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Update app.py
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app.py
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@@ -2,29 +2,28 @@ import streamlit as st
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from transformers import pipeline
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def main():
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#
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st.title("π Financial Text Summarization
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st.write("
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# User input area
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user_input = st.text_area("Text Input π", height=
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#
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# Ensuring the pipeline is loaded inside the function to prevent re-loading on every interaction
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if 'summarizer' not in st.session_state:
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st.session_state
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# Button to
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if st.button("Generate Summary"):
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if user_input:
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# Generating summary
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with st.spinner('Generating summary...'):
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summary = summary_result[0]['summary_text']
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st.write("Summary π:")
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st.write(summary)
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else:
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st.error("Please enter some text to
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if __name__ == "__main__":
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main()
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from transformers import pipeline
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def main():
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# Streamlit app interface design
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st.title("π Financial Text Summarization")
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st.write("Please enter the financial text below to generate a concise summary:")
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# User input area for text
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user_input = st.text_area("Text Input π", height=300)
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# Initialize the summarization pipeline only once using st.session_state
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if 'summarizer' not in st.session_state:
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st.session_state.summarizer = pipeline("summarization", model="human-centered-summarization/financial-summarization-pegasus")
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# Button to generate summary
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if st.button("Generate Summary"):
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if user_input:
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with st.spinner('Generating summary...'):
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# Generating the summary from the input text
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summary_result = st.session_state.summarizer(user_input, max_length=130, min_length=30, do_sample=False)
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summary = summary_result[0]['summary_text']
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st.write("Summary π:")
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st.write(summary)
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else:
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st.error("Please enter some text to generate a summary.")
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if __name__ == "__main__":
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main()
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