Use Julia 1.6's new reinterpretarray machinery

src/ImageCore.jl

@@ -43,7 +43,11 @@ ColorA{N,C,T} = ColorAlpha{C,T,N}
 const NonparametricColors = Union{RGB24,ARGB32,Gray24,AGray32}
 Color1Array{C<:Color1,N} = AbstractArray{C,N}
 # Type that arises from reshape(reinterpret(To, A), sz):
-const RRArray{To,From,N,M,P} = Base.ReshapedArray{To,N,Base.ReinterpretArray{To,M,From,P}}
+if VERSION >= v"1.6.0-DEV.1083"
+    const RRArray{To,From,M,P} = Base.ReinterpretArray{To,M,From,P,true}
+else
+    const RRArray{To,From,N,M,P} = Base.ReshapedArray{To,N,Base.ReinterpretArray{To,M,From,P}}
+end
 const RGArray = Union{Base.ReinterpretArray{<:AbstractGray,M,<:Number,P}, Base.ReinterpretArray{<:Number,M,<:AbstractGray,P}} where {M,P}
 
 # delibrately not export these constants to enable extensibility for downstream packages

src/colorchannels.jl

@@ -28,8 +28,13 @@ dimorder(::Type{<:AlphaColor{<:Color3,T,N}}) where {T,N} = ColorChanPerm((4, 1,
 const ColorChanPermIndexType{NC} = Tuple{<:ColorChanPerm,Vararg{<:Base.Slice,NC}}
 const ColorChanPermSubArray{T,N,P,I<:ColorChanPermIndexType,L} =
     SubArray{T,N,P,I,L}
-const RRPermArray{To,From,N,M,P<:ColorChanPermSubArray} =
-    RRArray{To,From,N,M,P}
+if VERSION >= v"1.6.0-DEV.1083"
+    const RRPermArray{To,From,M,P<:ColorChanPermSubArray} =
+        RRArray{To,From,M,P}
+else
+    const RRPermArray{To,From,N,M,P<:ColorChanPermSubArray} =
+        RRArray{To,From,N,M,P}
+end
 
