A Beginner's Guide to Profiling in PyTorch with torch.profiler

A beginner-friendly guide to using PyTorch's torch.profiler for performance optimization. The article explains why profiling is essential for understanding and improving model performance (whether for LLM token throughput, inference speed, or training loop efficiency), acknowledg