The reference checker applied the finite difference method but the eps is too 
large for float datatype in here. 
In @luobao-intel case, the input data is about `xe-5`, so the eps can't 
calculate correctly.
I suggest changing eps to `1e-6`. @luobao-intel will fill the PR soon.

https://github.com/apache/incubator-mxnet/blob/e2a3eef349cb6643c08a7840d8cbd43b38fedfd5/python/mxnet/test_utils.py#L716



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