |
+
probabilities = counts[np.nonzero(counts)] / n
|
9 |
+
|
10 |
+
result = 0
|
11 |
+
for i in range(len(probabilities)):
|
12 |
+
result = result - probabilities[i] * np.log(probabilities[i])/np.log(2)
|
13 |
+
|
14 |
+
return result
|
15 |
+
|
16 |
+
def function(values):
|
17 |
+
substrings = values.split(',')
|
18 |
+
return entropy_calculator(substrings)
|
19 |
+
|
20 |
+
value1 = gr.Textbox(lines=3, label="Values", placeholder="Please enter the values separated by commas...")
|
21 |
+
value2 = gr.Textbox(lines=3, label="Entropy", placeholder="Entropy...")
|
22 |
+
|
23 |
+
examples = [
|
24 |
+
["1,2,3,4,5,6,7,8,9"],
|
25 |
+
["1,1,1,1,1,1,1,1,2"],
|
26 |
+
["1,2,1,2,1,2,1,2,1"],
|
27 |
+
["8,8,8,8,8,8,8,8,8"],
|
28 |
+
["1,2,3,1,2,3,1,2,3"]
|
29 |
+
]
|
30 |
+
|
31 |
+
demo = gr.Interface(
|
32 |
+
fn=function,
|
33 |
+
inputs=value1,
|
34 |
+
outputs=value2,
|
35 |
+
title="Entropy calculator",
|
36 |
+
examples=examples,
|
37 |
+
description="Calculate the entropy of a set of values."
|
38 |
+
)
|
39 |
+
|
40 |
+
demo.launch(debug=True)
|