chinakook opened a new issue #10095: BatchNorm on axis=-1 is very slower than 
axis=1
URL: https://github.com/apache/incubator-mxnet/issues/10095
 
 
   As profiler shows, the "nn.BatchNorm(axis=-1)" will cause 10x lower speed on 
my application than "nn.BatchNorm(axis=1)".
   However, We often need a "nn.BatchNorm(axis=-1)" after 
"nn.Dense(flatten=False)".

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