kapynDev Tools

Profiling in PyTorch (Part 1): A Beginner's Guide to torch.profiler

PyTorch's `torch.profiler` is a powerful tool for optimizing model performance. This guide introduces its core features, helping developers identify bottlenecks and improve inference speed by analyzing CPU and GPU execution times. Understanding these insights is crucial for efficiently deploying PyTorch models.

Hugging Face·May 29, 2026

Opening Kapyn…

Profiling in PyTorch (Part 1): A Beginner's Guide to torch.profiler — Kapyn