Sharvesh commited on
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Upload check.py

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check.py ADDED
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+ # import necessary libraries
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+ import streamlit as st
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+ from transformers import BartForConditionalGeneration, BartTokenizer
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+
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+ # Load BART model and tokenizer
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+ model_name = "facebook/bart-large-cnn"
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+ model = BartForConditionalGeneration.from_pretrained(model_name)
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+ tokenizer = BartTokenizer.from_pretrained(model_name)
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+
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+ # Streamlit app
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+ st.title("ANavya Text Summarizer")
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+
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+ # Create a text input box
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+ text_input = st.text_area("Enter Text Here:")
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+
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+ # Function to summarize text
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+ def summarize_text(text):
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+ input_ids = tokenizer.encode(text, return_tensors="pt", max_length=1024, truncation=True)
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+ summary_ids = model.generate(input_ids, max_length=150, min_length=40, length_penalty=2.0, num_beams=4, early_stopping=True)
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+ summary = tokenizer.decode(summary_ids[0], skip_special_tokens=True)
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+ return summary
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+
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+ # Create a submit button
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+ if st.button("Submit", key="ANavya"):
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+ if text_input:
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+ st.subheader("Summary:")
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+ summary = summarize_text(text_input)
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+ st.write(summary)
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+
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+ # Display a footer or additional information
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+ st.sidebar.markdown("Created by [Team Anavya]")
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+