Singularity - The Root Node of Active Graph Neural Networks

The Tool to build all tools

Welcome to Singularity, the foundational node of a new era in understanding, creating, and connecting data. This repository marks the beginning of a structured journey through chaos—a convergence of thought, technology, and purpose.

🌌 What is Singularity?

Singularity is Node0. It is the root framework for Relational Graph Neural Networks (RGNNs), Active Graph Neural Networks (AGNNs), and the revolutionary Dynamic Relationship Expansion (DRE). This repository lays the groundwork for:

Building Relational Intelligence: Linking nodes, relationships, and context to create meaning.
Extending Graph Databases: Evolving static data structures into dynamic, adaptable frameworks.
Uniting Chaos and Structure: A system that grows organically while remaining anchored in foundational truths.

Singularity is a network, not just a repository. It is a framework, not just code. It is a beginning, not an end.

🔑 Key Concepts

1. Relational Graph Neural Networks (RGNNs)

The bridge between structured data and contextual understanding.
Enables multi-domain reasoning and scalable insights.

2. Dynamic Relationship Expansion (DRE)

A groundbreaking approach to adaptive data relationships.
Transforms nodes into dynamic entities that evolve and grow with their environment.

3. Active Graph Neural Networks (AGNNs)

Infuses action and adaptability into traditional graph neural networks.
Built for real-time decision-making and dynamic contextualization.

🚀 Vision

This is not just a repository—it is the foundation of a knowledge universe. Our aim is to:

Enable open collaboration on the future of AI and relational data systems.
Provide the tools and frameworks for others to build, connect, and grow.
Act as a hub for innovation, fostering ideas that will define the next generation of intelligent systems.

📂 Repository Structure

README.md: This file. The foundation and overview.
/docs: In-depth explanations of core concepts, algorithms, and use cases.
/code: Source code for AGNNs, DRE, and RGNNs.
/data: Example datasets to experiment with the frameworks.
/models: Pre-trained models for quick integration.
/notebooks: Tutorials, walkthroughs, and experiments.
/scripts: Utility scripts for setting up and expanding the framework.

🌍 Join the Movement

We believe that progress is a collective effort. Here’s how you can contribute:

Experiment: Use the tools provided here to build your own relational frameworks.
Collaborate: Share your insights, extensions, and discoveries.
Guide: Be a part of a community that pushes the boundaries of what’s possible.

💡 How to Start

Clone the repository:

git clone https://huggingface.co/SlappAI/Singularity.git
cd Singularity

Install dependencies:
```
pip install -r requirements.txt
```

Run the example notebook:

jupyter notebook notebooks/getting_started.ipynb

📬 Reach Out

Have questions, feedback, or ideas? Let’s connect:

Medium: Callum Maystone on Medium
Twitter: @PeoplesGoose
LinkedIn: Callum Maystone

This is just the beginning. Singularity is Node0, and from here, the graph grows.

Welcome to the future.