Create app.py
Browse files
app.py
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import gradio as gr
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import numpy as np
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def entropy_calculator(values):
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n = len(values)
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counts = np.bincount(values)
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probabilities = counts[np.nonzero(counts)] / n
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result = 0
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for i in range(len(probabilities)):
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result = result - probabilities[i] * np.log(probabilities[i])/np.log(2)
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return result
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def function(values):
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substrings = values.split(',')
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return entropy_calculator(substrings)
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value1 = gr.Textbox(lines=3, label="Values", placeholder="Please enter the values separated by commas...")
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value2 = gr.Textbox(lines=3, label="Entropy", placeholder="Entropy...")
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examples = [
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["1,2,3,4,5,6,7,8,9"],
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["1,1,1,1,1,1,1,1,2"],
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["1,2,1,2,1,2,1,2,1"],
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["8,8,8,8,8,8,8,8,8"],
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["1,2,3,1,2,3,1,2,3"]
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]
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demo = gr.Interface(
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fn=function,
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inputs=value1,
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outputs=value2,
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title="Entropy calculator",
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examples=examples,
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description="Calculate the entropy of a set of values."
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)
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demo.launch(debug=True)
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