PyTorch Geometric provides implementations of graph neural network layers, benchmark datasets, mini-batch loaders, and training utilities for working with structured data such as graphs, meshes, and point clouds. It supports multi-GPU training, torch.compile optimization, and implements methods from published geometric deep learning papers.