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| from transformers import pipeline | |
| import gradio as gr | |
| # Load the text classification pipeline | |
| pipe = pipeline("text-classification", model="CAMeL-Lab/bert-base-arabic-camelbert-mix-sentiment") | |
| # Define the function to classify text | |
| def classify_text(text): | |
| result = pipe(text) | |
| return f"Label: {result[0]['label']}, Score: {result[0]['score']:.2f}" | |
| # Create the Gradio interface | |
| demo = gr.Interface( | |
| fn=classify_text, | |
| inputs="text", | |
| outputs="text", | |
| title="Arabic Text Classification", | |
| description="Enter Arabic text to analyze its sentiment using CAMeL-Lab's Arabic BERT model." | |
| ) | |
| # Launch the Gradio app | |
| demo.launch() |