Update app.py
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app.py
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import openai
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import matplotlib.pyplot as plt
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from docx import Document
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from docx.shared import Inches
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from huggingface_hub import get_secret_value # Import secret retrieval function
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# β
Retrieve API key securely from Hugging Face secret store
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try:
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OPENAI_API_KEY = get_secret_value("OPENAI_API_KEY") # Fetch stored API key
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except Exception as e:
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raise RuntimeError("Failed to retrieve OpenAI API Key from Hugging Face Secrets.") from e
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# β
Configure OpenAI API Key
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openai.api_key = OPENAI_API_KEY
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def generate_text(prompt):
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"""Generate text using OpenAI GPT securely"""
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response = openai.ChatCompletion.create(
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model="gpt-4",
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messages=[
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{"role": "system", "content": "You are a banking expert creating an FSD."},
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{"role": "user", "content": prompt}
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]
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)
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return response["choices"][0]["message"]["content"]
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# β
Create Word Document
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doc = Document()
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doc.add_heading('Functional Specification Document (FSD)', level=1)
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doc.add_paragraph("**Project Name:** Banking Loan & Fraud Detection System")
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doc.add_paragraph("**Version:** 1.0")
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doc.add_paragraph("**Prepared By:** Your Name")
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doc.add_paragraph("**Date:** DD/MM/YYYY")
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# β
Generate FSD Content
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doc.add_page_break()
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doc.add_heading("1. Introduction", level=2)
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intro_text = generate_text("Write a detailed introduction for a banking loan and fraud detection system FSD.")
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doc.add_paragraph(intro_text)
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# β
Add System Architecture Diagram
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doc.add_heading("6. System Architecture Diagram", level=2)
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fig, ax = plt.subplots(figsize=(6, 4))
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ax.text(0.5, 0.85, "Customer", fontsize=12, ha="center", bbox=dict(facecolor="lightblue", edgecolor="black"))
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ax.text(0.5, 0.65, "Banking System", fontsize=12, ha="center", bbox=dict(facecolor="lightgreen", edgecolor="black"))
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ax.text(0.3, 0.45, "Loan Processing", fontsize=12, ha="center", bbox=dict(facecolor="lightyellow", edgecolor="black"))
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ax.text(0.7, 0.45, "Fraud Detection", fontsize=12, ha="center", bbox=dict(facecolor="lightpink", edgecolor="black"))
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ax.text(0.5, 0.25, "Database", fontsize=12, ha="center", bbox=dict(facecolor="lightgray", edgecolor="black"))
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ax.set_xlim(0, 1)
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ax.set_ylim(0, 1)
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ax.set_xticks([])
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ax.set_yticks([])
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ax.set_frame_on(False)
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diagram_path = "/mnt/data/banking_system_architecture.png"
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plt.savefig(diagram_path)
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plt.close(fig)
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doc.add_picture(diagram_path, width=Inches(5))
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# β
Save the Word Document
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fsd_path = "/mnt/data/Banking_FSD.docx"
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doc.save(fsd_path)
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print(f"β
Functional Specification Document (FSD) generated successfully: {fsd_path}")
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