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* [feat] layer memory tracking

* [feat] layer memory tracking (add tests in CI)

* [feat] layer memory tracking: doc typos

* [feat] layer memory tracking: mypy fixes

* [feat] layer memory tracking: fixes for FSDP all gather tracking on pytorch 1.9 and above

* [feat] layer memory tracking: lint

* [feat] layer memory tracking: mypy
Co-authored-by: QuentinDuval <QuentinDuval@users.noreply.github.com>

* [refactor]Remove unused variables and refactor common configurations

* move helper function to call site

* fixed lint errors

* fix lint errors

* fix lint errors

* fix lint errors

* fix import order

* format files

* remove unused imports

* fix lint errors

* fix lint errors

* refactor common utilities

* address PR comments

* sorted imports

* add space

* modify comment

* added doc strings and addressed PR comments.

* addressed PR comments

* added another comment to clarify.

* fixing lint errors

* addressed PR comments

* addressed PR comments

* fixed typos

* initialize var

* rename seq_pred to lm

* fix lint errors

* move datasets and models into separate folders

* add the folders created

* fix lint errors

* create golden config to stats mapping

* add common batching for both synthetic and real data

* fixed lint errors

* enable real pipe benchmakrs with new golden data

* reduce seq len to avoid OOM

* updated golden data

* add logging

* add golden data

* add golden data

* fix lint errors

* add doc string

* remove commented out line

* address comments

* rename imports

* refactor common logic in dataloaders

* add golden configs

* lint changes
Co-authored-by: Anjali Sridhar <anj@devfair0443.h2.fair>