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| import streamlit as st | |
| from transformers import pipeline | |
| # Load summarization model | |
| def load_summarizer(): | |
| summarizer = pipeline("summarization", model="facebook/bart-large-cnn") | |
| return summarizer | |
| # Summarize input text | |
| def summarize_text(input_text, max_length=130, min_length=30): | |
| summarizer = load_summarizer() | |
| summary = summarizer(input_text, max_length=max_length, min_length=min_length, do_sample=False) | |
| return summary[0]['summary_text'] | |
| # Streamlit app interface | |
| def main(): | |
| st.title("Text Summarization App") | |
| # Input box for text to summarize | |
| input_text = st.text_area("Enter the text you want to summarize:", "Paste your article or text here...") | |
| # Slider for max and min length of the summary | |
| max_length = st.slider("Maximum length of summary:", min_value=50, max_value=300, value=130) | |
| min_length = st.slider("Minimum length of summary:", min_value=20, max_value=100, value=30) | |
| # Button to summarize | |
| if st.button("Summarize"): | |
| with st.spinner("Summarizing..."): | |
| summary = summarize_text(input_text, max_length=max_length, min_length=min_length) | |
| st.subheader("Summary") | |
| st.write(summary) | |
| # Run the app | |
| if __name__ == '__main__': | |
| main() | |