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ashutosh1919
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Commit
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38fe687
1
Parent(s):
91d3e9c
Adding Gradio App
Browse files- PerceptronSimulator.ipynb +0 -0
- gradio_app.py +43 -0
- requirements.txt +2 -1
PerceptronSimulator.ipynb
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gradio_app.py
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import gradio as gr
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import matplotlib
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import matplotlib.pyplot as plt
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from quantum_perceptron import Perceptron
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matplotlib.pyplot.switch_backend('Agg')
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def run_perceptron(
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num_qubits: int,
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input_value: int,
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weight_value: int,
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num_iters: int
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):
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p = Perceptron(num_qubits, weight_value, input_value)
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counts = p.measure_circuit(num_iters)
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prob_1 = counts.get('1', 0) / num_iters
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freq_hist = plt.figure()
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plt.bar(counts.keys(), counts.values(), width=0.5)
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for i, v in enumerate(list(counts.values())):
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plt.text(i, v+10, v)
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plt.xlabel('Measured State')
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plt.ylabel('Frequency of Measured State')
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plt.tight_layout()
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return prob_1, freq_hist
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app_inputs = [
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gr.Slider(1, 9, value=2, step=1, label="Number of Qubits"),
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gr.Number(value=12, label="Input Value", precision=0),
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gr.Number(value=13, label="Weight Value", precision=0),
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gr.Number(value=1000, label="Number of Measurement Iterations", precision=0),
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]
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app_outputs = [
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gr.Number(precision=2, label="Probability of Firing Perceptron"),
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gr.Plot(label="Distribution of Measurement Frequencies")
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]
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demo = gr.Interface(
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fn=run_perceptron,
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inputs=app_inputs,
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outputs=app_outputs,
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)
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demo.launch(share=True)
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requirements.txt
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@@ -2,4 +2,5 @@ numpy
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qiskit
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pycodestyle
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pytest
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mypy
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qiskit
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pycodestyle
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pytest
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mypy
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gradio
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