statistics-v2.jl

### A Pluto.jl notebook ###
# v0.19.12

using Markdown
using InteractiveUtils

# This Pluto notebook uses @bind for interactivity. When running this notebook outside of Pluto, the following 'mock version' of @bind gives bound variables a default value (instead of an error).
macro bind(def, element)
    quote
        local iv = try Base.loaded_modules[Base.PkgId(Base.UUID("6e696c72-6542-2067-7265-42206c756150"), "AbstractPlutoDingetjes")].Bonds.initial_value catch; b -> missing; end
        local el = $(esc(element))
        global $(esc(def)) = Core.applicable(Base.get, el) ? Base.get(el) : iv(el)
        el
    end
end

# ╔═╡ 7f361586-70f9-11ed-174a-0deb09b54334
using StatsPlots

# ╔═╡ c908b498-22ea-4d92-b789-02a5bfb18252
using LibPQ

# ╔═╡ 09e5938d-1133-4e5d-9518-5707ca6e052e
using PlutoUI

# ╔═╡ da420d96-b881-4597-9e79-493a80c7c3ee
using Tables

# ╔═╡ bc94c7d2-d05c-4833-9c36-b536e33daf6f
using DataFrames

# ╔═╡ 1ce34845-d7e6-471d-a81b-d5c2c9f4e343
using StatsBase

# ╔═╡ 62285c0a-7d79-4bda-b7bd-ae397a4d220f
using Parameters

# ╔═╡ 197a0b68-d924-41c9-b7cc-ef317282c949
using Dates

# ╔═╡ 21694eb5-94dc-4d29-89b3-18b21f929e7a
using Printf

# ╔═╡ 0f5d60b4-e7f8-49f7-a5f5-d7c2a3b3935c
@bind db_name confirm(TextField())

# ╔═╡ 61c9db59-cd3b-4d16-85a4-557acad229e6
conn = LibPQ.Connection("dbname=$(db_name) host=localhost")

# ╔═╡ b1ab8f76-b7d1-4e9f-979a-37be33ff06b6
 df = DataFrame(execute(conn, "SELECT DISTINCT crate_name, date_str FROM versions ORDER BY date_str ASC"))

# ╔═╡ dce24d9d-507a-43e7-b25d-13e117652a98
function date2obj(s::String)
	m,y = split(s, '-')
	Date(parse(Int, y), parse(Int, m))
end

# ╔═╡ 167a659f-bd5b-4699-aec5-942bbeb852f4
version_ids = columntable(execute(conn, "SELECT id FROM versions ORDER BY date_str ASC"))[:id]

# ╔═╡ c67f8329-4139-4f4e-999f-a0269786944e
function collect_stats_row(version_id)
	version_info = first(rowtable(execute(conn, "SELECT * FROM versions where id = \$1", [version_id])))
	trait_counts_df = DataFrame(execute(conn, "SELECT (trait_name, position) as name_pos, COUNT(*) FROM traits WHERE version_id=\$1 GROUP BY trait_name, position", [version_id]))
	async_df = DataFrame(execute(conn, "SELECT COUNT(*) FROM async_code WHERE version_id=\$1 AND async_code_type='Function'", [version_id]))
	crate_name = execute(conn, "")
	(
		version_id=version_info.id,
		name=version_info.crate_name,
		date=date2obj(version_info.date_str),
		trait_counts=Dict(trait_counts_df[!, :name_pos] .=> trait_counts_df[!, :count]),
		async_counts=async_df[1, :count],
		#future_count_zero=future_count_zero.count,
		#future_count_non_zero=future_count_non_zero.count
	)
end

