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January 3, 2019 16:00
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Benchmarking several ways of building iterators in Julia (see https://discourse.julialang.org/t/prefered-pattern-for-generators/18749)
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# Initial tests | |
using BenchmarkTools | |
N = 1_000_000 | |
@btime let s = 0 | |
for i in 1:$N | |
s += i&1 | |
end | |
s | |
end | |
@btime let s = 0 | |
for i in 1:$(10*N) | |
s += i&1 | |
end | |
s | |
end | |
# Collect benchmarking statistics | |
import Statistics: mean | |
stats = [] | |
function pushStats(title, comment, bstats) | |
println("Benchmarking $title...") | |
push!(stats, (title, | |
bstats.memory/1024^2, | |
bstats.allocs, | |
minimum(bstats.times)/1000, | |
mean(bstats.times)/1000, | |
maximum(bstats.times)/1000, | |
comment)) | |
end | |
# UnitRange | |
pushStats("UnitRange", "", | |
@benchmark let s = 0 | |
for i in 1:$N | |
s += i&1 | |
end | |
s | |
end) | |
# Closure implementation | |
function countto1(n) | |
let n = n | |
count = 0 | |
() -> (count >= n ? nothing : count += 1) | |
end | |
end | |
pushStats("closure", "", | |
@benchmark let itr = countto1($N), s = 0 | |
while (i = itr()) !== nothing | |
s += i%2 | |
end | |
s | |
end) | |
# Channel implementation | |
function countTo_channel(n) | |
Channel(ctype=Int) do c | |
count = 0 | |
while count < n | |
put!(c, count+=1) | |
end | |
end | |
end | |
pushStats("Channel", "", | |
@benchmark let s = 0 | |
for i in countTo_channel($N) | |
s += i&1 | |
end | |
s | |
end) | |
# ResumableFunctions | |
using ResumableFunctions | |
@resumable function countTo_resumable(n :: Int) | |
count = 0 | |
while count < n | |
count += 1 | |
@yield count | |
end | |
end | |
pushStats("ResumableFunctions", "optimized, as per @tkoolen's comment", | |
@benchmark let s = 0 | |
for i in countTo_resumable($N) | |
s += i&1 | |
end | |
s | |
end) | |
# Implementation of the iterator interface | |
struct CountTo_struct | |
n :: Int | |
end | |
Base.iterate(c::CountTo_struct, state=0) = state >= c.n ? nothing : (state+1, state+1) | |
Base.length(c::CountTo_struct) = c.n | |
pushStats("struct", "", | |
@benchmark let s = 0 | |
for i in CountTo_struct($N) | |
s += i&1 | |
end | |
s | |
end) | |
# Using IterTools | |
using IterTools | |
countTo_iterTools(n) = Iterators.take(iterated(x -> x + 1, 1), n) | |
pushStats("IterTools", "as per @tkf's comment", | |
@benchmark let s = 0 | |
for i in countTo_iterTools($N) | |
s += i&1 | |
end | |
s | |
end) | |
# Nicely format statistics | |
using Markdown: Table, MD | |
using Formatting | |
table = [["Generator", "memory [Mb]", "allocs", "min time [µs]", "avg time [µs]", "max time [µs]", "comment"]] | |
for (title, mem, allocs, time1, time2, time3, comment) in sort(stats; by=x->x[5]) | |
push!(table, [title, | |
fmt(".2f", mem), | |
fmt("d", allocs), | |
fmt(".2f", time1), | |
fmt(".2f", time2), | |
fmt(".2f", time3), | |
comment]) | |
end | |
println(MD(Table(table, [:l,:r,:r,:r,:r,:r, :l]))) |
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