 # This type exists solely to set multiple values in the color channel axis
 struct NVector{T,N} <: AbstractVector{T}
@@ -62,8 +67,13 @@ A = channelview(img)   # a 3×10×10 array
 See also: [`colorview`](@ref)
 """
 channelview(A::AbstractArray{T}) where {T<:Number} = A
-channelview(A::RRPermArray{<:Colorant,<:Number}) = parent(parent(parent(A)))
-channelview(A::RRArray{<:Colorant,<:Number}) = parent(parent(A))
+if VERSION >= v"1.6.0-DEV.1083"
+    channelview(A::RRArray{<:Colorant,<:Number}) = parent(A)
+    channelview(A::RRPermArray{<:Colorant,<:Number}) = parent(parent(A))
+else
+    channelview(A::RRArray{<:Colorant,<:Number}) = parent(parent(A))
+    channelview(A::RRPermArray{<:Colorant,<:Number}) = parent(parent(parent(A)))
+end
 channelview(A::Base.ReinterpretArray{<:AbstractGray,M,<:Number}) where M = parent(A)
 channelview(A::AbstractArray{RGB{T}}) where {T} = reinterpretc(T, A)
 function channelview(A::AbstractArray{C}) where {C<:AbstractRGB}
@@ -108,14 +118,25 @@ _ccolorview(::Type{C}, A::RRPermArray{T,C}) where {C<:Colorant,T<:Number} =
     parent(parent(parent(A)))
 _ccolorview(::Type{C}, A::RRArray{T,C}) where {C<:Colorant,T<:Number} =
     parent(parent(A))
-_ccolorview(::Type{C}, A::Base.ReinterpretArray{T,M,C}) where {C<:AbstractGray,T<:Number,M} =
-    parent(A)
-_ccolorview(::Type{C}, A::Base.ReinterpretArray{T,M,C}) where {C<:RGB,T<:Number,M} =
-    reshape(parent(A), Base.tail(axes(parent(A))))
+if VERSION >= v"1.6.0-DEV.1083"
+    _ccolorview(::Type{C}, A::Base.ReinterpretArray{T,M,C,AA,false}) where {C<:RGB,T<:Number,M,AA} =
+        reshape(parent(A), Base.tail(axes(parent(A))))
+    _ccolorview(::Type{C}, A::Base.ReinterpretArray{T,M,C,AA,true}) where {C<:RGB,T<:Number,M,AA} =
+        parent(A)
+    _ccolorview(::Type{C}, A::Base.ReinterpretArray{T,M,C,AA,false}) where {C<:Color,T<:Number,M,AA} =
+        reshape(parent(A), Base.tail(axes(parent(A))))
+    _ccolorview(::Type{C}, A::Base.ReinterpretArray{T,M,C,AA,true}) where {C<:Color,T<:Number,M,AA} =
+        parent(A)
+else
+    _ccolorview(::Type{C}, A::Base.ReinterpretArray{T,M,C}) where {C<:AbstractGray,T<:Number,M} =
+        parent(A)
+    _ccolorview(::Type{C}, A::Base.ReinterpretArray{T,M,C}) where {C<:RGB,T<:Number,M} =
+        reshape(parent(A), Base.tail(axes(parent(A))))
+    _ccolorview(::Type{C}, A::Base.ReinterpretArray{T,M,C}) where {C<:Color,T<:Number,M} =
+        reshape(parent(A), Base.tail(axes(parent(A))))
+    end
 _ccolorview(::Type{C}, A::Base.ReinterpretArray{T,M,C}) where {C<:AbstractRGB,T<:Number,M} =
     _colorview_reorder(C, A)
-_ccolorview(::Type{C}, A::Base.ReinterpretArray{T,M,C}) where {C<:Color,T<:Number,M} =
-    reshape(parent(A), Base.tail(axes(parent(A))))
 _ccolorview(::Type{C}, A::AbstractArray{T}) where {C<:Colorant,T<:Number} =
     __ccolorview(C, A)  # necessary to avoid ambiguities from dispatch on eltype
 __ccolorview(::Type{C}, A::AbstractArray{T}) where {T<:Number,C<:RGB{T}} = reinterpretc(C, A)
@@ -178,7 +199,7 @@ Create a function that is equivalent to `(As...) -> colorview(C, Ax...)`.
 
 ```jldoctest; setup = :(using ImageCore)
 julia> ones(Float32, 2, 2) |> colorview(Gray)
-2×2 reinterpret(Gray{Float32}, ::$(Array{Float32,2})):
+2×2 reinterpret($(VERSION >= v"1.6.0-DEV.1083" ? "reshape, " : "")Gray{Float32}, ::$(Array{Float32,2}))$(VERSION >= v"1.6.0-DEV.1083" ? " with eltype Gray{Float32}" : ""):
  Gray{Float32}(1.0)  Gray{Float32}(1.0)
  Gray{Float32}(1.0)  Gray{Float32}(1.0)
 ```

src/convert_reinterpret.jl

@@ -2,61 +2,67 @@
 
 @pure samesize(::Type{T}, ::Type{S}) where {T,S} = sizeof(T) == sizeof(S)
 
