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48ae580
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Parent(s):
22d6db5
Upload 3 files
Browse files- app.py +14 -0
- engine.py +20 -0
- requirements.txt +0 -0
app.py
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from engine import SentimentAnalyzer
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import streamlit as st
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setiment_analysis = SentimentAnalyzer()
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st.title("User Sentiment Analysis")
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sentence = st.text_input("Enter a sentence:")
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if sentence:
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label = setiment_analysis.get_sentiment(sentence)
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st.write(f"Sentiment analysis result: {label}")
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engine.py
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from transformers import pipeline
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class SentimentAnalyzer:
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def __init__(self) -> None:
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self.analyzer = pipeline("sentiment-analysis", model = "distilbert-base-uncased-finetuned-sst-2-english")
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def score_sentiment(self, sentence: str) -> float:
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return self.analyzer(sentence)[0]
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def get_sentiment(self, sentence: str) -> str:
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sentiment_score = self.score_sentiment(sentence)
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return sentiment_score['label']
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if __name__ == "__main__":
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sentence = "This place is good"
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sentiment_analyzer = SentimentAnalyzer()
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print(sentiment_analyzer.get_sentiment(sentence))
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requirements.txt
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Binary file (72 Bytes). View file
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