# ╔═╡ be1159fa-e2c7-4201-9751-113564a49e2a
function collect_stats_columns()
	future_count_zero = DataFrame(execute(conn, "SELECT version_id, COUNT(*) AS future_only_count FROM traits WHERE trait_name='Future' AND (syntax='TypeImpl' OR syntax='TypeDyn') AND position='Return' AND trait_bounds_count=1 AND lifetime_bounds_count=0 GROUP BY version_id"))
	future_count_non_zero = DataFrame(execute(conn, "SELECT version_id, COUNT(*) AS future_bounded_count FROM traits WHERE trait_name='Future' AND (syntax='TypeImpl' OR syntax='TypeDyn') AND position='Return' AND trait_bounds_count>1 GROUP BY version_id"))
	future_lifetime_count_non_zero = DataFrame(execute(conn, "SELECT version_id, COUNT(*) AS future_lifetime_count_non_zero FROM traits WHERE trait_name='Future' AND (syntax='TypeImpl' OR syntax='TypeDyn') AND position='Return' AND lifetime_bounds_count>0 GROUP BY version_id"))

	basic_gat_count = DataFrame(execute(conn, "SELECT version_id, SUM(gat_count) AS basic_gat_count FROM traits GROUP BY version_id"))

	rust_line_count = DataFrame(execute(conn, "SELECT id as version_id, line_count_rust as rust_line_count FROM versions GROUP BY id"))

	transmute_count = DataFrame(execute(conn, "SELECT version_id, COUNT(*) as transmute_count FROM transmutes GROUP BY version_id"))

	closures_count = DataFrame(execute(conn, "SELECT version_id, COUNT(*) as closure_count FROM closures GROUP BY version_id"))
	tryish_closures_count = DataFrame(execute(conn, "SELECT version_id, COUNT(*) as tryish_closures_count FROM closures WHERE is_try_like GROUP BY version_id"))
	
	async_fns_with_block_count = DataFrame(execute(conn, "SELECT version_id, COUNT(*) AS async_fns_with_block_count FROM async_code WHERE async_code_type='Function' AND block_count>0 GROUP BY version_id"))
	async_fns_without_block_count = DataFrame(execute(conn, "SELECT version_id, COUNT(*) AS async_fns_without_block_count FROM async_code WHERE async_code_type='Function' AND block_count=0 GROUP BY version_id"))
	async_blocks_in_fns_count = DataFrame(execute(conn, "SELECT version_id, SUM(block_count) AS async_blocks_in_fns_count FROM async_code WHERE async_code_type='Function' GROUP BY version_id"))
	async_block_count = DataFrame(execute(conn, "SELECT version_id, COUNT(*) AS async_block_count FROM async_code WHERE async_code_type='Block' GROUP BY version_id"))
	async_fn_count = DataFrame(execute(conn, "SELECT version_id, COUNT(*) AS async_fn_count FROM async_code WHERE async_code_type='Function' GROUP BY version_id"))
	async_lines = DataFrame(execute(conn, "SELECT version_id, SUM(last_line_number - first_line_number + 1) as async_lines FROM async_code WHERE outermost GROUP BY version_id"))
	
	unsafe_fns_with_block_count = DataFrame(execute(conn, "SELECT version_id, COUNT(*) AS unsafe_fns_with_block_count FROM unsafe_code WHERE unsafe_code_type='Function' AND block_count>0 GROUP BY version_id"))
	unsafe_fns_without_block_count = DataFrame(execute(conn, "SELECT version_id, COUNT(*) AS unsafe_fns_without_block_count FROM unsafe_code WHERE unsafe_code_type='Function' AND block_count=0 GROUP BY version_id"))
	unsafe_blocks_in_fns_count = DataFrame(execute(conn, "SELECT version_id, SUM(block_count) AS unsafe_blocks_in_fns_count FROM unsafe_code WHERE unsafe_code_type='Function' GROUP BY version_id"))
	unsafe_block_count = DataFrame(execute(conn, "SELECT version_id, COUNT(*) AS unsafe_block_count FROM unsafe_code WHERE unsafe_code_type='Block' GROUP BY version_id"))
	unsafe_fn_count = DataFrame(execute(conn, "SELECT version_id, COUNT(*) AS unsafe_fn_count FROM unsafe_code WHERE unsafe_code_type='Function' GROUP BY version_id"))
	unsafe_lines = DataFrame(execute(conn, "SELECT version_id, SUM(last_line_number - first_line_number + 1) as unsafe_lines FROM unsafe_code WHERE outermost GROUP BY version_id"))