-## Color->Color
-# function reinterpretc(::Type{CV1}, a::Array{CV2,1}) where {CV1<:Colorant,CV2<:Colorant}
-#     CV = ccolor(CV1, CV2)
-#     l = (length(a)*sizeof(CV2))÷sizeof(CV1)
-#     l*sizeof(CV1) == length(a)*sizeof(CV2) || throw(ArgumentError("sizes are incommensurate"))
-#     reshape(reinterpret(CV, a), (l,))
-# end
-function reinterpretc(::Type{CV1}, a::AbstractArray{CV2}) where {CV1<:Colorant,CV2<:Colorant}
-    CV = ccolor(CV1, CV2)
-    if samesize(CV, CV2)
-        return reshape(reinterpret(CV, a), size(a))
+if VERSION >= v"1.6.0-DEV.1083"
+    reinterpretc(::Type{T}, a::AbstractArray) where T = reinterpret(reshape, ccolor_number(T, eltype(a)), a)
+    reinterpretc(::Type{T}, a::Base.ReinterpretArray{S,N,T,AA,true}) where {T,S,N,AA<:AbstractArray{T}} = parent(a)
+else
+    # Color->Color
+    function reinterpretc(::Type{CV1}, a::Array{CV2,1}) where {CV1<:Colorant,CV2<:Colorant}
+        CV = ccolor(CV1, CV2)
+        l = (length(a)*sizeof(CV2))÷sizeof(CV1)
+        l*sizeof(CV1) == length(a)*sizeof(CV2) || throw(ArgumentError("sizes are incommensurate"))
+        reshape(reinterpret(CV, a), (l,))
     end
-    throw(ArgumentError("result shape not specified"))
-end
-
-## Color->T
-function reinterpretc(::Type{T}, a::AbstractArray{CV}) where {T<:Number,CV<:Colorant}
-    if samesize(T, CV)
-        return reinterpret(T, a)
+    function reinterpretc(::Type{CV1}, a::AbstractArray{CV2}) where {CV1<:Colorant,CV2<:Colorant}
+        CV = ccolor(CV1, CV2)
+        if samesize(CV, CV2)
+            return reshape(reinterpret(CV, a), size(a))
+        end
+        throw(ArgumentError("result shape not specified"))
     end
-    axs = axes(a)
-    if sizeof(CV) == sizeof(T)*_len(CV)
-        return reinterpret(T, reshape(a, Base.OneTo(1), axs...))
+
+    # Color->T
+    function reinterpretc(::Type{T}, a::AbstractArray{CV}) where {T<:Number,CV<:Colorant}
+        if samesize(T, CV)
+            return reinterpret(T, a)
+        end
+        axs = axes(a)
+        if sizeof(CV) == sizeof(T)*_len(CV)
+            return reinterpret(T, reshape(a, Base.OneTo(1), axs...))
+        end
+        throw(ArgumentError("result shape not specified"))
     end
-    throw(ArgumentError("result shape not specified"))
-end
-reinterpretc(::Type{T}, a::AbstractArray{CV,0}) where {T<:Number,CV<:Colorant} =
-    reinterpret(T, reshape(a, 1))
+    reinterpretc(::Type{T}, a::AbstractArray{CV,0}) where {T<:Number,CV<:Colorant} =
+        reinterpret(T, reshape(a, 1))
 
-_len(::Type{C}) where {C} = _len(C, eltype(C))
-_len(::Type{C}, ::Type{Any}) where {C} = error("indeterminate type")
-_len(::Type{C}, ::Type{T}) where {C,T} = sizeof(C) ÷ sizeof(T)
+    _len(::Type{C}) where {C} = _len(C, eltype(C))
+    _len(::Type{C}, ::Type{Any}) where {C} = error("indeterminate type")
+    _len(::Type{C}, ::Type{T}) where {C,T} = sizeof(C) ÷ sizeof(T)
 
-## T->Color
-# We have to distinguish two forms of call:
-#   form 1: reinterpretc(RGB{N0f8}, img)
-#   form 2: reinterpretc(RGB, img)
-function reinterpretc(CV::Type{<:Colorant}, a::AbstractArray{T}) where T<:Number # {CV<:Colorant,T<:Number}
-    @noinline throwdm(C::Type, ind1) =
-        throw(DimensionMismatch("indices $ind1 are not consistent with color type $C"))
-    CVT = ccolor_number(CV, T)
-    if samesize(CVT, T)
-        return reinterpret(CVT, a)
-    end
-    axs = axes(a)
-    if axs[1] == Base.OneTo(sizeof(CVT) ÷ sizeof(eltype(CVT)))
-        return reshape(reinterpret(CVT, a), tail(axs))
+    ## T->Color
+    # We have to distinguish two forms of call:
+    #   form 1: reinterpretc(RGB{N0f8}, img)
+    #   form 2: reinterpretc(RGB, img)
+    function reinterpretc(CV::Type{<:Colorant}, a::AbstractArray{T}) where T<:Number # {CV<:Colorant,T<:Number}
+        @noinline throwdm(C::Type, ind1) =
+            throw(DimensionMismatch("indices $ind1 are not consistent with color type $C"))
+        CVT = ccolor_number(CV, T)
+        if samesize(CVT, T)
+            return reinterpret(CVT, a)
+        end
+        axs = axes(a)
+        if axs[1] == Base.OneTo(sizeof(CVT) ÷ sizeof(eltype(CVT)))
+            return reshape(reinterpret(CVT, a), tail(axs))
+        end
+        throwdm(CV, axs[1])
     end
-    throwdm(CV, axs[1])
 end
 
