| | --- |
| | license: cc-by-nc-sa-4.0 |
| | language: |
| | - en |
| | pipeline_tag: graph-ml |
| | tags: |
| | - RelationalNeuralNetwork |
| | - RelationalGraphNeuralNetwork |
| | - ActiveGraphNeuralNetworks |
| | - DynamicRelationshipExpansion |
| | - Cube4D |
| | - ContextualAI |
| | - Blockchain |
| | - Progress |
| | - TheAnswer |
| | - '42' |
| | - Understanding |
| | --- |
| | |
| | # 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: |
| | 1. **Experiment**: Use the tools provided here to build your own relational frameworks. |
| | 2. **Collaborate**: Share your insights, extensions, and discoveries. |
| | 3. **Guide**: Be a part of a community that pushes the boundaries of what’s possible. |
| |
|
| | --- |
| |
|
| | ## **💡 How to Start** |
| |
|
| | 1. Clone the repository: |
| | ```bash |
| | git clone https://huggingface.co/SlappAI/Singularity.git |
| | cd Singularity |
| | ``` |
| |
|
| | 2. Install dependencies: |
| | ```bash |
| | pip install -r requirements.txt |
| | ``` |
| |
|
| | 3. Run the example notebook: |
| | ```bash |
| | jupyter notebook notebooks/getting_started.ipynb |
| | ``` |
| |
|
| | --- |
| |
|
| | ## **📬 Reach Out** |
| |
|
| | Have questions, feedback, or ideas? Let’s connect: |
| | - **Medium**: [Callum Maystone on Medium](https://medium.com/@callum_26623) |
| | - **Twitter**: [@PeoplesGoose](https://twitter.com/PeoplesGoose) |
| | - **LinkedIn**: [Callum Maystone](https://www.linkedin.com/in/callum-maystone) |
| |
|
| | --- |
| |
|
| | **This is just the beginning. Singularity is Node0, and from here, the graph grows.** |
| |
|
| | **Welcome to the future.** |
