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Create app.py
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app.py
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import gradio as gr
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def simulate_tuning(learning_rate, epochs, batch_size):
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score = 100 - (learning_rate * 100) + (epochs * 0.3) - (batch_size * 0.05)
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return f"Estimated score: {score:.2f}"
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with gr.Blocks() as rnd_app:
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gr.Markdown("# Nexa R&D Tuning Sandbox")
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lr = gr.Slider(0.0001, 0.1, value=0.01, label="Learning Rate")
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epochs = gr.Slider(1, 100, value=10, step=1, label="Epochs")
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batch = gr.Slider(1, 512, value=32, step=1, label="Batch Size")
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output = gr.Textbox(label="Simulated Result")
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run = gr.Button("Run Simulation")
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run.click(simulate_tuning, inputs=[lr, epochs, batch], outputs=output)
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rnd_app.launch()
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