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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"] | |
return f"Sentiment: {label}\nConfidence: {score:.2f}" | |
# Create the Gradio interface | |
iface = gr.Interface( | |
fn=analyze_sentiment, | |
inputs=gr.Textbox(placeholder="Enter text to analyze..."), | |
outputs=gr.Textbox(), | |
title="Sentiment Analysis App", | |
description="Enter a sentence to determine its sentiment (positive or negative).", | |
examples=[ | |
["I love this product! It's amazing!"], | |
["I am very disappointed with the service."] | |
] | |
) | |
# Launch the app | |
if __name__ == "__main__": | |
iface.launch() |