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| # Imports | |
| import gradio as gr | |
| from transformers import pipeline | |
| import torch | |
| print("Torch version:", torch.__version__) | |
| # Create the sentiment analysis pipeline | |
| sentiment_pipe = pipeline("sentiment-analysis") | |
| # Define analysis function | |
| def analyze_sentiment(text): | |
| result = sentiment_pipe(text)[0] | |
| label = result["label"] | |
| score = result["score"] | |
| if label == "POSITIVE": | |
| emoji = "π" | |
| img_url = "https://thepreachersword.com/wp-content/uploads/2017/05/cheerful.jpg" # cheerful | |
| sentiment_text = f"Positive sentiment detected! Confidence: {score:.2f} {emoji}" | |
| elif label == "NEGATIVE": | |
| emoji = "π" | |
| img_url = "https://cdn.pixabay.com/photo/2024/04/24/14/24/ai-generated-8717915_640.png" # sad | |
| sentiment_text = f"Negative sentiment detected! Confidence: {score:.2f} {emoji}" | |
| else: | |
| emoji = "π" | |
| img_url = "https://media.istockphoto.com/id/1453968261/photo/thoughtful-senior-man-looks-into-copy-space-as-he-stands-outdoors-in-nature.jpg?s=612x612&w=0&k=20&c=V6KOTTki3thkrDNqIG4QBvmpCAoqO9aQ-9mtSy2BR9k=" # neutral | |
| sentiment_text = f"Neutral or other sentiment detected. Confidence: {score:.2f} {emoji}" | |
| return sentiment_text, img_url | |
| # Create Gradio Blocks interface | |
| with gr.Blocks(theme=gr.themes.Default(primary_hue="teal")) as demo: | |
| gr.Markdown( | |
| """ | |
| # π Sentiment Analysis App | |
| Enter any text below to analyze its sentiment and see a matching mood image! | |
| """ | |
| ) | |
| text_input = gr.Textbox(label="Enter your text", placeholder="Write something here...") | |
| analyze_button = gr.Button("Analyze Sentiment π") | |
| output_text = gr.Textbox(label="Sentiment Result") | |
| output_image = gr.Image(label="Mood Image", interactive=False) | |
| analyze_button.click(fn=analyze_sentiment, inputs=text_input, outputs=[output_text, output_image]) | |
| # Launch the app | |
| demo.launch() |