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Create app.py
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app.py
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import gradio as gr
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import os
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import openai
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from dotenv import load_dotenv, find_dotenv
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from langchain import OpenAI, PromptTemplate
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from langchain.chains.summarize import load_summarize_chain
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from langchain.document_loaders import PyPDFLoader
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_ = load_dotenv(find_dotenv())
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openai.api_key = os.environ['OPENAI_API_KEY']
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llm = OpenAI(temperature=0)
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def pdf_summarizer(pdf):
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loader = PyPDFLoader(pdf.name)
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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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return summary
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inputs = gr.File(label="Upload only a PDF file")
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outputs = gr.Textbox(label="PDF Summary")
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iface = gr.Interface(
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fn=pdf_summarizer,
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inputs=inputs,
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outputs=outputs
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title="PDF Summarizer",
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)
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iface.launch()
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