Shubhamai

@sanchit-gandhi All the requested changes have been made and looks ready for next iteration of review, thanks a lot for your time.

@sanchit-gandhi this PR is also ready for your review in case it was missed. And again, thank you so much for taking the time to review the PR.

@sanchit-gandhi Reminder incase my previous message got missed! Also the https://github.com/huggingface/transformers/pull/21472 ( previous reviews implemented ) and https://github.com/huggingface/transformers/pull/21867 PR are awaiting review. Thanks!