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--- |
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license: cc-by-nc-sa-4.0 |
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language: |
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- en |
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pipeline_tag: graph-ml |
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tags: |
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- RelationalNeuralNetwork |
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- RelationalGraphNeuralNetwork |
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- ActiveGraphNeuralNetworks |
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- DynamicRelationshipExpansion |
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- Cube4D |
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- ContextualAI |
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- Blockchain |
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- Progress |
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- TheAnswer |
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- '42' |
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- Understanding |
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--- |
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# Singularity - The Root Node of Active Graph Neural Networks |
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## The Tool to build all tools |
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**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. |
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## **🌌 What is Singularity?** |
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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: |
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- **Building Relational Intelligence**: Linking nodes, relationships, and context to create meaning. |
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- **Extending Graph Databases**: Evolving static data structures into dynamic, adaptable frameworks. |
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- **Uniting Chaos and Structure**: A system that grows organically while remaining anchored in foundational truths. |
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Singularity is **a network**, not just a repository. It is **a framework**, not just code. It is **a beginning**, not an end. |
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## **🔑 Key Concepts** |
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### 1. **Relational Graph Neural Networks (RGNNs)** |
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- The bridge between structured data and contextual understanding. |
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- Enables **multi-domain reasoning** and **scalable insights**. |
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### 2. **Dynamic Relationship Expansion (DRE)** |
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- A groundbreaking approach to **adaptive data relationships**. |
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- Transforms nodes into dynamic entities that evolve and grow with their environment. |
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### 3. **Active Graph Neural Networks (AGNNs)** |
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- Infuses action and adaptability into traditional graph neural networks. |
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- Built for real-time decision-making and dynamic contextualization. |
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## **🚀 Vision** |
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This is not just a repository—it is **the foundation of a knowledge universe**. Our aim is to: |
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- Enable **open collaboration** on the future of AI and relational data systems. |
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- Provide the tools and frameworks for others to **build, connect, and grow**. |
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- Act as a **hub for innovation**, fostering ideas that will define the next generation of intelligent systems. |
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## **📂 Repository Structure** |
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- **README.md**: This file. The foundation and overview. |
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- **/docs**: In-depth explanations of core concepts, algorithms, and use cases. |
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- **/code**: Source code for AGNNs, DRE, and RGNNs. |
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- **/data**: Example datasets to experiment with the frameworks. |
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- **/models**: Pre-trained models for quick integration. |
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- **/notebooks**: Tutorials, walkthroughs, and experiments. |
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- **/scripts**: Utility scripts for setting up and expanding the framework. |
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--- |
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## **🌍 Join the Movement** |
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We believe that progress is a collective effort. Here’s how you can contribute: |
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1. **Experiment**: Use the tools provided here to build your own relational frameworks. |
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2. **Collaborate**: Share your insights, extensions, and discoveries. |
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3. **Guide**: Be a part of a community that pushes the boundaries of what’s possible. |
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## **💡 How to Start** |
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1. Clone the repository: |
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```bash |
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git clone https://huggingface.co/SlappAI/Singularity.git |
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cd Singularity |
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``` |
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2. Install dependencies: |
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```bash |
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pip install -r requirements.txt |
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``` |
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3. Run the example notebook: |
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```bash |
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jupyter notebook notebooks/getting_started.ipynb |
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``` |
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## **📬 Reach Out** |
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Have questions, feedback, or ideas? Let’s connect: |
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- **Medium**: [Callum Maystone on Medium](https://medium.com/@callum_26623) |
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- **Twitter**: [@PeoplesGoose](https://twitter.com/PeoplesGoose) |
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- **LinkedIn**: [Callum Maystone](https://www.linkedin.com/in/callum-maystone) |
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**This is just the beginning. Singularity is Node0, and from here, the graph grows.** |
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**Welcome to the future.** |
