Stgraph

We’re excited to introduce version 1.1.0 of STGraph, featuring significant improvements in dataset loading, testing, and documentation. Below are the highlights

What's New

* 📦 Dataset loaders now categorized into submodules (dynamic, static, temporal) by nithinmanoj10
* ⚡ Standardized graph data handling with caching for efficient processing by nithinmanoj10
* 🧪 Comprehensive PyTest coverage for all dataset loaders by nithinmanoj10
* 🧪 Scalable test scripts for GNN and TGNN layers across datasets by nithinmanoj10
* 📝 Brand new Read-the-docs documentation page for STGraph with tutorials, installation guide and API docs by nithinmanoj10
* 🧹 Ruff linter integrated; modules checked: `stgraph.dataset`, `stgraph.utils` by nithinmanoj10


New Contributors
* dependabot made their first contribution in https://github.com/bfGraph/STGraph/pull/115

Special ❤️ to JoelMathewC for reviewing the changes before finalizing the release

**Release Discussion**: Please head to the official v1.1.0 release notes discussion 143 to get a better idea about the new changes introduced

**Full Changelog**: https://github.com/bfGraph/STGraph/compare/v1.0.0...v1.1.0

🎉 STGraph Official v1 Release

Announcing the official _v1 release_ of __STGraph__, built on top of [Seastar](https://zenodo.org/records/4988602). STGraph is streamlined to have more reliable dependencies and supports execution out of the box. Additionally, we introduce support for TGNNs by introducing integrations with dynamic graph data structures.

Noting the immense amount of support provided by unnikrishnan-c and KevinJudeConcessao in making these changes.

What's Changed
* 🔥 Removed DGL Hack dependency by nithinmanoj10 and JoelMathewC
* 🤖 Making Seastar Backend Agnostic by nithinmanoj10 and JoelMathewC
* ➕ Added TGCN support for static-temporal graphs by nithinmanoj10 and JoelMathewC
* ➕ Added TGCN support for DTDGs by nithinmanoj10 and JoelMathewC
* ✨ Integrated PCSR and GPMA with STGraph for DTDG support by nithinmanoj10 and JoelMathewC
* ⚡ Optimized PCSR and GPMA integrations in STGraph by nithinmanoj10 and JoelMathewC
* 🕐 Benchmarked STGraph on 5 static-temporal and 5 DTDGs by nithinmanoj10 and JoelMathewC

**Full Changelog**: https://github.com/bfGraph/STGraph/commits/v1.0.0