Create app.py
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app.py
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from transformers import pipeline
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import gradio as gr
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#This is a pipeline for text classification using the Arabic MARBERT model for news article classification from Hugging Face.
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Clasification = pipeline('text-classification', model='Ammar-alhaj-ali/arabic-MARBERT-news-article-classification')
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#This function will take and input then return the label and the score of that sentence.
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def classification_fun(news_article):
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results = Clasification(news_article)
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return results[0]['label'], results[0]['score']
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#CSS styling for the Gradio interface
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custom_css = """
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textarea, .gradio-output {
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direction: rtl;
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background-color: black;
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color: white;
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border: 2px solid #800020;
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border-radius: 5px;
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padding: 10px;
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}
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label {
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font-size: 18px;
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font-weight: bold;
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text-align: center;
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background-color: #800020;
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color: white;
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box-shadow: 2px 2px 5px rgba(0,0,0,0.2);
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padding: 5px;
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display: block;
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margin: 10px 0;
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}
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.gradio-container {
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background-color: black;
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padding: 20px;
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box-sizing: border-box;
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}
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"""
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my_model = gr.Interface(
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fn=classification_fun,
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inputs=gr.Textbox(label="News Articles", lines=10, placeholder="Enter your Article"),
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outputs=[gr.Textbox(label="Label of the Article"), gr.Number(label="Confidence Score")],
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css=custom_css
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)
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my_model.launch()
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