psychedelicbunny commited on
Commit
2391bdc
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1 Parent(s): 42fc5a0

Create app.py

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  1. app.py +26 -0
app.py ADDED
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+ import streamlit as st
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+ from transformers import pipeline, AutoTokenizer, AutoModelForSequenceClassification
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+ import torch
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+
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+ def sentiment_analysis(text, model_name):
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+ model = AutoModelForSequenceClassification.from_pretrained(model_name)
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+ tokenizer = AutoTokenizer.from_pretrained(model_name)
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+
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+ classifier = pipeline('sentiment-analysis', model=model, tokenizer=tokenizer)
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+ result = classifier(text)
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+
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+ return result[0]['label']
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+
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+ def main():
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+ st.title("Sentiment Analysis App")
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+ text = st.text_input("Enter text:")
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+ model_name = st.selectbox("Select a pretrained model", ["bert-base-uncased", "distilbert-base-uncased", "roberta-base"])
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+
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+ if st.button("Analyze"):
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+ with st.spinner('Analyzing...'):
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+ sentiment = sentiment_analysis(text, model_name)
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+ st.write("Sentiment:", sentiment)
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+
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+ if __name__ == '__main__':
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+ main()
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+