Support set non_blocking=True when move data from cpu to gpu

[Hukongtao]

What does this PR do?

Fixes 36384

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[Rocketknight1]

cc @muellerzr @SunMarc

[SunMarc]

Could you try to set non_blocking using accelerator_config in TrainingArguments ? This should be the dataloader job to put the data on the right device.

[Hukongtao]

Could you try to set non_blocking using accelerator_config in TrainingArguments ? This should be the dataloader job to put the data on the right device.

Done. can you review it again?