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import gradio as gr | |
from transformers import pipeline | |
# Load pre-trained sentiment analysis model from Hugging Face | |
classifier = pipeline("sentiment-analysis") | |
# Define the function to predict sentiment | |
def predict_sentiment(text): | |
result = classifier(text) | |
label = result[0]['label'] | |
confidence = result[0]['score'] | |
return f"Sentiment: {label}, Confidence: {confidence:.2f}" | |
# Gradio interface | |
interface = gr.Interface(fn=predict_sentiment, inputs="text", outputs="text", | |
title="Sentiment Analysis", description="Enter text to predict sentiment") | |
interface.launch(share=True) | |