[ao][sparsity] README for activation sparsifier (#81814)
The README contains introduction and details on the activation sparsifier. It also contains
code snippets and examples on using the activation sparsifier.
Test Plan: None
Pull Request resolved: https://github.com/pytorch/pytorch/pull/81814
Approved by: https://github.com/z-a-f