 # ccolor_number converts form 2 calls to form 1 calls
-ccolor_number(::Type{CV}, ::Type{T}) where {CV<:Colorant,T<:Number} =
+ccolor_number(::Type{T}, ::Any) where T<:Number = T
+ccolor_number(::Type{CV}, ::Type{T}) where {CV<:Colorant,T} =
     ccolor_number(CV, eltype(CV), T)
-ccolor_number(::Type{CV}, ::Type{CVT}, ::Type{T}) where {CV,CVT<:Number,T} = CV # form 1
+ccolor_number(::Type{CV}, ::Type{CVT}, ::Type{T}) where {CV,CVT<:Number,T} = CV  # form 1
 ccolor_number(::Type{CV}, ::Type{Any}, ::Type{T}) where {CV<:Colorant,T} = CV{T} # form 2
 
 # for docstrings in the operations below

test/benchmarks.jl

@@ -54,13 +54,15 @@ end
 function test_getindex(f, ar, cv, n)
     t_ar = Array{Float64}(undef, n)
     t_cv = Array{Float64}(undef, n)
+    # Store the results to prevent the compiler from eliding the call
     f_ar = Ref(f(ar))
     f_cv = Ref(f(cv))
+    @test f_ar[] ≈ f_cv[]  # but this also gives us a chance to test correctness
     for i = 1:n
         t_ar[i] = (tstart = time(); f_ar[] = f(ar); time()-tstart)
         t_cv[i] = (tstart = time(); f_cv[] = f(cv); time()-tstart)
     end
-    median(t_ar), median(t_cv), f_ar
+    median(t_ar), median(t_cv)
 end
 function test_setindex(f, ar, cv, n)
     t_ar = Array{Float64}(undef, n)
@@ -72,45 +74,70 @@ function test_setindex(f, ar, cv, n)
     median(t_ar), median(t_cv)
 end
 
-ssz = (1000,1000)
-c = rand(RGB{Float64}, ssz...)
-a = copy(reinterpretc(Float64, c))
-vchan = channelview(c)
-vcol = colorview(RGB, a)
 cc_getindex_funcs = (mysum_elt_boundscheck,
                      mysum_index_boundscheck,
                      mysum_elt_inbounds,
                      mysum_index_inbounds_simd)
 cc_setindex_funcs = (myfill1!,
                      myfill2!)
-chanvtol = Dict(mysum_index_inbounds_simd => 20,   # @simd doesn't work for ChannelView :(
-                mysum_elt_boundscheck => 20,
-                myfill1! => 20,                    # crappy setindex! performance
-                myfill2! => 20)
-chanvdefault = 10
-colvtol = Dict(mysum_elt_boundscheck=>5,
-               mysum_index_boundscheck=>5)
+
+# Performance tolerances
+isfast = VERSION >= v"1.6.0-DEV.1083"
+chanvtol = Dict(mysum_index_inbounds_simd => isfast ? 3 : 20,
+                mysum_elt_boundscheck => isfast ? 3 : 20,
+                myfill1! => 20,
+                myfill2! => isfast ? 3 : 20)
+chanvdefault = isfast ? 3 : 10
+colvtol = Dict(mysum_elt_boundscheck=>isfast ? 3 : 5,
+               mysum_index_boundscheck=>isfast ? 3 : 5)
 colvdefault = 3
 
