src/DifferentiableFN.jl

Sat, 20 Feb 2021 16:26:02 -0500

author
Tuomo Valkonen <tuomov@iki.fi>
date
Sat, 20 Feb 2021 16:26:02 -0500
changeset 21
3b7fcc651585
child 25
90f92ee9cb81
permissions
-rw-r--r--

Add DifferentiableFN

module DifferentiableFN

using ..LinOps

export DiffF,
       value,
       differential,
       adjoint_differential

abstract type DiffF{X,Y,T} end

function value(f :: D, x :: X) :: Y where {X, Y, T <: LinOp{X,Y}, D <: DiffF{X,Y,T}}
    @error "`value` unimplemented"
end

# function (f :: D)(x::X) where {X, Y, T <: LinOp{X, Y}, D <: DiffF{X, Y, T}}
#     return value(x)
# end

function differential(f :: DiffF{X,Y,T}, x :: X) :: T where {X, Y, T <: LinOp{X, Y}}
    @error "`differential` unimplemented"
end

function adjoint_differential(f :: DiffF{X,Y,T}, x :: X) :: T where {X, Y, T <: LinOp{X, Y}}
    @error "`adjoint_differential` unimplemented"
end

function adjoint_differential(f :: DiffF{X,Y, T}, x :: X) :: T where {X, Y, T <: AdjointableOp{X, Y}}
    return AdjointOp(differential(f, x))
end

end

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