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Generic array types #176

@gdalle

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@gdalle

Here is a summary of some of the issues encounted with generic array types:

  • Krylov.jl solvers want to work with vectors and not arrays, so we reshape everything first
  • DifferentiationInterface.jl v0.7 imposes that preparation types equal execution types (unless we relax the "strict" option)
  • LinearOperators.jl wants V(undef, n) to be defined for any vector type V, which errors e.g. for V = ComponentVector so in general it is easier to set V = Vector
  • Pre-allocating a space with the correct vector type and doing copyto!(::CustomType, ::Vector) before the pullback doesn't work when CustomType is not writable (e.g. reshape of UpperTriangular)

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