Create app.py
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app.py
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# app.py
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import gradio as gr
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from arima_forecast import forecast
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def run_forecast(comm_code):
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pred, actual, mape = forecast(comm_code=int(comm_code))
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result_df = actual.to_frame(name="Actual")
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result_df["Forecast"] = pred
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return result_df, f"MAPE (Accuracy): {round(mape*100, 2)}%"
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iface = gr.Interface(
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fn=run_forecast,
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inputs=gr.Textbox(label="Enter COMM_CODE (e.g., 13011000)"),
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outputs=[
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gr.Dataframe(label="Forecast vs Actual"),
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gr.Text(label="Accuracy")
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],
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title="Commodity Price Forecast (ARIMA)",
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description="Enter a commodity code to forecast next 6 months using ARIMA."
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)
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iface.launch()
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