	


	
	outerjoin(future_count_zero,
		future_count_non_zero,
		future_lifetime_count_non_zero,
		basic_gat_count,
		rust_line_count,
		transmute_count,
		closures_count,
		tryish_closures_count,
		async_fns_with_block_count,
		async_fns_without_block_count,
		async_blocks_in_fns_count,
		async_block_count,
		async_fn_count,
		async_lines,
		unsafe_fns_with_block_count,
		unsafe_fns_without_block_count,
		unsafe_blocks_in_fns_count,
		unsafe_block_count,
		unsafe_fn_count,
		unsafe_lines,
		on=:version_id)
end

# ╔═╡ 096da4ac-98d6-491c-87da-2373e51253c5
projects_count = select(DataFrame(execute(conn, "SELECT date_str, COUNT(*) FROM versions GROUP BY date_str")), :date_str => ByRow(date2obj) => :date, :count)

# ╔═╡ 135d3249-1797-49fe-b2be-aa271b556b29
collect_stats_columns()

# ╔═╡ 92861988-d71b-4538-bae5-9f93f1c30cce
@bind version_ind Slider(1:length(version_ids))

# ╔═╡ 6b825fa2-a3a6-44b6-833c-b0c4147e9d48
version_id = version_ids[version_ind]

# ╔═╡ 2c3398e1-1bb0-47db-8ad1-41a991d68e81
collect_stats_row(version_id)

# ╔═╡ 619fbbb0-d965-4a21-a776-5b010c41873e
@bind outliers Slider(0:10, default=2)

# ╔═╡ 4a47a53e-81d9-45e4-acec-d6ab6b8bf989
@bind include_zero CheckBox(default=true)

# ╔═╡ 4211511c-5917-4923-9b83-dcc5c3ea5f20
stats = outerjoin(
	DataFrame(asyncmap(collect_stats_row,version_ids)),
	collect_stats_columns(),
	on=:version_id
)

# ╔═╡ d74e1ccb-fd05-498a-8160-d10831a63bcf
combine(stats, :trait_counts => x -> mergewith(x..., mean))

# ╔═╡ 74040794-dba1-478e-a1b0-4e94313be246
function meanish(xs; exclude=outliers, include_zero=include_zero)
	mean(filter(x -> include_zero || x != 0, sort(coalesce.(xs, 0)))[1:end-exclude])
end

# ╔═╡ d7d5d25a-7677-4868-9ca8-b899da7f0c37
function date_means(selects...)
	grouped = groupby(select(stats, :date, selects...), :date)
	reductions = (sel => meanish => sel for (_,(_, sel))=selects)
	sort(combine(grouped, reductions...), :date)
end

# ╔═╡ 9235c2a0-d71c-4e2a-a4df-e2e8faaa4599
begin
	@df date_means(
		:async_fns_with_block_count => identity => :async_fns_with_block_count,
		:async_fns_without_block_count => identity => :async_fns_without_block_count,
		:async_blocks_in_fns_count => identity => :async_blocks_in_fns_count,
		:async_block_count => identity => :async_block_count,
		:async_fn_count => identity => :async_fn_count,
	) plot(:date, [(:async_fns_with_block_count) (:async_fns_without_block_count) (:async_blocks_in_fns_count) (:async_block_count) (:async_fn_count)])
	#vspan!([Date(2019, 11, 7), Date(2022, 11)], alpha = 0.2, label="Async Stabilized")
end

