tkf/Makefile

## analysis.ipynb

      
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## analysis.jl
using BenchmarkTools
using DataFrames
using Statistics
using Transducers
using VegaLite

resultpath = joinpath(@__DIR__, "result.json")
result, = BenchmarkTools.load(resultpath)

df_raw =
    BenchmarkTools.leaves(result) |>
    Map() do ((nworks, ex), trial)
        (nworks = parse(Int, nworks), executor = ex, trial = trial)
    end |>
    DataFrame
#-

begin
    df_tmp = select(df_raw, Not(:trial))
    df_tmp[!, :minimum] = map(trial -> minimum(trial).time, df_raw.trial)
    df_tmp[!, :median] = map(trial -> median(trial).time, df_raw.trial)
    df_tmp[!, :memory] = map(trial -> trial.memory, df_raw.trial)
    df_stats = stack(
        df_tmp,
        [:minimum, :median],
        variable_name = :time_stat,
        value_name = :time_ns,
    )
end
#-

df = combine(groupby(df_stats, [:nworks, :time_stat])) do group
    d = Dict(zip(group.executor, group.time_ns))
    (speedup = d["ThreadedEx"] / d["WorkStealingEx"],)
end
#-

plt1 = @vlplot(
    layer = [
        {
            mark = {type = :line, point = true},
            encoding = {
                x = {field = :nworks},
                y = {field = :speedup, axis = {title = "Speedup (T_default / T_WS)"}},
                color = {field = :time_stat},
            },
        },
        {
            mark = :rule,
            encoding = {y = {datum = 1}},
        },
    ],
    data = df,
    width = 400,
    height = 200,
)

plt2 = @vlplot(
    mark = {type = :line, point = true},
    x = :nworks,
    y = {field = :time_ns, axis = {title = "Time [ns]"}},
    color = {field = :time_stat},
    column = :executor,
    data = df_stats,
)
nothing

# ## Notes
#
# #### Summary
#
# Peformance of parallel reduce with wildly skewed run-time distribution is
# benchmarked with the default `ThreadedEx` executor and `WorkStealingEx`
# executor. `WorkStealingEx` consistently performces better than `ThreadedEx`
# (if the run-time distribution is unbalanced enough). Furthermore, the
# run-time of `WorkStealingEx` is much more conisstent than `ThreadedEx`.
#
# #### Benchmarked problem
#
# The following problem is benchmarked
#
# ```julia
# xs = 1:2^13
# Folds.sum($f, xs, $Executor(basesize = 1))
# ```
#
# where `f` spins for 100 μs for `nworks` items (i.e., every `length(xs) ÷
# nworks`) in the input collection `xs`.
#
# #### Speedup

plt1

# For this range of parameter, `WorkStealingEx` performs better than
# `ThreadedEx`. Note that the run-time distribution is _very_ skewed. The
# largest tried `nworks` is 50; i.e., only `50 /2^13 * 100 = 0.6` % of the
# items are actually compute-intensive.

# #### Run-time

plt2

# Note the big difference in the minimum and median run-time of `ThreadedEx`
# (left). This is probably due to the randomization by Julia's paralel task
# runtime. On the other hand, the performance of `WorkStealingEx` (right) is
# more consistent (smaller difference between minimum and median).

## benchmarks.jl
using BenchmarkTools
using Folds
using FoldsThreads

const SUITE = BenchmarkGroup()
const DATA_LENGTH = 2^13

function unbalanced_work(nworks, data_length)
    if nworks == 0
        space = typemax(Int)
    else
        space = cld(data_length, nworks)
    end
    function work(i)
        n = 0
        if mod(i, space) == 0
            # Sping for 100 μs
            t = time_ns() + 100_0000
            while t > time_ns()
                n += 1
            end
        end
        return n
    end
end

for nworks in 0:5:51
    f = unbalanced_work(nworks, DATA_LENGTH)
    xs = 1:DATA_LENGTH
    s1 = SUITE[nworks] = BenchmarkGroup()
    s1["ThreadedEx"] =
        @benchmarkable(Folds.sum($f, $xs, ThreadedEx(basesize = 1, stoppable = false)))
    s1["WorkStealingEx"] = @benchmarkable(Folds.sum($f, $xs, WorkStealingEx(basesize = 1)))
end

