Create app.py
Browse files
app.py
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import gradio as gr
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from transformers import pipeline
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def summarize_text(text, min_length, max_length):
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summarizer = pipeline("summarization", model="facebook/bart-large-cnn")
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summary = summarizer(
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text,
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min_length=min_length,
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max_length=max_length,
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do_sample=False
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)
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return summary[0]['summary_text']
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with gr.Blocks() as demo:
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gr.Markdown("## Adjustable Text Summarization")
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with gr.Row():
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input_text = gr.Textbox(
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label="Enter your text here",
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placeholder="Paste your text here...",
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lines=5
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)
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with gr.Row():
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min_length = gr.Slider(
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label="Minimum Length (Tokens)",
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minimum=10,
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maximum=50,
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value=10
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)
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max_length = gr.Slider(
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label="Maximum Length (Tokens)",
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minimum=50,
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maximum=150,
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value=100
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)
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with gr.Row():
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summarize_button = gr.Button("Generate Summary", variant="primary")
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with gr.Row():
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output_text = gr.Textbox(
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label="Generated Summary",
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lines=4
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)
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summarize_button.click(
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fn=summarize_text,
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inputs=[input_text, min_length, max_length],
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outputs=output_text
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)
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if __name__ == "__main__":
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demo.launch()
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