# ╔═╡ eba7f8f8-8bf4-4d93-ac25-32590d79f0fe
month_end(d) = d + Day(daysinmonth(d) - 1)

# ╔═╡ 0e159c3f-5bfa-4a75-9fd0-a0d3f20e7cdc
begin
	@df date_means(
		:trait_counts => ByRow(counts -> get(counts, "Future", 0)) => :future_trait_uses,
		:trait_counts => ByRow(counts -> get(counts, "Iterator", 0)) => :iterator_trait_uses,
		:async_counts => identity => :async_counts,
	) plot(month_end.(:date),
		[(:future_trait_uses) (:iterator_trait_uses) (:async_counts)], labels=["Future" "Iterator" "Async Function"],
		legend=:topleft,
		title="Future vs. Iterator Trait Usage Over Time",#\n(for Crates with Usages)",
		ylabel="Average Count per Project",
	)
	vspan!([Date(2019, 11, 7), Date(2023)], alpha = 0.2, label="Async Stabilized")
end

# ╔═╡ e45f9619-ac61-46c3-b4f9-2ecba3523287
begin
	@df date_means(
		:future_only_count => identity => :future_only_count,
		:future_bounded_count => identity => :future_bounded_count,
		:future_lifetime_count_non_zero => identity => :future_lifetime_count_non_zero,
	) plot(month_end.(:date),
		[(:future_only_count) (:future_bounded_count) (:future_lifetime_count_non_zero)],
		legend=:topleft,
		labels=["-> impl Future" "-> impl Future + T" "-> impl Future + 'a"],
		title="Trait/Lifetime Bounds on Returned Futures",
		yaxis="Average Count per Project",
	)
	vspan!([Date(2019, 11, 7), Date(2022, 11)], alpha = 0.2, label="Async+Await Stabilized")
end

# ╔═╡ 30497cdc-57a3-4e5d-bbcb-cc3c22bbdc14
begin
	@df date_means(
		:unsafe_fns_with_block_count => identity => :unsafe_fns_with_block_count,
		:unsafe_fn_count => identity => :unsafe_fn_count,
	) plot(
		month_end.(:date),
		100 .* (:unsafe_fns_with_block_count) ./ (:unsafe_fn_count),
		label="Unsafe Functions with Unsafe Blocks",
		title="Unsafe Functions Containing Unsafe Blocks",
		xlims=(Date(2018),Date(2023)),
		ylabel="Percentage of Functions",
	)
	vspan!([Date(2020, 04, 29), Date(2021, 05, 6)], alpha = 0.2, label="RFC #2585 Merged")
	vspan!([Date(2021, 05, 6), Date(2022, 05, 19)], alpha = 0.2, label="1.52 (Stabilized Lint)")
	vspan!([Date(2022, 05, 19), Date(2023)], alpha = 0.2, label="1.61 (Improved Unused Unsafe Lint)")
end

# ╔═╡ 4457260a-3262-428e-9ced-f6812dfd12e3
begin
	@df date_means(
		:basic_gat_count => identity => :basic_gat_count,
	) plot(
		month_end.(:date),
		(:basic_gat_count),
		label="Average GAT Count",
		title="Generic Associated Type Usage Over Time",
		xlims=(Date(2020),Date(2023)),
		ylabel="Average Count per Project",
	)

	vspan!([Date(2021, 8, 3), Date(2022, 09, 13)], alpha = 0.2, label="'Push For GATs Stabalization' Blog Post - PR #84623")
	vspan!([Date(2022, 09, 13), Date(2022, 11, 3)], alpha = 0.2, label="Stabilized on Nightly - PR #96709")
	vspan!([Date(2022, 11, 3), Date(2023)], alpha = 0.2, label="Stabilized (Version 1.65)")
end

# ╔═╡ 603e8f7a-3664-4841-9962-8ec937196912
begin
	@df date_means(
		:rust_line_count => identity => :rust_line_count,
	) plot(
		:date,
		(:rust_line_count),
		label="Average Rust Code",
		legend=:none,
		title="Project Size Over Time",
		ylabel="Average Lines of Rust Code per Project",
		ylim=(0,5E4),
		yformatter=x -> @sprintf("%.0fk", (x / 1000)),
	)
end

# ╔═╡ bb56dd8e-8d70-4710-af27-7c298483f948
begin
	@df sort(projects_count, :date) plot(
		:date,
		(:count),
		label="Average Rust Code",
		legend=:none,
		title="Projects Parsed Over Time",
		ylabel="Count",
		ylims=(0,1000),
	)
end