## Makefile
JULIA = julia --startup-file=no

export JULIA_NUM_THREADS = 32
export JULIA_LOAD_PATH = @
export JULIA_PROJECT = $(PWD)

.PHONY: rebuild

analysis.ipynb: analysis.jl result.json
	$(MAKE) rebuild

rebuild:
	$(JULIA) -e 'using Literate; Literate.notebook("analysis.jl")'

result.json:
	$(JULIA) runbenchmarks.jl $@

## Manifest.toml
# This file is machine-generated - editing it directly is not advised

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[[URIParser]]
deps = ["Unicode"]
git-tree-sha1 = "53a9f49546b8d2dd2e688d216421d050c9a31d0d"
uuid = "30578b45-9adc-5946-b283-645ec420af67"
version = "0.4.1"

[[URIs]]
git-tree-sha1 = "7855809b88d7b16e9b029afd17880930626f54a2"
uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
version = "1.2.0"

[[UUIDs]]
deps = ["Random", "SHA"]
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"

[[Unicode]]
uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"

[[Vega]]
deps = ["DataStructures", "DataValues", "Dates", "FileIO", "FilePaths", "IteratorInterfaceExtensions", "JSON", "JSONSchema", "MacroTools", "NodeJS", "Pkg", "REPL", "Random", "Setfield", "TableTraits", "TableTraitsUtils", "URIParser"]
git-tree-sha1 = "ea6d7d5ee93fce89c352fe4cd31d6d2a57ef312b"
uuid = "239c3e63-733f-47ad-beb7-a12fde22c578"
version = "2.0.0"

[[VegaLite]]
deps = ["Base64", "DataStructures", "DataValues", "Dates", "FileIO", "FilePaths", "IteratorInterfaceExtensions", "JSON", "MacroTools", "NodeJS", "Pkg", "REPL", "Random", "Setfield", "TableTraits", "TableTraitsUtils", "URIParser", "Vega"]
git-tree-sha1 = "02e09fea5d7a83d804c24cda970b1cd23c5bffa3"
uuid = "112f6efa-9a02-5b7d-90c0-432ed331239a"
version = "2.3.1"

[[ZipFile]]
deps = ["Libdl", "Printf", "Zlib_jll"]
git-tree-sha1 = "c3a5637e27e914a7a445b8d0ad063d701931e9f7"
uuid = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea"
version = "0.9.3"

[[Zlib_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "320228915c8debb12cb434c59057290f0834dbf6"
uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
version = "1.2.11+18"

[[ZygoteRules]]
deps = ["MacroTools"]
git-tree-sha1 = "9e7a1e8ca60b742e508a315c17eef5211e7fbfd7"
uuid = "700de1a5-db45-46bc-99cf-38207098b444"
version = "0.2.1"

## Project.toml
[deps]
BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
Folds = "41a02a25-b8f0-4f67-bc48-60067656b558"
FoldsThreads = "9c68100b-dfe1-47cf-94c8-95104e173443"
Literate = "98b081ad-f1c9-55d3-8b20-4c87d4299306"
Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
Transducers = "28d57a85-8fef-5791-bfe6-a80928e7c999"
VegaLite = "112f6efa-9a02-5b7d-90c0-432ed331239a"

## result.json
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## runbenchmarks.jl
@info "Using $(Threads.nthreads()) threads"

resultpath, = ARGS
mkpath(dirname(resultpath))

using BenchmarkTools
include("benchmarks.jl")
_, time, = @timed result = run(SUITE; verbose = true)
BenchmarkTools.save(resultpath, result)

write(joinpath(dirname(resultpath), "time"), string(time))

