TorchMetrics is a collection of 90+ PyTorch metrics implementations and an easy-to-use API to create custom metrics. It offers: * A standardized interface to increase reproducibility * Reduces Boilerplate * Distributed-training compatible * Rigorously tested * Automatic accumulation over batches * Automatic synchronization between multiple devices