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[Task]: Make Root dynamics differentiable and efficient #47

@SarahAlidoost

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@SarahAlidoost

The module Root dynamics is already differentiable wrt TDWI. Implement the same changes to remaining parameters. Also, the operations are not vectorized yet. See explanations and requirements in #39.

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