## time
140.603282209
	using BenchmarkTools
	using DataFrames
	using Statistics
	using Transducers
	using VegaLite

	resultpath = joinpath(@__DIR__, "result.json")
	result, = BenchmarkTools.load(resultpath)

	df_raw =
	BenchmarkTools.leaves(result) \|>
	Map() do ((nworks, ex), trial)
	(nworks = parse(Int, nworks), executor = ex, trial = trial)
	end \|>
	DataFrame
	#-

	begin
	df_tmp = select(df_raw, Not(:trial))
	df_tmp[!, :minimum] = map(trial -> minimum(trial).time, df_raw.trial)
	df_tmp[!, :median] = map(trial -> median(trial).time, df_raw.trial)
	df_tmp[!, :memory] = map(trial -> trial.memory, df_raw.trial)
	df_stats = stack(
	df_tmp,
	[:minimum, :median],
	variable_name = :time_stat,
	value_name = :time_ns,
	)
	end
	#-

	df = combine(groupby(df_stats, [:nworks, :time_stat])) do group
	d = Dict(zip(group.executor, group.time_ns))
	(speedup = d["ThreadedEx"] / d["WorkStealingEx"],)
	end
	#-

	plt1 = @vlplot(
	layer = [
	{
	mark = {type = :line, point = true},
	encoding = {
	x = {field = :nworks},
	y = {field = :speedup, axis = {title = "Speedup (T_default / T_WS)"}},
	color = {field = :time_stat},
	},
	},
	{
	mark = :rule,
	encoding = {y = {datum = 1}},
	},
	],
	data = df,
	width = 400,
	height = 200,
	)

	plt2 = @vlplot(
	mark = {type = :line, point = true},
	x = :nworks,
	y = {field = :time_ns, axis = {title = "Time [ns]"}},
	color = {field = :time_stat},
	column = :executor,
	data = df_stats,
	)
	nothing

	# ## Notes
	#
	# #### Summary
	#
	# Peformance of parallel reduce with wildly skewed run-time distribution is
	# benchmarked with the default `ThreadedEx` executor and `WorkStealingEx`
	# executor. `WorkStealingEx` consistently performces better than `ThreadedEx`
	# (if the run-time distribution is unbalanced enough). Furthermore, the
	# run-time of `WorkStealingEx` is much more conisstent than `ThreadedEx`.
	#
	# #### Benchmarked problem
	#
	# The following problem is benchmarked
	#
	# ```julia
	# xs = 1:2^13
	# Folds.sum($f, xs, $Executor(basesize = 1))
	# ```
	#
	# where `f` spins for 100 μs for `nworks` items (i.e., every `length(xs) ÷
	# nworks`) in the input collection `xs`.
	#
	# #### Speedup

	plt1

	# For this range of parameter, `WorkStealingEx` performs better than
	# `ThreadedEx`. Note that the run-time distribution is _very_ skewed. The
	# largest tried `nworks` is 50; i.e., only `50 /2^13 * 100 = 0.6` % of the
	# items are actually compute-intensive.

	# #### Run-time

	plt2

	# Note the big difference in the minimum and median run-time of `ThreadedEx`
	# (left). This is probably due to the randomization by Julia's paralel task
	# runtime. On the other hand, the performance of `WorkStealingEx` (right) is
	# more consistent (smaller difference between minimum and median).
	using BenchmarkTools
	using Folds
	using FoldsThreads

	const SUITE = BenchmarkGroup()
	const DATA_LENGTH = 2^13

	function unbalanced_work(nworks, data_length)
	if nworks == 0
	space = typemax(Int)
	else
	space = cld(data_length, nworks)
	end
	function work(i)
	n = 0
	if mod(i, space) == 0
	# Sping for 100 μs
	t = time_ns() + 100_0000
	while t > time_ns()
	n += 1
	end
	end
	return n
	end
	end

