@ChaiBapchya Thanks for reviewing. 
1. The original unit test case with shape ``[3,4]`` could not check computation 
error as #12061 said. Suppose that our input shape is ``[N,C,H,W]``, gamma 
shape is ``[C,]``, we expect gamma shape like ``[1,C,1,1]`` rather than 
``[1,1,C,1]`` . This error will occur when ``C`` has the same value as ``H``.
2. Same reason as 1. In my view, if i > 1, it corresponds to ``H`` or ``W``. I 
know it may not be appropriate to fix the dimension. It may be the simplest 
solution.

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https://github.com/apache/incubator-mxnet/pull/12660 ]
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