+ssz = (1000,300)
+
 @info "Benchmark tests are warnings for now"
 # @testset "benchmarks" begin
-for (suite, testf) in ((cc_getindex_funcs, test_getindex),
-                       (cc_setindex_funcs, test_setindex))
-    for f in suite
-        # Channelview
-        t_ar, t_cv = testf(f, a, vchan, 10^2)
-        tol = haskey(chanvtol, f) ? chanvtol[f] : chanvdefault
-        if t_cv >= tol*t_ar
-            @warn "ChannelView: failed on $f, time ratio $(t_cv/t_ar), tol $tol"
-        end
-        # @test t_cv < tol*t_ar
-        # ColorView
-        t_ar, t_cv = testf(f, c, vcol, 10^2)
-        tol = haskey(colvtol, f) ? colvtol[f] : colvdefault
-        if t_cv >= tol*t_ar
-            @warn "ColorView: failed on $f, time ratio $(t_cv/t_ar), tol $tol"
+for T in (Float32, Float64)
+    c = rand(RGB{T}, ssz...)
+    a = copy(reinterpretc(T, c))
+    vchan = channelview(c)
+    vcol = colorview(RGB, a)
+
+    # view versions
+    rview = 2:ssz[1]-1
+    csub = view(c, rview, :)
+    asub = view(a, :, rview, :)
+    vchansub = channelview(csub)
+    vcolsub = colorview(RGB, asub)
+
+    for (suite, testf) in ((cc_getindex_funcs, test_getindex),
+                           (cc_setindex_funcs, test_setindex))
+        for f in suite
+            # channelview
+            t_ar, t_cv = testf(f, a, vchan, 30)
+            tol = haskey(chanvtol, f) ? chanvtol[f] : chanvdefault
+            if t_cv >= tol*t_ar
+                @warn "channelview1: failed on $f with eltype $T, time ratio $(t_cv/t_ar), tol $tol"
+            end
+
+            t_ar, t_cv = testf(f, asub, vchansub, 30)
+            tol = haskey(chanvtol, f) ? chanvtol[f] : chanvdefault
+            if t_cv >= tol*t_ar
+                @warn "channelview2: failed on $f with eltype $T, time ratio $(t_cv/t_ar), tol $tol"
+            end
+
+            # colorview
+            t_ar, t_cv = testf(f, c, vcol, 30)
+            tol = haskey(colvtol, f) ? colvtol[f] : colvdefault
+            if t_cv >= tol*t_ar
+                @warn "colorview1: failed on $f with eltype $T, time ratio $(t_cv/t_ar), tol $tol"
+            end
+
+            t_ar, t_cv = testf(f, csub, vcolsub, 30)
+            tol = haskey(colvtol, f) ? colvtol[f] : colvdefault
+            if t_cv >= tol*t_ar
+                @warn "colorview2: failed on $f with eltype $T, time ratio $(t_cv/t_ar), tol $tol"
+            end
         end
-        # @test t_cv < tol*t_ar
     end
 end
 # end

test/colorchannels.jl

@@ -407,7 +407,7 @@ end
         @test @inferred(axes(v)) == (IdentityUnitRange(-1:1), IdentityUnitRange(-2:2))
         @test @inferred(v[0,0]) === RGB(a[1,0,0], a[2,0,0], a[3,0,0])
         a = OffsetArray(rand(3, 3, 5), 0:2, -1:1, -2:2)
-        @test_throws DimensionMismatch colorview(RGB, a)
+        @test_throws (VERSION >= v"1.6.0-DEV.1083" ? ArgumentError : DimensionMismatch) colorview(RGB, a)
     end
 end
 

test/convert_reinterpret.jl

@@ -129,9 +129,9 @@ using Test, Random
 
     # indeterminate type tests
     a = Array{RGB{AbstractFloat}}(undef, 3)
-    @test_throws ErrorException reinterpretc(Float64, a)
+    @test_throws Union{ArgumentError,ErrorException} reinterpretc(Float64, a)
     a = Vector{RGB}(undef, 3)
-    @test_throws ErrorException reinterpretc(Float64, a)
+    @test_throws Union{ArgumentError,ErrorException} reinterpretc(Float64, a)
 
