Secret preparation modifier for resizing (#521)

* Secret preparation modifier

* Add docstrings

DifferentiationInterface/src/DifferentiationInterface.jl

@@ -53,6 +53,7 @@ include("second_order/hvp.jl")
 include("second_order/hessian.jl")
 
 include("fallbacks/no_prep.jl")
+include("fallbacks/change_prep.jl")
 
 include("misc/differentiate_with.jl")
 include("misc/from_primitive.jl")

DifferentiationInterface/src/fallbacks/change_prep.jl

@@ -0,0 +1,125 @@
+for op in [
+    :derivative,
+    :gradient,
+    :jacobian,
+    :second_derivative,
+    :hessian,
+    :pushforward,
+    :pullback,
+    :hvp,
+]
+    op! = Symbol(op, "!")
+    val_and_op = if op == :second_derivative
+        :value_derivative_and_second_derivative
+    elseif op == :hessian
+        :value_gradient_and_hessian
+    elseif op == :hvp
+        nothing
+    else
+        Symbol("value_and_", op)
+    end
+    val_and_op! = Symbol(val_and_op, "!")
+    prep_op = Symbol("prepare_", op)
+    prep_op! = Symbol("prepare!_", op)
+    prep_op_same_point = Symbol("prepare_", op, "_same_point")
+    P = if op == :derivative
+        DerivativePrep
+    elseif op == :gradient
+        GradientPrep
+    elseif op == :jacobian
+        JacobianPrep
+    elseif op == :second_derivative
+        SecondDerivativePrep
+    elseif op == :hessian
+        HessianPrep
+    elseif op == :pushforward
+        PushforwardPrep
+    elseif op == :pullback
+        PullbackPrep
+    elseif op == :hvp
+        HVPPrep
+    end
+
+    if op in (:derivative, :gradient, :jacobian)
+        # 1-arg
+        @eval function $prep_op!(
+            f::F, ::$P, backend::AbstractADType, x, contexts::Vararg{Context,C}
+        ) where {F,C}
+            return $prep_op(f, backend, x, contexts...)
+        end
+        op == :gradient && continue
+        # 2-arg
+        @eval function $prep_op!(
+            f!::F, y, ::$P, backend::AbstractADType, x, contexts::Vararg{Context,C}
+        ) where {F,C}
+            return $prep_op(f!, y, backend, x, contexts...)
+        end
+
+    elseif op in (:second_derivative, :hessian)
+        # 1-arg
+        @eval function $prep_op!(
+            f::F, ::$P, backend::AbstractADType, x, contexts::Vararg{Context,C}
+        ) where {F,C}
+            return $prep_op(f, backend, x, contexts...)
+        end
+
+    elseif op in (:pushforward, :pullback, :hvp)
+        # 1-arg
+        @eval function $prep_op!(
+            f::F,
+            ::$P,
+            backend::AbstractADType,
+            x,
+            seed::NTuple,
+            contexts::Vararg{Context,C},
+        ) where {F,C}
+            return $prep_op(f, backend, x, seed, contexts...)
+        end
+        @eval function $prep_op_same_point(
+            f::F,
+            prep::$P,
+            backend::AbstractADType,
+            x,
+            seed::NTuple,
+            contexts::Vararg{Context,C},
+        ) where {F,C}
+            return prep
+        end
+        @eval function $prep_op_same_point(
+            f::F, backend::AbstractADType, x, seed::NTuple, contexts::Vararg{Context,C}
+        ) where {F,C}
+            prep = $prep_op(f, backend, x, seed, contexts...)
+            return $prep_op_same_point(f, prep, backend, x, seed, contexts...)
+        end
+        op == :hvp && continue
+        # 2-arg
+        @eval function $prep_op!(
+            f!::F,
+            y,
+            ::$P,
+            backend::AbstractADType,
+            x,
+            seed::NTuple,
+            contexts::Vararg{Context,C},
+        ) where {F,C}
+            return $prep_op(f!, y, backend, x, seed, contexts...)
+        end
+        @eval function $prep_op_same_point(
+            f!::F,
+            y,
+            prep::$P,
+            backend::AbstractADType,
+            x,
+            seed::NTuple,
+            contexts::Vararg{Context,C},
+        ) where {F,C}
+            return prep
+        end
+        @eval function $prep_op_same_point(
+            f!::F, y, backend::AbstractADType, x, seed::NTuple, contexts::Vararg{Context,C}
+        ) where {F,C}
+            prep = $prep_op(f!, y, backend, x, seed, contexts...)
+            return $prep_op_same_point(f!, y, prep, backend, x, seed, contexts...)
+        end
+    end
+end