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Investigate the current DtoH sync solution in pipelines #13375

@sayakpaul

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@sayakpaul

looks good, still feel like we need to broaden the scope of that fix within diffusers at some point :) I'll be out on sabbatical for the next month but I can help when I get back

Originally posted by @jbschlosser in #13356 (comment)

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    performanceAnything related to performance improvements, profiling and benchmarking

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