SharifahMal commited on
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Create app.py

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  1. app.py +29 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
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+
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+ tokenizer = AutoTokenizer.from_pretrained("ahmedabdo/arabic-summarizer-bart")
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+ model = AutoModelForSeq2SeqLM.from_pretrained("ahmedabdo/arabic-summarizer-bart")
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+
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+ def summarize_text(text):
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+ if not text.strip():
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+ return "Please enter some text to summarize."
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+ inputs = tokenizer(text, return_tensors="pt", max_length=1024, truncation=True)
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+ summary_ids = model.generate(inputs["input_ids"], min_length=10, max_length=100, length_penalty=2.0, num_beams=4, early_stopping=True)
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+ summary = tokenizer.decode(summary_ids[0], skip_special_tokens=True)
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+ return summary
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+
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+ # Define the Gradio interface
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+ with gr.Blocks() as demo:
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+ gr.Markdown("# تلخيص النصوص باستخدام نموذج BART")
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+
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+ with gr.Row():
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+ input_text = gr.Textbox(label="أدخل النص", placeholder="ضع النص هنا", lines=10)
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+
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+ summarize_button = gr.Button("أبدا التلخيص")
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+
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+ output_text = gr.Textbox(label="تلخيص النص", interactive=False)
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+
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+ summarize_button.click(summarize_text, inputs=input_text, outputs=output_text)
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+
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+ # Launch the app
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+ demo.launch()