PaulSouvik commited on
Commit
3332761
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1 Parent(s): b72364a

✨ Uploaded core app files for real-time sentiment analysis

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Includes app.py and requirements.txt using Gradio & Transformers

Files changed (2) hide show
  1. app.py +42 -0
  2. requirements.txt +3 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import pipeline
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+
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+ # Load the sentiment classification model
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+ classifier = pipeline("text-classification", model="distilbert-base-uncased-finetuned-sst-2-english")
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+
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+ # Define the function for Gradio interface
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+ def classify_sentiment(text):
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+ if not text.strip():
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+ return "⚠️ Please enter a sentence to analyze.", ""
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+ result = classifier(text)[0]
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+ label = result['label']
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+ confidence = round(result['score'] * 100, 2)
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+ return f"**Prediction:** {label}", f"**Confidence:** {confidence}%"
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+
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+ # Create Gradio interface
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+ with gr.Blocks() as demo:
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+ gr.Markdown("# 🔍 Real-Time Sentiment Classifier")
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+ gr.Markdown("""
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+ ### 💡 Model Instruction:
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+ This model is trained for binary sentiment classification — **Positive** and **Negative** only.
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+ Neutral or mixed opinions may be interpreted as leaning toward one side.
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+ For best results, input clearly positive or negative sentences.
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+ """)
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+
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+ with gr.Row():
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+ with gr.Column():
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+ text_input = gr.Textbox(
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+ label="Enter your sentence below 👇",
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+ placeholder='Example: "I love the features of this app!" or "The update ruined the experience."',
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+ lines=3
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+ )
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+ analyze_button = gr.Button("Analyze Sentiment")
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+
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+ with gr.Column():
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+ prediction_output = gr.Markdown()
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+ confidence_output = gr.Markdown()
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+
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+ analyze_button.click(fn=classify_sentiment, inputs=text_input, outputs=[prediction_output, confidence_output])
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+
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+ # Launch the app
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+ demo.launch()
requirements.txt ADDED
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+ transformers
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+ torch
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+ gradio