Fix the sync point caused by iter_cpu.item() #3401
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Summary:
Although
self.iter_cpu
is created on CPU. It might be transferred toGPU by the user. So, we need to transfer it to CPU explicitly. This
should be done only once.
Differential Revision: D66311970