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Add comprehensive tests for group/instance normalization layers #731

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@seanpmorgan

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@seanpmorgan

As seen in #611 the test coverage validates the result of GroupNormalization by replicating the same procedure (which is to be tested) in numpy.

We should instead update the test case so that we validate the result against an easily computable tensor. Hardcoding the result for several different axes to be grouped.

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