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import gradio as gr | |
from train import WeatherPredictor | |
# Initialize the predictor | |
predictor = WeatherPredictor('basel-weather.csv') | |
predictor.load_model('weather_predictor.pth') | |
def predict_weather(input_date): | |
# Use a dictionary to return JSON-like data | |
result = predictor.predict(input_date) | |
return { | |
"temperature": result['temp'], | |
"precipitation": result['precip'], | |
"snow": result['snow'], | |
"windspeed": result['windspeed'] | |
} | |
# Create Gradio interface | |
app = gr.Interface( | |
fn=predict_weather, | |
inputs=gr.Textbox(label="Enter Date (dd/mm/yy)"), | |
outputs=gr.JSON(label="Weather Prediction"), # Change outputs to JSON | |
title="Weather Predictor", | |
description="Enter a date to get weather predictions in JSON format." | |
) | |
# Launch the interface | |
if __name__ == "__main__": | |
app.launch() |