For now the PR preserves the old default behavior. I'm happy to remove the 
`check_scale` argument and to always rescale, trading off computation against 
avoiding blocking calls. That would assume that it is always cheaper/better do 
the rescaling than to wait for a blocking asscalar() and potentially avoid 
rescaling.

[ Full content available at: 
https://github.com/apache/incubator-mxnet/pull/12042 ]
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