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32 changes: 18 additions & 14 deletions src/TracedRArray.jl
Original file line number Diff line number Diff line change
Expand Up @@ -761,32 +761,36 @@ function _copyto!(dest::TracedRArray, bc::Broadcasted)
return dest
end

function Base._cat(dims::Val{D}, A::TracedRArray{T,N}, Bs::TracedRArray...) where {T,N,D}
@assert D isa Integer "Support for non-integer dimensions is not implemented yet."
dispatch_val(x) = x
dispatch_val(::Val{D}) where {D} = D

# MLIR expects the dimension `D` to be ≤ the rank of the input tensors
A = maybe_expand_dims(A, dims)
Bs = maybe_expand_dims.(Bs, (dims,))
function Base._cat_t(dims, ::Type{T}, X::TracedRArray...) where {T}
dims = dispatch_val(dims)
@assert dims isa Integer "Support for non-integer dimensions is not implemented yet."

# MLIR expects the dimension `dims` to be ≤ the rank of the input tensors
X = maybe_expand_dims.(X, (dims,))

catdims = Base.dims2cat(dims)
shape = Base.cat_size_shape(catdims, A, Bs...)
RT = Base.promote_eltype(A, Bs...)
Res = TracedRArray{RT,length(shape)}(
shape = Base.cat_size_shape(catdims, X...)
RT = Base.promote_eltype(T, X...)
return TracedRArray{RT,length(shape)}(
(),
MLIR.IR.result(
# TODO maybe we should do some conversion?
MLIR.Dialects.stablehlo.concatenate(
[A.mlir_data, [B.mlir_data for B in Bs]...];
collect(get_mlir_data.(X));
result_0=MLIR.IR.TensorType(shape, MLIR.IR.Type(RT)),
dimension=D - 1, # stablehlo expects this to be zero-indexed
dimension=dims - 1, # stablehlo expects this to be zero-indexed
),
1,
),
shape,
)
return Res
end

function maybe_expand_dims(x::AbstractArray{T,N}, ::Val{D}) where {T,N,D}
D ≤ N && return x
return reshape(x, ntuple(i -> i ≤ N ? size(x, i) : 1, Val(D)))
function maybe_expand_dims(x::AbstractArray{T,N}, dims) where {T,N}
dims = dispatch_val(dims)
dims ≤ N && return x
return reshape(x, ntuple(i -> i ≤ N ? size(x, i) : 1, dims))
end
2 changes: 1 addition & 1 deletion src/Tracing.jl
Original file line number Diff line number Diff line change
Expand Up @@ -380,7 +380,7 @@ function make_tracer(
if haskey(seen, prev)
return seen[prev]
end
if mode == ArrayToConcrete && eltype(RT) <: AbstractFloat
if mode == ArrayToConcrete && eltype(RT) <: Union{AbstractFloat, Integer}
return seen[prev] = ConcreteRArray(prev)
end
TT = traced_type(eltype(RT), (), Val(mode))
Expand Down
106 changes: 106 additions & 0 deletions test/basic.jl
Original file line number Diff line number Diff line change
Expand Up @@ -210,6 +210,112 @@ end
end

@testset "concatenation" begin
@testset "0-dim" begin
x = fill(true)
x_concrete = Reactant.to_rarray(x)

# NOTE [,,,] is a call to `vect`, not `*cat`
# f = Reactant.compile((x_concrete,)) do x
# return [x, x, x]
# end
# @test f(x_concrete) ≈ ones(3)

# vcat
f = Reactant.compile((x_concrete,)) do x
return [x; x; x]
end
@test f(x_concrete) == ones(Bool, 3)
@test eltype(f(x_concrete)) === Bool

# hcat
f = Reactant.compile((x_concrete,)) do x
return [x x x]
end
@test f(x_concrete) == ones(Bool, 1, 3)
@test eltype(f(x_concrete)) === Bool

# hvcat
f = Reactant.compile((x_concrete,)) do x
return [x x x; x x x]
end
@test f(x_concrete) == ones(Bool, 2, 3)
@test eltype(f(x_concrete)) === Bool

# typed_vcat
f = Reactant.compile((x_concrete,)) do x
return Int[x; x; x]
end
@test f(x_concrete) == ones(Int, 3)
@test eltype(f(x_concrete)) === Int

# typed_hcat
f = Reactant.compile((x_concrete,)) do x
return Int[x; x; x]
end
@test f(x_concrete) == ones(Int, 1, 3)
@test eltype(f(x_concrete)) === Int

# typed_hvcat
f = Reactant.compile((x_concrete,)) do x
return Int[x x x; x x x]
end
@test f(x_concrete) == ones(Int, 2, 3)
@test eltype(f(x_concrete)) === Int
end

@testset "1-dim" begin
x = ones(Bool, 2)
x_concrete = Reactant.to_rarray(x)

# NOTE [,,,] is a call to `vect`, not `*cat`
# f = Reactant.compile((x_concrete,)) do x
# return [x, x, x]
# end
# @test f(x_concrete) ≈ ones(3)

# vcat
f = Reactant.compile((x_concrete,)) do x
return [x; x; x]
end
@test f(x_concrete) == ones(Bool, 6)
@test eltype(f(x_concrete)) === Bool

# hcat
f = Reactant.compile((x_concrete,)) do x
return [x x x]
end
@test f(x_concrete) == ones(Bool, 2, 3)
@test eltype(f(x_concrete)) === Bool

# hvcat
f = Reactant.compile((x_concrete,)) do x
return [x x x; x x x]
end
@test f(x_concrete) == ones(Bool, 4, 3)
@test eltype(f(x_concrete)) === Bool

# typed_vcat
f = Reactant.compile((x_concrete,)) do x
return Int[x; x; x]
end
@test f(x_concrete) == ones(Int, 6)
@test eltype(f(x_concrete)) === Int

# typed_hcat
f = Reactant.compile((x_concrete,)) do x
return Int[x; x; x]
end
@test f(x_concrete) == ones(Int, 2, 3)
@test eltype(f(x_concrete)) === Int

# typed_hvcat
f = Reactant.compile((x_concrete,)) do x
return Int[x x x; x x x]
end
@test f(x_concrete) == ones(Int, 4, 3)
@test eltype(f(x_concrete)) === Int
end

x = ones(2, 4, 3)
x_concrete = Reactant.to_rarray(x)

Expand Down