Spaces:
Running
Running
jonwiese
commited on
Commit
•
13d2dd0
1
Parent(s):
3c18678
init
Browse files- app.py +29 -0
- requirements.txt +5 -0
- weather_predictor.pth +3 -0
app.py
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import gradio as gr
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from train import WeatherPredictor
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# Initialize the predictor
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predictor = WeatherPredictor('basel-weather.csv')
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predictor.load_model('weather_predictor.pth')
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@spaces.GPU
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def predict_weather(input_date):
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result = predictor.predict(input_date)
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return result['temp'], result['precip'], result['snow'], result['windspeed']
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# Create Gradio interface
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app = gr.Interface(
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fn=predict_weather,
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inputs=gr.Textbox(label="Enter Date (dd/mm/yy)"),
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outputs=[
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gr.Textbox(label="Temperature"),
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gr.Textbox(label="Precipitation"),
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gr.Textbox(label="Snow"),
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gr.Textbox(label="Windspeed")
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],
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title="Weather Predictor",
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description="Enter a date to get weather predictions."
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)
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# Launch the interface
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if __name__ == "__main__":
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app.launch()
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requirements.txt
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pandas==2.1.4
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scikit-learn==1.3.2
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numpy==1.26.2
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gradio
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torch==2.1.2
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weather_predictor.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:c67235436c311635e3c066447935a1b1a7cb3904628f5a8299eb82d24dc298d2
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size 3756
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