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 torch
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# Load summarization models
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english_summarizer = pipeline("summarization", model="facebook/bart-large-cnn")
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arabic_summarizer = pipeline("summarization", model="google/mt5-small")
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def summarize_text(text, language):
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if language == 'English':
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summary = english_summarizer(text, max_length=130, min_length=30, do_sample=False)
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return summary[0]['summary_text']
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elif language == 'Arabic':
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summary = arabic_summarizer(text, max_length=130, min_length=30, do_sample=False)
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return summary[0]['summary_text']
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else:
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return "Unsupported Language"
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with gr.Blocks() as app:
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gr.Markdown("<h1 style='text-align: center;'>Text Summarization App</h1>")
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with gr.Row():
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with gr.Column():
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english_input = gr.Textbox(label="Enter English Text", placeholder="Type or paste your English text here...", lines=10)
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english_button = gr.Button("Summarize English")
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english_output = gr.Textbox(label="English Summary", interactive=False)
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with gr.Column():
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arabic_input = gr.Textbox(label="ادخل نص عربي", placeholder="اكتب أو الصق نصك العربي هنا...", lines=10)
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arabic_button = gr.Button("تلخيص عربي")
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arabic_output = gr.Textbox(label="ملخص عربي", interactive=False)
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english_button.click(summarize_text, inputs=[english_input, 'English'], outputs=english_output)
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arabic_button.click(summarize_text, inputs=[arabic_input, 'Arabic'], outputs=arabic_output)
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# Launch the interface
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if __name__ == "__main__":
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app.launch()
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