Computing the element-wise logarithm of a matrix exponential more efficiently?

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Is there any known way to compute the element-wise logarithm of a matrix exponential more efficiently?

Motivation:

I am trying to an optimization problem (basically finding a specific Markov embedding). For this I have to evaluate the element-wise logarithm of a matrix exponential a few million times.