/IntelliVend32

Primary LanguagePython

Section 32 Document Analyzer

This project provides a comprehensive tool for analyzing Section 32 documents from PDF files. It uses the Nougat model to extract text from PDFs and leverages AI agents to generate a detailed review of the document's contents.

Features

  • Extract text from PDF files using the Nougat model
  • Generate comprehensive reviews of Section 32 documents using AI agents
  • Analyze the document from multiple perspectives: legal, buyer's agent, and conveyancer
  • Provide a refined output highlighting potential issues and areas of concern

Requirements

  • Python 3.7+
  • MLX Nougat
  • Transformers
  • Requests
  • python-dotenv

Installation

  1. Clone this repository
  2. Install the required packages:
pip install mlx-nougat transformers requests python-dotenv
  1. Set up your Anthropic API key in a .env file:
ANTHROPIC_API_KEY=your_api_key_here

Usage

Run the script from the command line with the following options:

python main.py --input path/to/your/section32/pdf --output path/to/output/file.txt

Optional arguments:

  • --model: Specify the Nougat model to use (default: "mzbac/nougat-base-8bit-mlx")
  • --temperature: Set the temperature for Nougat's text prediction (default: 0.3)
  • --top_p: Set the top-p value for Nougat's token sampling (default: 0.95)
  • --repetition_penalty: Set the repetition penalty for Nougat's output (default: 1.2)

How it works

  1. The script extracts text from the provided PDF using the Nougat model.
  2. It then uses AI agents to analyze the extracted text from different perspectives:
    • Legal review
    • Buyer's agent review
    • Conveyancer review
  3. The results are refined and combined into a comprehensive report highlighting potential issues and areas of concern.
  4. The final report is either printed to the console or saved to the specified output file.

Limitations

The results generated by this tool can be inaccurate and highly depend on the quality of the PDF-to-text extraction process. Current extraction methods don't work well with diagrams, which may lead to incomplete or misinterpreted information. This tool should be used as a supplementary aid only and not as a substitute for professional legal advice. Always consult with qualified professionals when making important decisions related to property transactions.