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import gradio as gr
import numpy as np
def entropy(X):
n = len(X)
counts = np.bincount(X)
probs = counts[np.nonzero(counts)] / n
en = 0
for i in range(len(probs)):
en = en - probs[i] * np.log(probs[i])/np.log(2)
return en
def string_to_list(string):
# Divide the string into a list of substrings separated by commas
substrings = string.split(',')
# Convert each substring to an integer and add to a list
response = substrings
return response
def function(valores):
return entropy(string_to_list(valores))
value1 = gr.Textbox(lines=3, label="Values", placeholder="Please enter the values separated by commas...")
value2 = gr.Textbox(lines=3, label="Result", placeholder="Result...")
examples = [
["1,2,3,4,5,6,7,8,9"],
["1,1,1,1,1,1,1,1,2"],
["1,2,1,2,1,2,1,2,1"],
["8,8,8,8,8,8,8,8,8"],
["1,2,3,1,2,3,1,2,3"]
]
demo = gr.Interface(
fn=function,
inputs=value1,
outputs=value2,
title="Entropy calculator",
examples=examples,
description="Calculate the entropy of a set of numbers."
)
demo.launch(debug=True) |