I'm unaware of the context here, is this a specification for functions that it 
is hoped will eventually be made consistent across numpy/tensorflow/etc? If 
that's the idea then yeah, I'm all for it, but I would suggest also adding a 
keepdim parameter (as I mentioned above it helps with broadcasting, i.e. 
vec_array1.dot(vec_array2, keepdims=True) * vec_array3 would work as expected).

But is there an active effort to incorporate these APIs back into numpy?
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