The Hugging Face team detailed a profiling workflow to identify bottlenecks in attention layers. They use PyTorch profiler tools to map compute costs to specific model operations. This guide helps developers reduce latency by pinpointing inefficient tensor operations. It is a practical technical deep-dive for those optimizing transformer inference speeds.