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Create Summary

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create a summary of a pdf

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+ from langchain.document_loaders import PyPDFLoader
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+ import gradio as gr
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+ loader = PyPDFLoader("whitepaper.pdf")
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+ documents = loader.load()
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+
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+ def summarize_pdf (pdf_file_path, custom_prompt=""):
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+ loader = PyPDFLoader(pdf_file_path)
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+ docs = loader.load_and_split()
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+ chain = load_summarize_chain(llm, chain_type="map_reduce")
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+ summary = chain.run(docs)
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+
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+ return summary
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+
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+ def main():
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+ input_pdf_path = gr.inputs.Textbox(label="Enter the PDF file path")
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+ output_summary = gr.outputs.Textbox(label="Summary")
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+
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+ interface = gr.Interface(
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+ fn = summarize_pdf,
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+ inputs = input_pdf_path,
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+ outputs = output_summary,
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+ title = "PDF Summarizer",
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+ description = "This app allows you to summarize your PDF files.",
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+ ).launch(share=True)
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+
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+