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108 changes: 55 additions & 53 deletions src/internal_rules/core.jl
Original file line number Diff line number Diff line change
Expand Up @@ -486,66 +486,68 @@ function EnzymeRules.reverse(
return ntuple(Returns(nothing), Val(2 + length(args)))
end

# Force a rule around hvcat_fill as it is type unstable if the tuple is not of the same type (e.g., int, float, int, float)
function EnzymeRules.augmented_primal(
config::EnzymeRules.RevConfig,
func::Const{typeof(Base.hvcat_fill!)},
::Type{RT},
out::Annotation{AT},
inp::Annotation{BT},
) where {RT,AT<:Array,BT<:Tuple}
primal = if EnzymeRules.needs_primal(config)
out.val
else
nothing
end
shadow = if EnzymeRules.needs_shadow(config)
out.dval
else
nothing
end
func.val(out.val, inp.val)
return EnzymeRules.AugmentedReturn(primal, shadow, nothing)
end

function EnzymeRules.reverse(
config::EnzymeRules.RevConfig,
func::Const{typeof(Base.hvcat_fill!)},
::Type{RT},
_,
out::Annotation{AT},
inp::Annotation{BT},
) where {RT,AT<:Array,BT<:Tuple}
nr, nc = size(out.val, 1), size(out.val, 2)
for b = 1:EnzymeRules.width(config)
da = if EnzymeRules.width(config) == 1
if isdefined(Base, :hvcat_fill!)
# Force a rule around hvcat_fill as it is type unstable if the tuple is not of the same type (e.g., int, float, int, float)
function EnzymeRules.augmented_primal(
config::EnzymeRules.RevConfig,
func::Const{typeof(Base.hvcat_fill!)},
::Type{RT},
out::Annotation{AT},
inp::Annotation{BT},
) where {RT,AT<:Array,BT<:Tuple}
primal = if EnzymeRules.needs_primal(config)
out.val
else
nothing
end
shadow = if EnzymeRules.needs_shadow(config)
out.dval
else
out.dval[b]
nothing
end
i = 1
j = 1
if (typeof(inp) <: Active)
dinp = ntuple(Val(length(inp.val))) do k
Base.@_inline_meta
res = da[i, j]
da[i, j] = 0
j += 1
if j == nc + 1
i += 1
j = 1
end
T = BT.parameters[k]
if T <: AbstractFloat
T(res)
else
T(0)
func.val(out.val, inp.val)
return EnzymeRules.AugmentedReturn(primal, shadow, nothing)
end

function EnzymeRules.reverse(
config::EnzymeRules.RevConfig,
func::Const{typeof(Base.hvcat_fill!)},
::Type{RT},
_,
out::Annotation{AT},
inp::Annotation{BT},
) where {RT,AT<:Array,BT<:Tuple}
nr, nc = size(out.val, 1), size(out.val, 2)
for b = 1:EnzymeRules.width(config)
da = if EnzymeRules.width(config) == 1
out.dval
else
out.dval[b]
end
i = 1
j = 1
if (typeof(inp) <: Active)
dinp = ntuple(Val(length(inp.val))) do k
Base.@_inline_meta
res = da[i, j]
da[i, j] = 0
j += 1
if j == nc + 1
i += 1
j = 1
end
T = BT.parameters[k]
if T <: AbstractFloat
T(res)
else
T(0)
end
end
return (nothing, dinp)::Tuple{Nothing,BT}
end
return (nothing, dinp)::Tuple{Nothing,BT}
end
return (nothing, nothing)
end
return (nothing, nothing)
end

function EnzymeRules.forward(config, ::Const{typeof(Base.finalizer)}, _, f::Const, o)
Expand Down
24 changes: 13 additions & 11 deletions test/basic.jl
Original file line number Diff line number Diff line change
Expand Up @@ -618,17 +618,19 @@ end
end

@testset "hvcat_fill" begin
ar = Matrix{Float64}(undef, 2, 3)
dar = [1.0 2.0 3.0; 4.0 5.0 6.0]

res = first(Enzyme.autodiff(Reverse, Base.hvcat_fill!, Const, Duplicated(ar, dar), Active((1, 2.2, 3, 4.4, 5, 6.6))))

@test res[2][1] == 0
@test res[2][2] ≈ 2.0
@test res[2][3] ≈ 0
@test res[2][4] ≈ 4.0
@test res[2][5] ≈ 0
@test res[2][6] ≈ 6.0
if isdefined(Base, :hvcat_fill!)
ar = Matrix{Float64}(undef, 2, 3)
dar = [1.0 2.0 3.0; 4.0 5.0 6.0]

res = first(Enzyme.autodiff(Reverse, Base.hvcat_fill!, Const, Duplicated(ar, dar), Active((1, 2.2, 3, 4.4, 5, 6.6))))

@test res[2][1] == 0
@test res[2][2] ≈ 2.0
@test res[2][3] ≈ 0
@test res[2][4] ≈ 4.0
@test res[2][5] ≈ 0
@test res[2][6] ≈ 6.0
end
end

function named_deepcopy(x, nt)
Expand Down
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