	for nworks in 0:5:51
	f = unbalanced_work(nworks, DATA_LENGTH)
	xs = 1:DATA_LENGTH
	s1 = SUITE[nworks] = BenchmarkGroup()
	s1["ThreadedEx"] =
	@benchmarkable(Folds.sum($f, $xs, ThreadedEx(basesize = 1, stoppable = false)))
	s1["WorkStealingEx"] = @benchmarkable(Folds.sum($f, $xs, WorkStealingEx(basesize = 1)))
	end
	JULIA = julia --startup-file=no

	export JULIA_NUM_THREADS = 32
	export JULIA_LOAD_PATH = @
	export JULIA_PROJECT = $(PWD)

	.PHONY: rebuild

	analysis.ipynb: analysis.jl result.json
	$(MAKE) rebuild

	rebuild:
	$(JULIA) -e 'using Literate; Literate.notebook("analysis.jl")'

	result.json:
	$(JULIA) runbenchmarks.jl $@
	# This file is machine-generated - editing it directly is not advised

	[[Accessors]]
	deps = ["Compat", "CompositionsBase", "ConstructionBase", "Future", "MacroTools", "Requires", "Test"]
	git-tree-sha1 = "6061581e28cf6fbbb6af983022c2589cbc801007"
	uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697"
	version = "0.1.1"

	[[ArgCheck]]
	git-tree-sha1 = "dedbbb2ddb876f899585c4ec4433265e3017215a"
	uuid = "dce04be8-c92d-5529-be00-80e4d2c0e197"
	version = "2.1.0"

	[[Artifacts]]
	deps = ["Pkg"]
	git-tree-sha1 = "c30985d8821e0cd73870b17b0ed0ce6dc44cb744"
	uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
	version = "1.3.0"

	[[BangBang]]
	deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
	git-tree-sha1 = "d53b1eaefd48e233545d21f5b764c8ee54df4a09"
	uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
	version = "0.3.30"

	[[Base64]]
	uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"

	[[BenchmarkTools]]
	deps = ["JSON", "Logging", "Printf", "Statistics", "UUIDs"]
	git-tree-sha1 = "9e62e66db34540a0c919d72172cc2f642ac71260"
	uuid = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
	version = "0.5.0"

	[[CategoricalArrays]]
	deps = ["DataAPI", "Future", "JSON", "Missings", "Printf", "Statistics", "StructTypes", "Unicode"]
	git-tree-sha1 = "99809999c8ee01fa89498480b147f7394ea5450f"
	uuid = "324d7699-5711-5eae-9e2f-1d82baa6b597"
	version = "0.9.2"

	[[Compat]]
	deps = ["Base64", "Dates", "DelimitedFiles", "Distributed", "InteractiveUtils", "LibGit2", "Libdl", "LinearAlgebra", "Markdown", "Mmap", "Pkg", "Printf", "REPL", "Random", "SHA", "Serialization", "SharedArrays", "Sockets", "SparseArrays", "Statistics", "Test", "UUIDs", "Unicode"]
	git-tree-sha1 = "919c7f3151e79ff196add81d7f4e45d91bbf420b"
	uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
	version = "3.25.0"

	[[CompositionsBase]]
	git-tree-sha1 = "f3955eb38944e5dd0fabf8ca1e267d94941d34a5"
	uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
	version = "0.1.0"

	[[ConstructionBase]]
	git-tree-sha1 = "a2a6a5fea4d6f730ec4c18a76d27ec10e8ec1c50"
	uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
	version = "1.0.0"

	[[Crayons]]
	git-tree-sha1 = "3f71217b538d7aaee0b69ab47d9b7724ca8afa0d"
	uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
	version = "4.0.4"

	[[DataAPI]]
	git-tree-sha1 = "8ab70b4de35bb3b8cc19654f6b893cf5164f8ee8"
	uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
	version = "1.5.1"

