A new technical guide from Hugging Face details how to profile attention mechanisms using PyTorch. The tutorial demonstrates identifying bottlenecks in transformer layers through specific profiling tools. It provides a practical framework for optimizing memory and compute. Developers can now pinpoint exactly where attention heads slow down inference.