dgl
DGL provides a comprehensive Python library for deep learning on graphs, supporting frameworks like PyTorch, MXNet, and TensorFlow. Designed with scalability and performance in mind, it offers GPU-ready graph processing and a rich collection of GNN models and tutorials. DGL is widely used for graph-based machine learning with robust support for multi-GPU and distributed computing. It also includes a vibrant community for discussion, making it a valuable resource for both novice and experienced researchers.