The Hugging Face team details how to use the PyTorch Profiler to identify bottlenecks in attention layers. This guide demonstrates pinpointing memory spikes and compute inefficiencies during the forward pass. It provides a technical blueprint for developers to optimize transformer performance. These steps help practitioners reduce latency in large-scale model deployments.