Use custom static reduction for CPU
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@ -63,12 +63,46 @@ function nstream!(data::VectorData{T}, _) where {T}
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end
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end
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end
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end
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# Threads.@threads/Threads.@spawn doesn't support OpenMP's firstprivate, etc
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function static_par_ranged(f::Function, range::Int, n::Int)
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stride = range ÷ n
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rem = range % n
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strides = map(0:n) do i
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width = stride + (i < rem ? 1 : 0)
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offset = i < rem ? (stride + 1) * i : ((stride + 1) * rem) + (stride * (i - rem))
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(offset, width)
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end
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ccall(:jl_enter_threaded_region, Cvoid, ())
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try
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foreach(wait, map(1:n) do group
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(offset, size) = strides[group]
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task = Task(() -> f(group, offset+1, offset+size))
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task.sticky = true
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ccall(:jl_set_task_tid, Cvoid, (Any, Cint), task, group-1) # ccall, so 0-based for group
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schedule(task)
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end)
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finally
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ccall(:jl_exit_threaded_region, Cvoid, ())
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end
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end
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function dot(data::VectorData{T}, _) where {T}
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function dot(data::VectorData{T}, _) where {T}
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partial = zeros(T, Threads.nthreads())
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partial = Vector{T}(undef, Threads.nthreads())
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Threads.@threads for i = 1:data.size
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static_par_ranged(data.size, Threads.nthreads()) do group, startidx, endidx
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@inbounds partial[Threads.threadid()] += data.a[i] * data.b[i]
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acc = zero(T)
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@fastmath for i = startidx:endidx
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@inbounds acc += data.a[i] * data.b[i]
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end
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@inbounds partial[group] = acc
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end
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end
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return sum(partial)
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return sum(partial)
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# This doesn't do well on aarch64 because of the excessive Threads.threadid() ccall
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# and inhibited vectorisation from the lack of @fastmath
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# partial = zeros(T, Threads.nthreads())
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# Threads.@threads for i = 1:data.size
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# @inbounds partial[Threads.threadid()] += (data.a[i] * data.b[i])
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# end
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# return sum(partial)
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end
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end
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function read_data(data::VectorData{T}, _)::VectorData{T} where {T}
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function read_data(data::VectorData{T}, _)::VectorData{T} where {T}
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