list_gpus in utils is a bad way to identify the GPU's, better use 
[context.num_gpus](https://github.com/apache/incubator-mxnet/blob/master/python/mxnet/context.py#L244)

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https://github.com/apache/incubator-mxnet/pull/12726 ]
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