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Create app.py
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app.py
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import streamlit as st
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from transformers import pipeline
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import gc
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st.header("Sentiment Analysis")
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st.subheader("Input text. Submit. The machine will classify the text as positive, negative and neutral and display probabilities.")
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st.caption("Input text and press control + enter.")
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classifier = pipeline("zero-shot classification", model='facebook/bart-large-mnli')
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text = st.text_area("Input text and press control + enter.")
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candidate_labels = ['positive', 'negative', 'neutral']
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if text:
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out = classifier(text, candidate_labels)
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st.json(out)
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del out
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gc.collect()
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