Delete app.py
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app.py
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import streamlit as st
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import openai
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from langchain.docstore.document import Document
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from langchain.text_splitter import CharacterTextSplitter
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from langchain.chains.summarize import load_summarize_chain
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def generate_response(txt, openai_api_key):
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try:
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# Set up OpenAI API key
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openai.api_key = openai_api_key
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# Split text
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text_splitter = CharacterTextSplitter()
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texts = text_splitter.split_text(txt)
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# Create multiple documents
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docs = [Document(page_content=t) for t in texts]
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# Text summarization using langchain's summarization chain
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chain = load_summarize_chain(llm="openai", chain_type='map_reduce')
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return chain.run(docs)
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except Exception as e:
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st.error(f"An error occurred during summarization: {str(e)}")
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return None
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# Page title
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st.set_page_config(page_title='π¦π Text Summarization App')
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st.title('π¦π Text Summarization App')
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# Text input
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txt_input = st.text_area('Enter your text', '', height=200)
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# Form to accept user's text input for summarization
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response = None
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with st.form('summarize_form', clear_on_submit=True):
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openai_api_key = st.text_input('OpenAI API Key', type='password', disabled=not txt_input)
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submitted = st.form_submit_button('Submit')
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if submitted and openai_api_key.startswith('sk-'):
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with st.spinner('Calculating...'):
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response = generate_response(txt_input, openai_api_key)
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if response:
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st.info(response)
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# Instructions for getting an OpenAI API key
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st.subheader("Get an OpenAI API key")
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st.write("You can get your own OpenAI API key by following the instructions:")
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st.write("""
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1. Go to [OpenAI API Keys](https://platform.openai.com/account/api-keys).
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2. Click on the `+ Create new secret key` button.
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3. Next, enter an identifier name (optional) and click on the `Create secret key` button.
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""")
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