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@ccoffrin I changed the exponential to use LinearAlgebra.exp!(A) which reduces memory usage a little bit while using the exact same functionality. It should be noted that I don't think that exp! is actually truly inplace as it doesn't modify the input matrix, it just saves us a copying step that happens under the hood.
I also fixed a bug that I had found in the simulate_de code. Whenever a user passed a kwarg for solve, it would crash. While I was there I also changed it to only save the last value since we only return the final value in its current implementation anyways