NeuraDoc: The Ultimate Document Processing Powerhouse

NeuraDoc is a cutting-edge Python package that parses and transforms various document formats into LLM-ready data, complete with intelligent element classification. Whether you’re processing PDFs, Word files, Excel sheets, or even images, NeuraDoc brings all your content together — efficiently and accurately — for seamless AI/ML integration.

Comprehensive Feature Set

Multi-Format Support

• Versatile Document Parsing:
  NeuraDoc supports over 10 different formats including:
• PDF (.pdf)
• Microsoft Word (.docx, .doc)
• Plain Text (.txt)
• Microsoft Excel (.xlsx, .xls)
• HTML (.html, .htm)
• XML (.xml)
• Images (.jpg, .jpeg, .png, .gif)
• Microsoft PowerPoint (.pptx, .ppt)
• CSV (.csv)
• JSON (.json)
• Markdown (.md)

Element Extraction & Classification

• Intelligent Extraction:
  Extract text, images, tables, diagrams, and code blocks with precision.
• Element Classification:
  Automatically classify each extracted element by type, ensuring your data is organized for further processing.
• Smart Positioning:
  Retain and organize the positional context of each element to preserve the document’s logical structure.

LLM Integration

• Tokenized Data:
  Convert extracted content into tokenized structures optimized for large language models.
• Chunking for Efficiency:
  Break down documents into manageable chunks to facilitate prompt engineering and efficient LLM processing.

Memory Efficiency

• Optimized Processing:
  Designed to handle large documents without compromising on performance, ensuring fast and reliable parsing.

Optional Dependencies for Enhanced Functionality

• OCR Support:
  Extract text from scanned images and PDFs.
• Advanced Table Extraction:
  Enhance your ability to accurately extract and process table data.
• NLP Capabilities:
  Integrate natural language processing features for deeper analysis.
• Transformer Model Support:
  Seamlessly connect with transformer models for advanced processing.
• Web Interface:
  Easily deploy a user-friendly web interface for document processing.

Installation Made Simple

Basic Installation

Install the core package directly from PyPI:

pip install neuradoc

Installation with Optional Dependencies

Tailor NeuraDoc to your specific needs:

# Install with OCR support
pip install neuradoc[ocr]

# Install with advanced table extraction
pip install neuradoc[tables]

# Install with NLP capabilities
pip install neuradoc[nlp]

# Install with transformer model support
pip install neuradoc[transformers]

# Install with web interface
pip install neuradoc[web]

# Install with all optional dependencies
pip install neuradoc[ocr,tables,nlp,transformers,web]

Quick Start Guide

Basic Usage Example

import neuradoc

# Load and parse a document
doc = neuradoc.load_document("path/to/your/document.pdf")

# Extract all text content
text = doc.get_text_content()

# Extract tables and images
tables = doc.get_tables()
images = doc.get_images()

# Save extracted content in different formats
doc.save("output.json", format="json")
doc.save("output.md", format="markdown")
doc.save("output.txt", format="text")

Advanced Usage Example

import neuradoc
from neuradoc.models.element import ElementType
from neuradoc.transformers.llm_transformer import chunk_document

# Load document
doc = neuradoc.load_document("document.docx")

# Filter elements by type
headings = doc.get_elements_by_type(ElementType.HEADING)
code_blocks = doc.get_elements_by_type(ElementType.CODE)

# Transform document into chunks for LLM processing
chunks = chunk_document(doc, max_chunk_size=1000, overlap=100)

# Process each chunk with your LLM implementation
for chunk in chunks:
    print(f"Chunk: {len(chunk)} characters")

Using the Web Interface

NeuraDoc includes a built-in web interface for quick demos and non-technical use:

# Install web dependencies
pip install neuradoc[web]

# Run the web server
python -m neuradoc.web.app

Inspiring Project Ideas

NeuraDoc’s versatility opens up a world of possibilities. Here are some project ideas to spark your creativity:

1. Intelligent Document Search Engine:
   Build a search engine that parses and indexes various document types. Integrate a vector database to perform semantic searches, making it easier to retrieve contextually relevant information.
2. Automated Research Paper Summarizer:
   Develop a tool that ingests academic papers, extracts key elements, and generates concise summaries, aiding researchers and students in quickly digesting large volumes of literature.
3. Enterprise Document Management System:
   Create a system to manage internal documents such as reports, policies, and regulatory filings. Use NeuraDoc to classify and store document content, ensuring efficient retrieval and compliance tracking.
4. Chatbot with Document Insights:
   Integrate NeuraDoc with a chatbot to provide real-time answers based on company manuals, FAQs, or legal documents. Enhance the chatbot with retrieval-augmented generation (RAG) to ensure accurate and context-aware responses.
5. Educational Content Generator:
   Transform textbooks, lecture notes, and study materials into interactive, digital content. Leverage NeuraDoc to extract and organize educational resources, making learning more engaging and accessible.
6. Financial Report Analyzer:
   Develop a tool that parses annual reports, extracts financial tables and narratives, and generates insightful analyses. This can be particularly useful for investors and financial analysts.

Contributing & Licensing

NeuraDoc is open source and licensed under the MIT License. Contributions are welcome — feel free to fork the repository, submit pull requests, and help evolve this innovative tool.

Conclusion

NeuraDoc is the all-in-one solution for transforming diverse documents into structured, actionable data for modern AI workflows. With its extensive feature set, user-friendly interface, and robust integration capabilities, NeuraDoc is perfect for a wide range of applications — from intelligent search engines and chatbots to enterprise document management systems and beyond.

Embrace the future of document processing with NeuraDoc — where innovation meets practicality, and every document is a gateway to intelligent insights.

Ready to get started?
Install NeuraDoc today:

pip install neuradoc

Explore more and join the community at NeuraDoc on PyPI.