	[[DataFrames]]
	deps = ["CategoricalArrays", "Compat", "DataAPI", "Future", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrettyTables", "Printf", "REPL", "Reexport", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
	git-tree-sha1 = "b0db5579803eabb33f1274ca7ca2f472fdfb7f2a"
	uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
	version = "0.22.5"

	[[DataStructures]]
	deps = ["InteractiveUtils", "OrderedCollections"]
	git-tree-sha1 = "88d48e133e6d3dd68183309877eac74393daa7eb"
	uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
	version = "0.17.20"

	[[DataValueInterfaces]]
	git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
	uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
	version = "1.0.0"

	[[DataValues]]
	deps = ["DataValueInterfaces", "Dates"]
	git-tree-sha1 = "d88a19299eba280a6d062e135a43f00323ae70bf"
	uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5"
	version = "0.4.13"

	[[Dates]]
	deps = ["Printf"]
	uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"

	[[DefineSingletons]]
	git-tree-sha1 = "77b4ca280084423b728662fe040e5ff8819347c5"
	uuid = "244e2a9f-e319-4986-a169-4d1fe445cd52"
	version = "0.1.1"

	[[DelimitedFiles]]
	deps = ["Mmap"]
	uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab"

	[[Distributed]]
	deps = ["Random", "Serialization", "Sockets"]
	uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"

	[[FileIO]]
	deps = ["Pkg"]
	git-tree-sha1 = "fee8955b9dfa7bec67117ef48085fb2b559b9c22"
	uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549"
	version = "1.4.5"

	[[FilePaths]]
	deps = ["FilePathsBase", "Glob", "MacroTools", "Reexport", "URIParser"]
	git-tree-sha1 = "85507891ca01aa1e6afaa66087bb903b7e164284"
	uuid = "8fc22ac5-c921-52a6-82fd-178b2807b824"
	version = "0.8.1"

	[[FilePathsBase]]
	deps = ["Dates", "Mmap", "Printf", "Test", "UUIDs"]
	git-tree-sha1 = "d4f60ba7f2d961cd580fc91936578673c56943fd"
	uuid = "48062228-2e41-5def-b9a4-89aafe57970f"
	version = "0.9.8"

	[[Folds]]
	deps = ["Accessors", "BangBang", "DefineSingletons", "Distributed", "InitialValues", "MicroCollections", "Test", "Transducers"]
	git-tree-sha1 = "014c9682555755fb974a71d49fd609fa786f53f3"
	repo-rev = "master"
	repo-url = "https://github.com/JuliaFolds/Folds.jl.git"
	uuid = "41a02a25-b8f0-4f67-bc48-60067656b558"
	version = "0.2.0-DEV"

	[[FoldsThreads]]
	deps = ["Accessors", "FunctionWrappers", "InitialValues", "SplittablesBase", "Transducers"]
	git-tree-sha1 = "daaad417ce82e5fd9e91e5c54bdc1b8c2f470b69"
	repo-rev = "master"
	repo-url = "https://github.com/JuliaFolds/FoldsThreads.jl.git"
	uuid = "9c68100b-dfe1-47cf-94c8-95104e173443"
	version = "0.1.0"

	[[Formatting]]
	deps = ["Printf"]
	git-tree-sha1 = "8339d61043228fdd3eb658d86c926cb282ae72a8"
	uuid = "59287772-0a20-5a39-b81b-1366585eb4c0"
	version = "0.4.2"

	[[FunctionWrappers]]
	git-tree-sha1 = "e4813d187be8c7b993cb7f85cbf2b7bfbaadc694"
	uuid = "069b7b12-0de2-55c6-9aab-29f3d0a68a2e"
	version = "1.1.1"

	[[Future]]
	deps = ["Random"]
	uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"

	[[Glob]]
	git-tree-sha1 = "4df9f7e06108728ebf00a0a11edee4b29a482bb2"
	uuid = "c27321d9-0574-5035-807b-f59d2c89b15c"
	version = "1.3.0"

