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| import gradio as gr | |
| from transformers import pipeline | |
| # Load the sentiment analysis pipeline | |
| sentiment_pipeline = pipeline("sentiment-analysis") | |
| # Function to analyze sentiment | |
| def analyze_sentiment(text): | |
| result = sentiment_pipeline(text)[0] | |
| return f"Sentiment: {result['label']} (Confidence: {result['score']:.2f})" | |
| # Custom CSS for styling | |
| custom_css = """ | |
| #interface-container { | |
| background-color: #f0f4f8; | |
| font-family: Arial, sans-serif; | |
| } | |
| #title { | |
| color: #2c3e50; | |
| font-size: 28px; | |
| font-weight: bold; | |
| text-align: center; | |
| margin-bottom: 20px; | |
| } | |
| #description { | |
| color: #7f8c8d; | |
| font-size: 16px; | |
| text-align: center; | |
| margin-bottom: 40px; | |
| } | |
| #input-box { | |
| background-color: #ffffff; | |
| border-radius: 8px; | |
| padding: 15px; | |
| font-size: 16px; | |
| border: 2px solid #ccd1d9; | |
| } | |
| #output-box { | |
| background-color: #ffffff; | |
| border-radius: 8px; | |
| padding: 20px; | |
| font-size: 16px; | |
| color: #16a085; | |
| font-weight: bold; | |
| border: 2px solid #16a085; | |
| margin-top: 10px; | |
| } | |
| #submit-button { | |
| background-color: #16a085; | |
| color: white; | |
| border: none; | |
| padding: 12px 25px; | |
| border-radius: 8px; | |
| font-size: 16px; | |
| font-weight: bold; | |
| cursor: pointer; | |
| transition: background-color 0.3s ease; | |
| } | |
| #submit-button:hover { | |
| background-color: #1abc9c; | |
| } | |
| """ | |
| # Create Gradio Interface | |
| iface = gr.Interface( | |
| fn=analyze_sentiment, | |
| inputs=gr.Textbox(label="Enter Text", placeholder="Type your sentence here...", elem_id="input-box"), | |
| outputs=gr.Text(label="Sentiment Analysis Result", elem_id="output-box"), | |
| title="Sentiment Analysis API", | |
| description="๐ Enter a sentence, and the model will predict if it's POSITIVE or NEGATIVE.", | |
| theme="compact", | |
| css=custom_css | |
| ) | |
| # Launch the interface | |
| iface.launch() | |