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vmap Basics

Richard Zou edited this pageJul 25, 2025 ·4 revisions

Page Maintainers: @zou3519

Scope

  • Understand what vmap is
  • Understand how vmap is implemented with Tensor Subclassing
  • Understand (as a PyTorch developer) how to add missing support for an operation with vmap

Introduction to vmap

Read throughthe functorch whirlwind tour.

How to add vmap support for a PyTorch operator

Read throughhttps://github.com/pytorch/pytorch/blob/master/functorch/writing_batching_rules.md

Next: Try out the vmap Onboarding Lab

Unit 8: function transforms/Training Loops (Optional) -vmap-onboarding-lab

I would love to contribute to PyTorch!

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