	[[HTTP]]
	deps = ["Base64", "Dates", "IniFile", "MbedTLS", "Sockets", "URIs"]
	git-tree-sha1 = "63055ee44b5c2b95ec1921edcf856c60124ff0c3"
	uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
	version = "0.9.2"

	[[IniFile]]
	deps = ["Test"]
	git-tree-sha1 = "098e4d2c533924c921f9f9847274f2ad89e018b8"
	uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
	version = "0.5.0"

	[[InitialValues]]
	git-tree-sha1 = "26c8832afd63ac558b98a823265856670d898b6c"
	uuid = "22cec73e-a1b8-11e9-2c92-598750a2cf9c"
	version = "0.2.10"

	[[InteractiveUtils]]
	deps = ["Markdown"]
	uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"

	[[InvertedIndices]]
	deps = ["Test"]
	git-tree-sha1 = "15732c475062348b0165684ffe28e85ea8396afc"
	uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
	version = "1.0.0"

	[[IteratorInterfaceExtensions]]
	git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
	uuid = "82899510-4779-5014-852e-03e436cf321d"
	version = "1.0.0"

	[[JLLWrappers]]
	git-tree-sha1 = "a431f5f2ca3f4feef3bd7a5e94b8b8d4f2f647a0"
	uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
	version = "1.2.0"

	[[JSON]]
	deps = ["Dates", "Mmap", "Parsers", "Unicode"]
	git-tree-sha1 = "81690084b6198a2e1da36fcfda16eeca9f9f24e4"
	uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
	version = "0.21.1"

	[[JSONSchema]]
	deps = ["HTTP", "JSON", "ZipFile"]
	git-tree-sha1 = "b84ab8139afde82c7c65ba2b792fe12e01dd7307"
	uuid = "7d188eb4-7ad8-530c-ae41-71a32a6d4692"
	version = "0.3.3"

	[[LibGit2]]
	deps = ["Printf"]
	uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"

	[[Libdl]]
	uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"

	[[LinearAlgebra]]
	deps = ["Libdl"]
	uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"

	[[Literate]]
	deps = ["Base64", "JSON", "REPL"]
	git-tree-sha1 = "32b517d4d8219d3bbab199de3416ace45010bdb3"
	uuid = "98b081ad-f1c9-55d3-8b20-4c87d4299306"
	version = "2.8.0"

	[[Logging]]
	uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"

	[[MacroTools]]
	deps = ["Markdown", "Random"]
	git-tree-sha1 = "6a8a2a625ab0dea913aba95c11370589e0239ff0"
	uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
	version = "0.5.6"

	[[Markdown]]
	deps = ["Base64"]
	uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"

	[[MbedTLS]]
	deps = ["Dates", "MbedTLS_jll", "Random", "Sockets"]
	git-tree-sha1 = "1c38e51c3d08ef2278062ebceade0e46cefc96fe"
	uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
	version = "1.0.3"

	[[MbedTLS_jll]]
	deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
	git-tree-sha1 = "0eef589dd1c26a3ac9d753fe1a8bcad63f956fa6"
	uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
	version = "2.16.8+1"

	[[MicroCollections]]
	deps = ["BangBang", "Setfield"]
	git-tree-sha1 = "e991b6a9d38091c4a0d7cd051fcb57c05f98ac03"
	uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
	version = "0.1.0"

	[[Missings]]
	deps = ["DataAPI"]
	git-tree-sha1 = "f8c673ccc215eb50fcadb285f522420e29e69e1c"
	uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
	version = "0.4.5"

	[[Mmap]]
	uuid = "a63ad114-7e13-5084-954f-fe012c677804"

	[[NodeJS]]
	deps = ["Pkg"]
	git-tree-sha1 = "350ac618f41958e6e0f6b0d2005ae4547eb1b503"
	uuid = "2bd173c7-0d6d-553b-b6af-13a54713934c"
	version = "1.1.1"

