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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 pdfplumber
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import openai
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import os
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# Set your OpenAI API key (set it in Hugging Face Secrets for security)
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openai.api_key = os.getenv("AIzaSyB9xXfstwZf8htC-lTjD3nwCHChbh-zWtg")
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client = openai.OpenAI()
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def analyze_pdf(pdf_file):
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# Extract text from PDF
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with pdfplumber.open(pdf_file) as pdf:
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text = "\n".join([page.extract_text() or "" for page in pdf.pages])
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if not text.strip():
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return "No readable text found in the PDF."
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# Build the prompt
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prompt = f"""Analyze the following research paper content:
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{text}
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Please:
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1. Summarize each section of the paper.
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2. Identify any potential research gaps.
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3. Provide constructive suggestions for improving the paper."""
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# Send to OpenAI
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response = client.chat.completions.create(
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model="gpt-3.5-turbo", # or "gpt-4"
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messages=[
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{"role": "user", "content": prompt}
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],
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temperature=0.7,
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max_tokens=2000
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)
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result = response.choices[0].message.content
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return result
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# Gradio UI
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iface = gr.Interface(
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fn=analyze_pdf,
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inputs=gr.File(label="Upload Research Paper (PDF)", file_types=[".pdf"]),
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outputs=gr.Textbox(label="Critique Output", lines=30),
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title="🧠 Research Paper Critique Generator",
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description="Upload a research paper PDF to get summaries, research gaps, and improvement suggestions using GPT."
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)
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iface.launch()
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