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using LinearAlgebra | |
using StaticArrays | |
using BenchmarkTools | |
function time_SVector_3arg_mul(b, A, x) | |
mul!(b, A, x) | |
end | |
function time_SVector_5arg_mul(b, A, x, alpha, beta) | |
mul!(b, A, x, alpha, beta) | |
end | |
function time_Vector_3arg_mul(b1, b2, A, x1, x2) | |
mul!(b1, A, x1) | |
mul!(b2, A, x2) | |
end | |
function time_Vector_5arg_mul(b1, b2, A, x1, x2, alpha, beta) | |
mul!(b1, A, x1, alpha, beta) | |
mul!(b2, A, x2, alpha, beta) | |
end | |
for N in [10 15 20 35] | |
A = randn(N, N) | |
x = [SVector(1.0, 2.0) for _ in axes(A, 2)] | |
b = similar(x) | |
x1, x2 = [getindex.(x, i) for i in 1:2] | |
b1, b2 = similar.((x1, x2)) | |
println("==== On N = $N ====") | |
println("SVector mul! timings are") | |
@btime time_SVector_3arg_mul($b, $A, $x) | |
@btime time_SVector_5arg_mul($b, $A, $x, $.1, $.5) | |
println("Vector mul! timings are") | |
@btime time_Vector_3arg_mul($b1, $b2, $A, $x1, $x2) | |
@btime time_Vector_5arg_mul($b1, $b2, $A, $x1, $x2, $.1, $.5) | |
println("") | |
end | |
# Results: | |
# ==== On N = 10 ==== | |
# SVector mul! timings are | |
# 57.977 ns (0 allocations: 0 bytes) | |
# 73.356 ns (1 allocation: 32 bytes) | |
# Vector mul! timings are | |
# 140.434 ns (0 allocations: 0 bytes) | |
# 137.862 ns (0 allocations: 0 bytes) | |
# ==== On N = 15 ==== | |
# SVector mul! timings are | |
# 123.608 ns (0 allocations: 0 bytes) | |
# 140.637 ns (1 allocation: 32 bytes) | |
# Vector mul! timings are | |
# 214.298 ns (0 allocations: 0 bytes) | |
# 212.368 ns (0 allocations: 0 bytes) | |
# ==== On N = 20 ==== | |
# SVector mul! timings are | |
# 202.477 ns (0 allocations: 0 bytes) | |
# 219.212 ns (1 allocation: 32 bytes) | |
# Vector mul! timings are | |
# 215.278 ns (0 allocations: 0 bytes) | |
# 209.742 ns (0 allocations: 0 bytes) | |
# ==== On N = 35 ==== | |
# SVector mul! timings are | |
# 578.066 ns (0 allocations: 0 bytes) | |
# 594.737 ns (1 allocation: 32 bytes) | |
# Vector mul! timings are | |
# 485.608 ns (0 allocations: 0 bytes) | |
# 496.778 ns (0 allocations: 0 bytes) | |
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