	[[OrderedCollections]]
	git-tree-sha1 = "d45739abcfc03b51f6a42712894a593f74c80a23"
	uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
	version = "1.3.3"

	[[Parsers]]
	deps = ["Dates"]
	git-tree-sha1 = "50c9a9ed8c714945e01cd53a21007ed3865ed714"
	uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
	version = "1.0.15"

	[[Pkg]]
	deps = ["Dates", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "UUIDs"]
	uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"

	[[PooledArrays]]
	deps = ["DataAPI"]
	git-tree-sha1 = "0e8f5c428a41a81cd71f76d76f2fc3415fe5a676"
	uuid = "2dfb63ee-cc39-5dd5-95bd-886bf059d720"
	version = "1.1.0"

	[[PrettyTables]]
	deps = ["Crayons", "Formatting", "Markdown", "Reexport", "Tables"]
	git-tree-sha1 = "42126c4e2677cdc664baea004c98cc60a664fe40"
	uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
	version = "0.11.0"

	[[Printf]]
	deps = ["Unicode"]
	uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"

	[[REPL]]
	deps = ["InteractiveUtils", "Markdown", "Sockets"]
	uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"

	[[Random]]
	deps = ["Serialization"]
	uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"

	[[Reexport]]
	deps = ["Pkg"]
	git-tree-sha1 = "7b1d07f411bc8ddb7977ec7f377b97b158514fe0"
	uuid = "189a3867-3050-52da-a836-e630ba90ab69"
	version = "0.2.0"

	[[Requires]]
	deps = ["UUIDs"]
	git-tree-sha1 = "cfbac6c1ed70c002ec6361e7fd334f02820d6419"
	uuid = "ae029012-a4dd-5104-9daa-d747884805df"
	version = "1.1.2"

	[[SHA]]
	uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"

	[[Serialization]]
	uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"

	[[Setfield]]
	deps = ["ConstructionBase", "Future", "MacroTools", "Requires"]
	git-tree-sha1 = "7a151f918819326a6003dba451dabe65f8c0f6fb"
	uuid = "efcf1570-3423-57d1-acb7-fd33fddbac46"
	version = "0.6.0"

	[[SharedArrays]]
	deps = ["Distributed", "Mmap", "Random", "Serialization"]
	uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383"

	[[Sockets]]
	uuid = "6462fe0b-24de-5631-8697-dd941f90decc"

	[[SortingAlgorithms]]
	deps = ["DataStructures", "Random", "Test"]
	git-tree-sha1 = "03f5898c9959f8115e30bc7226ada7d0df554ddd"
	uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
	version = "0.3.1"

	[[SparseArrays]]
	deps = ["LinearAlgebra", "Random"]
	uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"

	[[SplittablesBase]]
	deps = ["Setfield", "Test"]
	git-tree-sha1 = "edef25a158db82f4940720ebada14a60ef6c4232"
	uuid = "171d559e-b47b-412a-8079-5efa626c420e"
	version = "0.1.13"

	[[Statistics]]
	deps = ["LinearAlgebra", "SparseArrays"]
	uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"

	[[StructTypes]]
	deps = ["Dates", "UUIDs"]
	git-tree-sha1 = "65a43f5218197bc7091b76bc273a5e323a1d7b0d"
	uuid = "856f2bd8-1eba-4b0a-8007-ebc267875bd4"
	version = "1.2.3"

	[[TableTraits]]
	deps = ["IteratorInterfaceExtensions"]
	git-tree-sha1 = "b1ad568ba658d8cbb3b892ed5380a6f3e781a81e"
	uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
	version = "1.0.0"

	[[TableTraitsUtils]]
	deps = ["DataValues", "IteratorInterfaceExtensions", "Missings", "TableTraits"]
	git-tree-sha1 = "8fc12ae66deac83e44454e61b02c37b326493233"
	uuid = "382cd787-c1b6-5bf2-a167-d5b971a19bda"
	version = "1.0.1"