# ╔═╡ 339f7997-5bab-4bb7-a827-b810bdd0c97e
last_date = maximum(stats.date)

# ╔═╡ c21c588e-e774-4f4b-8a5e-a91f884f80c9
rel_closure_count = select(
	stats,
	[:closure_count, :rust_line_count] => ByRow((a, b) -> 1000 * a / b) => :closures_per_kline,
	[:tryish_closures_count, :rust_line_count] => ByRow((a, b) -> 1_000_000 * a / b) => :fake_try_per_mline,
	:date,
	:name,
)

# ╔═╡ 67074726-abfc-4e1a-9291-e96f7cef6db9
latest_rel_closure_count = subset(rel_closure_count, :date => ByRow(==(last_date)))

# ╔═╡ 5b79f4b8-74aa-45e4-84a6-c1537f063468
sort(combine(groupby(rel_closure_count, :date), :closures_per_kline => mean), :date)

# ╔═╡ c08df8ea-c428-4892-a456-856ee21c617b
begin
	@df sort(combine(groupby(rel_closure_count, :date), :closures_per_kline => meanish), :date) plot(
		:date,
		(:closures_per_kline_meanish),
		label="Average Rust Code",
		legend=:none,
		title="Closure Use Over Time",
		ylabel="Average Count per Thousand Lines",
		ylims=(0, 20),
	)
end

# ╔═╡ 004adc01-2e20-4d88-84ca-f5c97d44243e
sort(combine(groupby(subset(rel_closure_count, :fake_try_per_mline => ByRow(x -> x > 0), skipmissing=true), :name), :date => minimum, :date => maximum, :fake_try_per_mline=>mean), :fake_try_per_mline_mean)

# ╔═╡ ea91cce7-afc4-4374-b470-f98421a55aaa
begin
	@df sort(combine(groupby(rel_closure_count, :date), :fake_try_per_mline => meanish), :date) plot(
		:date,
		(:fake_try_per_mline_meanish),
		label="Incidence of (|| { ... })()",
		title="Closures as Try Blocks Over Time",
		ylabel="Average Count per Million Lines",
	)
	vspan!([Date(2016, 11, 10), Date(2023)], alpha = 0.2, label="? Stabilized")
end

# ╔═╡ cf994b0b-8322-439e-9401-eb5e574d53f2
histogram(
	latest_rel_closure_count.closures_per_kline,
	ylabel="# of Projects",
	xlabel="Average Count per Thousand Lines",
	title="Projects by Closure Use",
	legend=:none,
)

# ╔═╡ c7d89adc-04f0-44e7-b149-b18e42052338
histogram(
	latest_rel_closure_count.fake_try_per_kline,
	ylabel="# of Projects",
	xlabel="Average Fake-Try per Thousand Lines",
	title="Projects by Fake-Try Use",
	legend=:none,
	bins=0.0:0.05:1.0,
)

# ╔═╡ ee5af260-81e2-49a4-8f31-9a3d98dd9254
begin
	@df date_means(
		[:transmute_count, :rust_line_count] => ByRow((a, b) -> 1000 * a / b) => :transmute_count,
	) plot(
		:date,
		(:transmute_count),
		label="Average Transmute Count",
		legend=:none,
		title="Transmute Usage Over Time",
		ylabel="Average Count per Thousand Lines",
		ylims=(0.0, :auto),
	)
end

# ╔═╡ 7ac7eb9e-ec6a-43ae-99f2-5455dbaeabe4
begin
	async_usage_stats = stats |>
		 (x -> select(x,
			 :date,
			 [:async_lines, :rust_line_count] => ByRow((a, b) -> a / b) => :async_lines,
		 )) |>
		(x -> groupby(x, :date)) |>
		(x -> combine(x,
			:async_lines => (x -> meanish(x, include_zero=false)) => :async_projects,
			:async_lines => (x -> meanish(x, include_zero=true)) => :all_projects,
		)) |>
		(x -> sort(x, :date))
	@df async_usage_stats plot(
		:date,
		[:async_projects, :all_projects],
		labels=["Async Projects" "All Projects"],
		title="Unsafe Usage Over Time",
		ylabel="Percent of Lines that are Async",
		ylims=(0.0, 0.10),
		xlims=()
		yformatter=x -> @sprintf("%.0f%%", (x * 100)),
	)
end

