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missingness sum benchmark
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immutable CheapMulBool | |
x::Bool | |
end | |
immutable Negated{T} | |
x::T | |
end | |
immutable BitWrapper | |
x::Vector{Uint64} | |
end | |
Base.getindex(x::BitWrapper, i) = CheapMulBool(!Base.unsafe_bitgetindex(x.x, i)) | |
Base.getindex(x::Negated, i) = CheapMulBool(unsafe_load(convert(Ptr{Uint8}, pointer(x.x)), i) == 0) | |
*(x::CheapMulBool, y::Number) = ifelse(x.x, y, zero(y)) | |
function f(x, y) | |
z = zero(eltype(x)) | |
@simd for i = 1:length(x) | |
@inbounds z += y[i]*x[i] | |
end | |
z | |
end | |
x = randn(10000000) | |
ybool = rand(Bool, length(x)) | |
ybit = bitpack(ybool) | |
yfloat = convert(Vector{Float64}, !ybool) | |
f(x, Negated(ybool)) | |
f(x, BitWrapper(ybit.chunks)) | |
f(x, yfloat) | |
@time for i = 1:50 f(x, Negated(ybool)) end | |
@time for i = 1:50 f(x, BitWrapper(ybit.chunks)) end | |
@time for i = 1:50 f(x, yfloat) end |
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The comparison is to LLVM 3.3, which partially vectorizes the loop whereas LLVM SVN doesn't vectorize it at all. I can't explain why.