	[[Tables]]
	deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "TableTraits", "Test"]
	git-tree-sha1 = "8dc2bb7d3548e315d890706547b24502ed79504f"
	uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
	version = "1.3.1"

	[[Test]]
	deps = ["Distributed", "InteractiveUtils", "Logging", "Random"]
	uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"

	[[Transducers]]
	deps = ["ArgCheck", "BangBang", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
	git-tree-sha1 = "14c422c2a8c003610a5df31ebdfc801cdd584e16"
	repo-rev = "master"
	repo-url = "https://github.com/JuliaFolds/Transducers.jl.git"
	uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
	version = "0.4.59-DEV"

	[[URIParser]]
	deps = ["Unicode"]
	git-tree-sha1 = "53a9f49546b8d2dd2e688d216421d050c9a31d0d"
	uuid = "30578b45-9adc-5946-b283-645ec420af67"
	version = "0.4.1"

	[[URIs]]
	git-tree-sha1 = "7855809b88d7b16e9b029afd17880930626f54a2"
	uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
	version = "1.2.0"

	[[UUIDs]]
	deps = ["Random", "SHA"]
	uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"

	[[Unicode]]
	uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"

	[[Vega]]
	deps = ["DataStructures", "DataValues", "Dates", "FileIO", "FilePaths", "IteratorInterfaceExtensions", "JSON", "JSONSchema", "MacroTools", "NodeJS", "Pkg", "REPL", "Random", "Setfield", "TableTraits", "TableTraitsUtils", "URIParser"]
	git-tree-sha1 = "ea6d7d5ee93fce89c352fe4cd31d6d2a57ef312b"
	uuid = "239c3e63-733f-47ad-beb7-a12fde22c578"
	version = "2.0.0"

	[[VegaLite]]
	deps = ["Base64", "DataStructures", "DataValues", "Dates", "FileIO", "FilePaths", "IteratorInterfaceExtensions", "JSON", "MacroTools", "NodeJS", "Pkg", "REPL", "Random", "Setfield", "TableTraits", "TableTraitsUtils", "URIParser", "Vega"]
	git-tree-sha1 = "02e09fea5d7a83d804c24cda970b1cd23c5bffa3"
	uuid = "112f6efa-9a02-5b7d-90c0-432ed331239a"
	version = "2.3.1"

	[[ZipFile]]
	deps = ["Libdl", "Printf", "Zlib_jll"]
	git-tree-sha1 = "c3a5637e27e914a7a445b8d0ad063d701931e9f7"
	uuid = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea"
	version = "0.9.3"

	[[Zlib_jll]]
	deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
	git-tree-sha1 = "320228915c8debb12cb434c59057290f0834dbf6"
	uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
	version = "1.2.11+18"

	[[ZygoteRules]]
	deps = ["MacroTools"]
	git-tree-sha1 = "9e7a1e8ca60b742e508a315c17eef5211e7fbfd7"
	uuid = "700de1a5-db45-46bc-99cf-38207098b444"
	version = "0.2.1"
	[deps]
	BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
	DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
	Folds = "41a02a25-b8f0-4f67-bc48-60067656b558"
	FoldsThreads = "9c68100b-dfe1-47cf-94c8-95104e173443"
	Literate = "98b081ad-f1c9-55d3-8b20-4c87d4299306"
	Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
	Transducers = "28d57a85-8fef-5791-bfe6-a80928e7c999"
	VegaLite = "112f6efa-9a02-5b7d-90c0-432ed331239a"
	@info "Using $(Threads.nthreads()) threads"

	resultpath, = ARGS
	mkpath(dirname(resultpath))

	using BenchmarkTools
	include("benchmarks.jl")
	_, time, = @timed result = run(SUITE; verbose = true)
	BenchmarkTools.save(resultpath, result)

	write(joinpath(dirname(resultpath), "time"), string(time))