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This is a dot product, correct? So the covariance matrix has shape (2, 2)?

mpotoole

Yup---the expression at the bottom involves the Frobenius inner product of two matrices (or a dot product, if you represent the array of gradients as vectors). And the covariance matrix is $2 \times 2$.