# ╔═╡ 6089a6b9-334e-49dd-9d08-ca6cb0e2e48c
begin
	unsafe_usage_stats = stats |>
		 (x -> select(x,
			 :date,
			 [:unsafe_lines, :rust_line_count] => ByRow((a, b) -> a / b) => :unsafe_lines,
		 )) |>
		(x -> groupby(x, :date)) |>
		(x -> combine(x,
			:unsafe_lines => (x -> meanish(x, include_zero=false)) => :unsafe_projects,
			:unsafe_lines => (x -> meanish(x, include_zero=true)) => :all_projects,
		)) |>
		(x -> sort(x, :date))
	@df unsafe_usage_stats plot(
		:date,
		[:unsafe_projects, :all_projects],
		labels=["Unsafe Projects" "All Projects"],
		title="Unsafe Usage Over Time",
		ylabel="Percent of Lines that are Unsafe",
		ylims=(0.0, 0.05),
		yformatter=x -> @sprintf("%.0f%%", (x * 100)),
	)
end

# ╔═╡ e78b50a8-fda2-438a-92b0-f5dcf3c110b8
unsafe_usage_stats

# ╔═╡ 3cfc55b1-f9b4-40aa-8a31-71cd41bbbc43
unsafe_percent_latest = select(subset(stats, :date => ByRow(==(last_date))),
	[:unsafe_lines, :rust_line_count] => ByRow((a, b) -> a / b) => :unsafe_frac,
)

# ╔═╡ 8457d10b-9add-4df2-bc2f-ba9f769ac3f1
histogram(
	unsafe_percent_latest.unsafe_frac .* 100,
	ylabel="# of Projects",
	xlabel="Percent",
	title="Projects by Unsafe Use",
	legend=:none,
	xformatter=x -> @sprintf("%.0f%%", (x * 100)),
	size=(500,500),
)

# ╔═╡ 388372e2-1c12-404d-8f78-069dd6bbe439
begin
	@df date_means(
		:unsafe_lines => ByRow(l -> l > 0) => :unsafe_lines,
	) plot(
		:date,
		(:unsafe_lines),
		legend=:none,
		title="Unsafe Projects over Time",
		ylabel="Percent of Projects that are Unsafe",
		ylims=(0.0, 1.0),
		yformatter=x -> @sprintf("%.0f%%", (x * 100)),
	)
end

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git-tree-sha1 = "5982a94fcba20f02f42ace44b9894ee2b140fe47"
uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
version = "0.15.1+0"

[[deps.libblastrampoline_jll]]
deps = ["Artifacts", "Libdl", "OpenBLAS_jll"]
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
version = "5.1.1+0"

[[deps.libfdk_aac_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
version = "2.0.2+0"

[[deps.libpng_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
git-tree-sha1 = "94d180a6d2b5e55e447e2d27a29ed04fe79eb30c"
uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f"
version = "1.6.38+0"

[[deps.libvorbis_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"]
git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c"
uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
version = "1.3.7+1"

[[deps.nghttp2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
version = "1.48.0+0"

[[deps.p7zip_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
version = "17.4.0+0"

[[deps.x264_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2"
uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a"
version = "2021.5.5+0"

[[deps.x265_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9"
uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
version = "3.5.0+0"

[[deps.xkbcommon_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"]
git-tree-sha1 = "9ebfc140cc56e8c2156a15ceac2f0302e327ac0a"
uuid = "d8fb68d0-12a3-5cfd-a85a-d49703b185fd"
version = "1.4.1+0"
"""

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