hardik90 commited on
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14d4d32
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1 Parent(s): df5df47

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
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+
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+ # Load summarization model from Hugging Face
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+ summarizer = pipeline("summarization", model="google/pegasus-xsum")
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+
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+ # Streamlit UI
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+ def main():
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+ st.title("Text Summarization App")
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+
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+ # User input
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+ user_input = st.text_area("Enter your text for summarization:")
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+
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+ if st.button("Generate Summary"):
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+ if user_input:
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+ # Perform summarization
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+ summary = summarizer(user_input, max_length=150, min_length=50, length_penalty=2.0, num_beams=4)[0]['summary_text']
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+
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+ # Display result
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+ st.write("Summary:")
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+ st.write(summary)
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+ else:
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+ st.warning("Please enter some text for summarization.")
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+
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+ if __name__ == "__main__":
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+ main()