fix: fix several adjoints, copy and zero methods for VoA

Author: AayushSabharwal

ext/RecursiveArrayToolsZygoteExt.jl

@@ -50,7 +50,11 @@ end
         Colon, BitArray, AbstractArray{Bool}}...)
     function AbstractVectorOfArray_getindex_adjoint(Δ)
         Δ′ = VectorOfArray([zero(x) for (x, j) in zip(VA.u, 1:length(VA))])
-        Δ′[i, j...] = Δ
+        if isempty(j)
+            Δ′.u[i] = Δ
+        else
+            Δ′[i, j...] = Δ
+        end
         (Δ′, nothing, map(_ -> nothing, j)...)
     end
     VA[i, j...], AbstractVectorOfArray_getindex_adjoint
@@ -104,13 +108,25 @@ end
 end
 
 @adjoint function Base.Array(VA::AbstractVectorOfArray)
-    Array(VA),
-    y -> (Array(y),)
+    adj = let VA=VA
+        function Array_adjoint(y)
+            VA = copy(VA)
+            VA .= y
+            return (VA,)
+        end
+    end
+    Array(VA), adj
 end
 
 @adjoint function Base.view(A::AbstractVectorOfArray, I...)
-    view(A, I...),
-    y -> (view(y, I...), ntuple(_ -> nothing, length(I))...)
+    adj = let A = A, I = I
+        function view_adjoint(y)
+            A = zero(A)
+            view(A, I...) .= y
+            return (A, map(_ -> nothing, I)...)
+        end
+    end
+    view(A, I...), adj
 end
 
 ChainRulesCore.ProjectTo(a::AbstractVectorOfArray) = ChainRulesCore.ProjectTo{VectorOfArray}((sz = size(a)))

src/vector_of_array.jl

@@ -160,6 +160,16 @@ function DiffEqArray(vec::AbstractVector{T},
         p,
         sys)
 end
+function DiffEqArray(vec::AbstractVector{VT},
+    ts::AbstractVector,
+    ::NTuple{N, Int},
+    p = nothing,
+    sys = nothing) where {T, N, VT <: AbstractArray{T, N}}
+    DiffEqArray{eltype(T), N, typeof(vec), typeof(ts), typeof(p), typeof(sys)}(vec,
+        ts,
+        p,
+        sys)
+end
 # Assume that the first element is representative of all other elements
 
 function DiffEqArray(vec::AbstractVector,
@@ -466,19 +476,25 @@ end
 tuples(VA::DiffEqArray) = tuple.(VA.t, VA.u)
 
 # Growing the array simply adds to the container vector
-function Base.copy(VA::AbstractDiffEqArray)
-    typeof(VA)(copy(VA.u),
-        copy(VA.t),
-        (VA.p === nothing) ? nothing : copy(VA.p),
-        (VA.sys === nothing) ? nothing : copy(VA.sys))
+function _copyfield(VA, fname)
+    if fname == :u
+        copy(VA.u)
+    elseif fname == :t
+        copy(VA.t)
+    else
+        getfield(VA, fname)
+    end
+end
+function Base.copy(VA::AbstractVectorOfArray)
+    typeof(VA)((_copyfield(VA, fname) for fname in fieldnames(typeof(VA)))...)
 end
-Base.copy(VA::AbstractVectorOfArray) = typeof(VA)(copy(VA.u))
-
-Base.zero(VA::AbstractVectorOfArray) = VectorOfArray(Base.zero.(VA.u))
 
-function Base.zero(VA::AbstractDiffEqArray)
-    u = Base.zero.(VA.u)
-    DiffEqArray(u, VA.t, parameter_values(VA), symbolic_container(VA))
+function Base.zero(VA::AbstractVectorOfArray)
+    val = copy(VA)
+    for i in eachindex(VA.u)
+        val.u[i] = zero(VA[i])
+    end
+    return val
 end
 
 Base.sizehint!(VA::AbstractVectorOfArray{T, N}, i) where {T, N} = sizehint!(VA.u, i)