# From torch.profiler to Hardware Cycles: A Practical Profiling Playbook

**Published:** October 6, 2026
**Author:** PyTorch
**Source:** YouTube — PyTorch Official
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/from-torch-profiler-to-hardware-cycles-a-practical-profiling-playbook

AWS Trainium: designed from the ground up for next generation AI training and inference is now a standard PyTorch device. When you need to optimize, the tools are built in. Esha Lakhotia and Pinak Panigrahi of Amazon Web Services will walk you from torch.profiler capture to…

> From the original source: **YouTube — PyTorch Official**
> [Read full article at YouTube — PyTorch Official](https://www.youtube.com/shorts/aUZQ3Z5iySw)

**Tags:** #YouTube

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