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                                            Wil Kong

Remove Redundant Host & Device Sync

This unnecessary sync breaks CUDA graph of Stable Diffusion in NeMo. @jaredcasper Please take a review, thanks!

Remove Redundant Host & Device Synchronizations

## What does this PR do? Fixes #21232. Before submitting - Was this **discussed/agreed** via a GitHub issue? (not for typos and docs) - [ ] Did you read the...