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initial device context at
args.device
if User A use gpu6,7 and User B use gpu0. Then UserB kills all process at gpu0 but User A's training also stopped. because `torch.cuda.empty_cache()` default initialize at rank0. Reference: pytorch/pytorch#25752 (comment)
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