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Reverts #123
Sorry, I misread Noras previous message, somehow.
Will revert the pull-request for now, and we might want to look better into a possible performance regression first.
Update:
Before reverting, we will test if it actually the changes caused performance regression on GPT2... If not we leave it as it is.