Hello, @zhanghang1989. Thank you for your reply. I will try it tomorrow morning 
and update the result with you.

**Update**

Hello, @zhanghang1989. I am not quite sure about whether you suggested me to 
explicitly set `--ngpus 4`. Actually I have only 4 GPUs on the machine and the 
default value of `ngpus` is `len(mx.test_utils.list_gpus())`, which actually 
returned `4` in my case. The logs of `print(args)` also convinced me about this.

[ Full content available at: 
https://github.com/apache/incubator-mxnet/pull/11502 ]
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