Summary & Key Takeaways ​

• This article serves as a beginner's introduction to profiling in PyTorch.
• It specifically focuses on utilizing the torch.profiler tool.
• Profiling is essential for understanding and optimizing AI model performance.
• This is the first installment in a multi-part series on the topic.

Our Commentary ​

Profiling is one of those things you know you should do, but often put off. A beginner's guide to torch.profiler is genuinely helpful for anyone getting serious about optimizing their PyTorch models. It's not glamorous, but it's foundational work. I appreciate Hugging Face putting out these practical guides.