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Create app.py

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  1. app.py +25 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import pipeline
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+
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+ # Load the text-generation pipeline with Mistral model
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+ pipe = pipeline("text-generation", model="mistralai/Mistral-7B-Instruct-v0.3")
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+
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+ # Define the function to process user input
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+ def classify_text(text):
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+ prompt = "Classify the following text into a category or topic:"
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+ input_text = f"{prompt}\n{text}"
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+ results = pipe(input_text, max_length=100, num_return_sequences=1)
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+ return results[0]['generated_text']
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+
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+ # Create Gradio interface
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+ interface = gr.Interface(
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+ fn=classify_text,
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+ inputs=gr.Textbox(lines=4, placeholder="Enter your text here..."),
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+ outputs=gr.Textbox(lines=4),
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+ title="Text Classification with Mistral",
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+ description="Enter some text to classify it into a category or topic using the Mistral-7B-Instruct-v0.3 model."
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+ )
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+
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+ # Launch the app
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+ if __name__ == "__main__":
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+ interface.launch()