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Strong and weak constraint 4DVar algorithms implemented in Firedrake

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Strong and weak constraint 4DVar data assimilation using Firedrake and pyadjoint.

Requires Firedrake branch allatoncereducedfunctional for the AllAtOnceReducedFunctional class.

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