@szha - cudnn batchnorm is covered in this PR. 
Since SyncBatchNorm is independent of BatchNorm operator, I would prefer to do 
it separately. Created a feature request issue to follow up. 
https://github.com/apache/incubator-mxnet/issues/12728

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