     # Invalid conversions
     a = rand(UInt8, 4,5)

test/show.jl

@@ -6,6 +6,9 @@ else
     sumsz(img) = ""
 end
 
+const rrstr = VERSION >= v"1.6.0-DEV.1083" ? "reshape, " : ""
+rrdim(n) = VERSION >= v"1.6.0-DEV.1083" ? n-1 : n
+
 # N0f8 is shown as either N0f8 or Normed{UInt8, 8}
 # RGB is shown as ColorTypes.RGB or RGB
 function typestring(::Type{T}) where T
@@ -22,13 +25,15 @@ RGB_str = typestring(RGB)
     v = view(rgb32, 2:3, :)
     @test summary(v) == "2×5 view(::Array{RGB{Float32},2}, 2:3, :) with eltype $(RGB_str){Float32}"
     a = channelview(rgb32)
-    @test summary(a) == "3×3×5 reinterpret(Float32, ::Array{RGB{Float32},3})"
+    @test summary(a) == (VERSION >= v"1.6.0-DEV.1083" ? "3×3×5 reinterpret(reshape, Float32, ::Array{RGB{Float32},2}) with eltype Float32" :
+                                                        "3×3×5 reinterpret(Float32, ::Array{RGB{Float32},3})")
     num64 = rand(3,5)
     b = colorview(RGB, num64)
-    @test summary(b) == "5-element reshape(reinterpret(RGB{Float64}, ::$(typeof(num64))), 5) with eltype $(RGB_str){Float64}"
+    @test summary(b) == (VERSION >= v"1.6.0-DEV.1083" ? "5-element reinterpret(reshape, RGB{Float64}, ::$(typeof(num64))) with eltype $(RGB_str){Float64}" :
+                                                        "5-element reshape(reinterpret(RGB{Float64}, ::$(typeof(num64))), 5) with eltype $(RGB_str){Float64}")
     rgb8 = rand(RGB{N0f8}, 3, 5)
     c = rawview(channelview(rgb8))
-    @test summary(c) == "3×3×5 rawview(reinterpret(N0f8, ::Array{RGB{N0f8},3})) with eltype UInt8"
+    @test summary(c) == "3×3×5 rawview(reinterpret($(rrstr)N0f8, ::Array{RGB{N0f8},$(rrdim(3))})) with eltype UInt8"
     @test summary(rgb8) == "3×5 Array{RGB{N0f8},2} with eltype $(RGB_str){$(N0f8_str)}"
     rand8 = rand(UInt8, 3, 5)
     d = normedview(PermutedDimsArray(rand8, (2,1)))
@@ -39,14 +44,15 @@ RGB_str = typestring(RGB)
     f = PermutedDimsArray(normedview(N0f16, rand16), (2,1))
     @test summary(f) == "5×3 PermutedDimsArray(reinterpret(N0f16, ::$(typeof(rand16))), (2, 1)) with eltype $(N0f16_str)"
     g = channelview(rgb8)
-    @test summary(g) == "3×3×5 reinterpret(N0f8, ::Array{RGB{N0f8},3})"
+    etstr = VERSION >= v"1.6.0-DEV.1083" ? " with eltype N0f8" : ""
+    @test summary(g) == "3×3×5 reinterpret($(rrstr)N0f8, ::Array{RGB{N0f8},$(rrdim(3))})$etstr"
     h = OffsetArray(rgb8, -1:1, -2:2)
     @test summary(h) == "$(sumsz(h))OffsetArray(::Array{RGB{N0f8},2}, -1:1, -2:2) with eltype $(RGB_str){$(N0f8_str)} with indices -1:1×-2:2"
     i = channelview(h)
-    @test summary(i) == "$(sumsz(i))reinterpret(N0f8, OffsetArray(::Array{RGB{N0f8},3}, 1:1, -1:1, -2:2)) with indices 1:3×-1:1×-2:2"
+    @test summary(i) == "$(sumsz(i))reinterpret($(rrstr)N0f8, OffsetArray(::Array{RGB{N0f8},$(rrdim(3))}, 1:1, -1:1, -2:2)) with indices 1:3×-1:1×-2:2"
     c = channelview(rand(RGB{N0f8}, 2))
     o = OffsetArray(c, -1:1, 0:1)
-    @test summary(o) == "$(sumsz(o))OffsetArray(reinterpret(N0f8, ::Array{RGB{N0f8},2}), -1:1, 0:1) with eltype $(N0f8_str) with indices -1:1×0:1"
+    @test summary(o) == "$(sumsz(o))OffsetArray(reinterpret($(rrstr)N0f8, ::Array{RGB{N0f8},$(rrdim(2))}), -1:1, 0:1) with eltype $(N0f8_str) with indices -1:1×0:1"
     # Issue #45
     a = collect(tuple())
     @test summary(a) == "0-element $(typeof(a))"