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| import gradio as gr | |
| from transformers import pipeline | |
| # Load the sentiment analysis pipeline | |
| sentiment_pipeline = pipeline("sentiment-analysis") | |
| def analyze_sentiment(text): | |
| result = sentiment_pipeline(text)[0] | |
| label = result['label'] | |
| score = result['score'] | |
| if label == 'POSITIVE': | |
| emotion = "positive" | |
| elif label == 'NEGATIVE': | |
| emotion = "negative" | |
| else: | |
| emotion = "neutral" | |
| return f"Emotion: {emotion}\nConfidence: {score:.2f}" | |
| # Create the Gradio interface | |
| iface = gr.Interface( | |
| fn=analyze_sentiment, | |
| inputs=gr.Textbox(lines=5, placeholder="Enter your text here..."), | |
| outputs="text", | |
| title="Emotion Analysis", | |
| description="Analyze the sentiment of your text using Hugging Face Transformers." | |
| ) | |
| # Launch the app | |
| iface.launch() |