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DiagonalNDarray #144

Description

@ejmeitz
  • Create an AbstractNDArray class that subtypes AbstractArray so we can create special types of NDArray
  • Create the DiagonalNDArray
    • Should store the diagonal entries as a 1D NDArray
    • Implement all operations for diagonal arrays that can be specialized (i.e., eigen).
    • Make sure functions which are not specialized still return correct results

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