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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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from transformers import pipeline
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import datetime
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# Load the Hugging Face model for weather prediction
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model = pipeline("text-classification", model="nlptown/bert-base-multilingual-uncased-sentiment")
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def predict_weather(description):
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# Use the Hugging Face model to predict the weather sentiment
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prediction = model(description)[0]
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# Map the sentiment prediction to weather categories
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if prediction['label'] == 'positive':
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weather = 'Sunny'
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elif prediction['label'] == 'negative':
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weather = 'Rainy'
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else:
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weather = 'Neutral'
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# Calculate tomorrow's date
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tomorrow = datetime.date.today() + datetime.timedelta(days=1)
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# Return the predicted weather and tomorrow's date
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return weather, tomorrow
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# Define the input field for the Gradio interface
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description_input = gr.inputs.Textbox(label="Weather Description")
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# Define the output fields for the Gradio interface
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weather_output = gr.outputs.Textbox(label="Predicted Weather")
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date_output = gr.outputs.Textbox(label="Tomorrow's Date")
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# Create the Gradio interface
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interface = gr.Interface(fn=predict_weather,
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inputs=description_input,
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outputs=[weather_output, date_output],
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title="Tomorrow's Weather Prediction",
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description="Predict tomorrow's weather based on description.")
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# Launch the Gradio interface
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interface.launch()
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