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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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sentiment_analyzer = pipeline("sentiment-analysis", model="nlptown/bert-base-multilingual-uncased-sentiment")
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def analyze_sentiment(text):
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result = sentiment_analyzer(text)
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sentiment = result[0]['label']
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return sentiment
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def update_language(language):
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if language == "العربية":
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return (
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gr.update(label="أدخل النص", placeholder="اكتب جملة أو فقرة هنا ^^..."),
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gr.update(label="المشاعر المتوقعة (من 1 إلى 5)"),
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"تحليل المشاعر"
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)
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else: # Default to English
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return (
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gr.update(label="Enter Text", placeholder="Type a sentence or paragraph here ^^..."),
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gr.update(label="Predicted Sentiment (1-5) star"),
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"Analyze Sentiment"
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)
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examples = [
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["I love this product! It's amazing!"],
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["This was the worst experience I've ever had."],
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["The movie was okay, not great but not bad either."],
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["Absolutely fantastic! I would recommend it to everyone."]
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]
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# Gradio
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with gr.Blocks() as demo:
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gr.Markdown("## Sentiment Analysis - Choose Language (Arabic or English)")
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language_choice = gr.Radio(["العربية", "English"], label="اختر اللغة", value="English")
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with gr.Row():
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with gr.Column():
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text_input = gr.Textbox(label="Enter Text", placeholder="Type a sentence or paragraph here ^^...")
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with gr.Column():
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output = gr.Textbox(label="Predicted Sentiment (1-5)", interactive=False)
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analyze_button = gr.Button("Analyze Sentiment")
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gr.Examples(examples=examples, inputs=text_input)
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analyze_button.click(analyze_sentiment, inputs=[text_input], outputs=output)
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language_choice.change(update_language, inputs=[language_choice], outputs=[text_input, output, analyze_button])
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demo.launch()
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