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95 changes: 92 additions & 3 deletions src/kernels/sorting.jl
Original file line number Diff line number Diff line change
@@ -1,3 +1,92 @@
Base.sort!(x::AnyROCArray; kwargs...) = (AK.sort!(x; kwargs...); return x)
Base.sortperm!(ix::AnyROCArray, x::AnyROCArray; kwargs...) = (AK.sortperm!(ix, x; kwargs...); return ix)
Base.sortperm(x::AnyROCArray; kwargs...) = sortperm!(ROCArray(1:length(x)), x; kwargs...)
Base.sort!(x::AnyROCArray; dims::Union{Nothing, Integer}=nothing, kwargs...) =
isnothing(dims) ? (AK.sort!(x; kwargs...); x) : _sort_dims!(x, dims; kwargs...)

# Base's out-of-place `sort(x; dims)` sorts chunks with the CPU algorithm, which trips
# scalar indexing - route it through `sort!` instead.
Base.sort(x::AnyROCArray; kwargs...) = sort!(copy(x); kwargs...)

Base.sortperm!(ix::AnyROCArray, x::AnyROCArray; dims::Union{Nothing, Integer}=nothing, kwargs...) =
isnothing(dims) ?
(AK.sortperm!(ix, x; kwargs...); ix) :
_sortperm_dims!(ix, x, dims; kwargs...)

Base.sortperm(x::AnyROCArray; dims::Union{Nothing, Integer}=nothing, kwargs...) =
isnothing(dims) ?
sortperm!(ROCArray(1:length(x)), x; kwargs...) :
sortperm!(reshape(ROCArray(1:length(x)), size(x)), x; dims, kwargs...)

# Sorting along `dims`, a stopgap until AcceleratedKernels support for it reaches AMDGPU.
# Each element is tagged with the index of its slice and the array is sorted once, ordered
# lexicographically by `(slice, element)`; slices then come out grouped and internally sorted,
# and are scattered back.

# Tag element `(i, j - 1)` of the `(sd * n, rest)` view of `x` with its slice index, plus its
# linear index for `sortperm`. Broadcast alongside `x` itself, so the ranges stay lazy.
_slice_kv(::Type{K}, sd, i, j, v) where K = (K(mod1(i, sd) + sd * j), v)
_slice_kvi(::Type{K}, ::Type{I}, sd, n, i, j, v) where {K, I} =
(K(mod1(i, sd) + sd * j), v, I(i + sd * n * j))

_slice_value(kv) = kv[2]
_slice_index(kv) = kv[3]

# `x` seen as `(sd, n, rest)`: `n` elements along `dims`, strided by `sd`, over `rest` groups.
function _slice_layout(x::AnyROCArray, dims::Integer)
1 ≤ dims ≤ ndims(x) || throw(ArgumentError("dimension out of range"))
n = size(x, dims)
sd = prod(size(x)[1:dims - 1])
return n, sd, length(x) ÷ (n * sd)
end

# Smallest key type that can enumerate the slices of `x`.
_slice_keytype(x::AnyROCArray) = length(x) ≤ typemax(Int32) ? Int32 : Int64

# `(slice, element)` ordering, ties broken by the user-supplied ordering.
_slice_lt(ord) = (a, b) -> a[1] == b[1] ? Base.Order.lt(ord, a[2], b[2]) : a[1] < b[1]

# Scatter the sorted - and therefore slice-grouped - `kv` back over `dst`.
function _slice_scatter!(f::F, dst, kv, n, sd, rest) where F
if sd == 1
reshape(dst, n, rest) .= f.(reshape(kv, n, rest))
else
reshape(dst, sd, n, rest) .= f.(PermutedDimsArray(reshape(kv, n, sd, rest), (2, 1, 3)))
end
return dst
end

function _sort_dims!(
x::AnyROCArray, dims::Integer;
lt=isless, by=identity, rev::Union{Nothing, Bool}=nothing,
order::Base.Order.Ordering=Base.Order.Forward, kwargs...,
)
isempty(x) && return x
n, sd, rest = _slice_layout(x, dims)
K = _slice_keytype(x)

kv = similar(x, Tuple{K, eltype(x)}, length(x))
reshape(kv, sd * n, rest) .= _slice_kv.(
K, sd, 1:sd * n, (0:rest - 1)', reshape(x, sd * n, rest))

AK.sort!(kv; lt=_slice_lt(Base.Order.ord(lt, by, rev, order)), kwargs...)

return _slice_scatter!(_slice_value, x, kv, n, sd, rest)
end

function _sortperm_dims!(
ix::AnyROCArray, x::AnyROCArray, dims::Integer;
lt=isless, by=identity, rev::Union{Nothing, Bool}=nothing,
order::Base.Order.Ordering=Base.Order.Forward, kwargs...,
)
axes(ix) == axes(x) || throw(ArgumentError(
"index array has axes $(axes(ix)), but sorted array has axes $(axes(x))"))
isempty(x) && return ix
n, sd, rest = _slice_layout(x, dims)
K, I = _slice_keytype(x), eltype(ix)

kv = similar(x, Tuple{K, eltype(x), I}, length(x))
reshape(kv, sd * n, rest) .= _slice_kvi.(
K, I, sd, n, 1:sd * n, (0:rest - 1)', reshape(x, sd * n, rest))

AK.sort!(kv; lt=_slice_lt(Base.Order.ord(lt, by, rev, order)), kwargs...)

return _slice_scatter!(_slice_index, ix, kv, n, sd, rest)
end
46 changes: 46 additions & 0 deletions test/hip_rocarray/sorting.jl
Original file line number Diff line number Diff line change
Expand Up @@ -26,3 +26,49 @@ using AMDGPU: ROCArray
@test y ≈ Array(xd[sortperm(xd; by=k -> 2 * k)])
end
end

@testset "Sorting along dims" begin
for sz in ((1, 1), (4, 7), (33, 65), (100, 100), (7, 5, 3), (1, 64, 1)), T in (
Float32, Float64, Int32, Int64,
)
x = rand(T, sz...)
xd = ROCArray(x)

for dims in 1:length(sz), kwargs in (
(;), (; rev=true), (; by=k -> 2 * k), (; lt=(>)),
(; order=Base.Order.Reverse),
)
y = sort(x; dims, kwargs...)
@test y == Array(sort(xd; dims, kwargs...))

yd = copy(xd)
@test y == Array(sort!(yd; dims, kwargs...))
@test y == Array(yd)

p = sortperm(xd; dims, kwargs...)
@test size(p) == size(x)
@test Array(p) == sortperm(x; dims, kwargs...)
@test y == Array(xd)[Array(p)]
end
end

# `sort` must not mutate its argument.
x = ROCArray(Float32[3 1; 2 4])
@test Array(sort(x; dims=2)) == Float32[1 3; 2 4]
@test Array(x) == Float32[3 1; 2 4]

# `sortperm!` writes into the given index array, which must be shaped like `x`.
ix = ROCArray(reshape(collect(1:4), 2, 2))
@test Array(sortperm!(ix, x; dims=2)) == [3 1; 2 4]
@test_throws ArgumentError sortperm!(ROCArray(collect(1:4)), x; dims=2)

# Out-of-range dimensions error like `Base.sort!` does.
@test_throws ArgumentError sort!(x; dims=3)
@test_throws ArgumentError sort!(x; dims=0)

# Larger-than-a-block slices, exercising the global merge passes.
x = rand(Float32, 1024, 1024)
for dims in 1:2
@test sort(x; dims) == Array(sort(ROCArray(x); dims))
end
end
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