nn.LayerNorm Explained: Pre-Norm Transformers, LoRA, and vLLM Inference

nn.LayerNorm is cheap enough that a single call never appears on a profile. The problem is volume. Every token, every layer, every forward pass repeats the same arithmetic. When you measure energy across training or inference, that repetition turns a tiny computation into a recurring cost. Research…