Add saving to cpu for the state dict for fsdp
Author: tokestermw
Pull request: yes

(oops sorry didn't mean to PR onto main branch)

# What does this PR do?

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## Before submitting
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Comments:
_The documentation is not available anymore as the PR was closed or merged._

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