@szha: I do agree in general. But with cuDNN, you sometimes want to disable it 
only for specific layers. For example, we disable cuDNN for batchnorm layers 
when `eps < 10^-5`, as cuDNN fails in this case (and sometimes you import nets 
from other frameworks with smaller values for `eps` that you want to run). You 
definitely don't want a global variable switching off cuDNN for all layers in 
the net.

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https://github.com/apache/incubator-mxnet/pull/12691 ]
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