My opinion is that it is still a bug because it doesn't say clearly that 
float64 is not supported for this op. Also as @sbodenstein the error should 
happen in the bind stage. We cannot expect users to know what 1 or 0 maps to or 
what the error really means. The #11156 resolution is a good improvement in the 
error messaging.  I know many ops in MXnet don't do this currently, but a 
better way is to check for dtypes supported for the op inputs in InferType and 
error accordingly even before the forward is called. 

[ Full content available at: 
https://github.com/apache/incubator-mxnet/issues/11966 ]
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