adding tests
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@ -9,6 +9,8 @@ Base.size(xs::OneHotVector) = (Int64(xs.of),)
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Base.getindex(xs::OneHotVector, i::Integer) = i == xs.ix
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Base.getindex(xs::OneHotVector, ::Colon) = xs
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A::AbstractMatrix * b::OneHotVector = A[:, b.ix]
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struct OneHotMatrix{A<:AbstractVector{OneHotVector}} <: AbstractMatrix{Bool}
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@ -22,6 +24,22 @@ Base.getindex(xs::OneHotMatrix, i::Integer, j::Integer) = xs.data[j][i]
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Base.getindex(xs::OneHotMatrix, ::Colon, i::Integer) = xs.data[i]
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Base.getindex(xs::OneHotMatrix, ::Colon, i::AbstractArray) = OneHotMatrix(xs.height, xs.data[i])
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Base.getindex(xs::Flux.OneHotMatrix, j::Base.UnitRange, i::Int) = xs.data[i][j]
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Base.getindex(xs::OneHotMatrix, ::Colon, ::Colon) = xs
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Base.getindex(xs::OneHotMatrix, i::Integer, ::Colon) = map(x -> x[i], xs.data)
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# handle special case when we want the whole column
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function Base.getindex(xs::Flux.OneHotMatrix{T}, ot::Union{Base.Slice, Base.OneTo}, i::Int) where {T<:AbstractArray}
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res = similar(xs, size(xs, 1), 1)
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if length(ot) == size(xs, 1)
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res = xs[:,i]
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else
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res = xs[1:length(ot),i]
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end
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res
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end
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A::AbstractMatrix * B::OneHotMatrix = A[:, map(x->x.ix, B.data)]
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Base.hcat(x::OneHotVector, xs::OneHotVector...) = OneHotMatrix(length(x), [x, xs...])
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@ -54,13 +72,17 @@ end
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onehotbatch(ls, labels, unk...) =
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OneHotMatrix(length(labels), [onehot(l, labels, unk...) for l in ls])
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Base.argmax(xs::OneHotVector) = xs.ix
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onecold(y::AbstractVector, labels = 1:length(y)) = labels[Base.argmax(y)]
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onecold(y::AbstractMatrix, labels...) =
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dropdims(mapslices(y -> onecold(y, labels...), y, dims=1), dims=1)
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onecold(y::OneHotMatrix, labels...) = map(x -> onecold(x, labels...), y.data)
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function argmax(xs...)
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Base.depwarn("`argmax(...) is deprecated, use `onecold(...)` instead.", :argmax)
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Base.depwarn("`argmax(...)` is deprecated, use `onecold(...)` instead.", :argmax)
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return onecold(xs...)
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end
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@ -38,6 +38,12 @@ Flux.back!(sum(l))
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end
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@testset "onecold gpu" begin
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y = Flux.onehotbatch(ones(3), 1:10) |> gpu;
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@test Flux.onecold(y) isa CuArray
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@test y[3,:] isa CuArray
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end
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if CuArrays.libcudnn != nothing
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@info "Testing Flux/CUDNN"
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include("cudnn.jl")
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@ -11,3 +11,9 @@ using Test
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@test onecold(a, labels) == 'C'
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@test onecold(A, labels) == ['C', 'A', 'D']
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end
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@testset "onehotbatch indexing" begin
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y = Flux.onehotbatch(ones(3), 1:10)
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@test y[:,1] isa Flux.OneHotVector
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@test y[:,:] isa Flux.OneHotMatrix
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end
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