TorchDrug is a PyTorch-based machine learning toolbox designed for drug discovery applications. It provides easy implementation of graph operations with GPU support and enables rapid prototyping of machine learning research using graph neural networks. The library is built on PyTorch and targets practitioners working with molecular data and protein structures.