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- ### A Pluto.jl notebook ###
- # v0.17.7
- 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
- # ╔═╡ 67299d01-feec-4151-a450-a1f1e702da6c
- using ChangePrecision, HypertextLiteral, LaTeXStrings, LinearAlgebra, Plots, PlutoUI, Statistics
- # ╔═╡ ac1056bc-aab8-43dc-8cdb-bcabae9d5e04
- gr()
- # ╔═╡ 3665ac78-a5d3-40ca-bc56-64880b459344
- md"### ``\Omega(n^2)`` construction for ICP in ``\mathbb{R}``"
- # ╔═╡ 51c2da8b-a609-4916-a3fd-55d12f9269fd
- setprecision(2000)
- # ╔═╡ 35363121-5cdf-488a-a0b3-dd5fba91215c
- n::BigFloat = 8
- # ╔═╡ a07283f0-f2cd-4054-b45b-5c63281dfc37
- md"Zoom in on **Linear Shifter**: $(@bind zoom CheckBox())"
- # ╔═╡ 26a1ac35-5d88-477d-9b12-ead4ffc79220
- md"## Helpers & Miscellaneous"
- # ╔═╡ 96161c01-336c-4012-b502-9a2b31961aea
- md"#### Widgets"
- # ╔═╡ a0512ff6-6816-4368-ad05-92d7145c013b
- struct Region
- A::Vector{BigFloat}
- B::Vector{BigFloat}
- width::BigFloat # largest (a, b) distance
- function Region(A::Vector, B::Vector)
- @changeprecision BigFloat begin
- width::BigFloat = maximum([abs(a-b) for a ∈ A, b ∈ B])
- return new(sort(A), sort(B), width)
- end
- end
- end
- # ╔═╡ 3c374a74-9f59-4814-bfdb-25c456ad30a6
- struct ICPConstruction
- regions::Vector{Region}
- A::Vector{BigFloat} # point set A
- B::Vector{BigFloat} # point set B
- δ::BigFloat # largest (a, b) distance within any region
- "Assembles full ICP construction with A and B point sets (vectors)."
- function ICPConstruction(regions::Vector{Region})
- @changeprecision BigFloat begin
- # extract, concatenate, and sort overall A and B from regions
- A = reduce(vcat, map(r -> r.A, regions)) |> sort
- B = reduce(vcat, map(r -> r.B, regions)) |> sort
- δ = reduce(vcat, map(r -> r.width, regions)) |> maximum
- return new(regions, A, B, δ)
- end
- end
- end
- # ╔═╡ 76cb3d7f-3f7c-4b73-a6d3-1f5c9f460475
- # Augmented Linear Shifter
- function AugmentedLinearShifter(n::BigFloat)::ICPConstruction
- @changeprecision BigFloat begin
- # width of augmented linear shifter is (2n + 1)ℓ - 1 / k^n
- k::BigFloat = 3n + 2
- ℓ::BigFloat = sum([1 / k^(j-1) for j ∈ 1:n+1])
- # Define A
- A::Vector{BigFloat} = [-2i * ℓ for i ∈ 0:n]
- # Define B
- b₀::BigFloat = 0.0
- b(i) = sum([1 / k^(j-1) for j ∈ 1:i])
- bᵢ::Vector{BigFloat} = [b(i) for i ∈ 1:n]
- B::Vector{BigFloat} = vcat(b₀, bᵢ)
- # Define Linear Shifter
- linear_shifter = Region(A, B)
- return ICPConstruction([linear_shifter])
- end
- end;
- # ╔═╡ 12d65dbf-9aa7-46e4-886b-ee34ade546a7
- struct Redirector
- regions::Tuple{Region, Region}
- A::Vector{BigFloat} # A₁ ∪ A₂
- B::Vector{BigFloat} # B₁ ∪ B₂
- v::BigFloat
- y::BigFloat
- function Redirector(v::BigFloat, y::BigFloat, k::BigFloat)
- @changeprecision BigFloat begin
- # Region 1
- a::BigFloat = 1/2 * k * v - y # a is y to the left of the (b₁ b₂) midpoint
- b₁::BigFloat = 0
- b₂::BigFloat = k * v
- A₁ = [a]
- B₁ = [b₁, b₂]
- R₁ = Region(A₁, B₁)
- # Region 2
- a′::BigFloat = 0.0
- A₂ = [a′]
- B₂ = [a′ + 1/2]
- R₂ = Region(A₂, B₂)
- regions = (R₁, R₂)
- A = reduce(vcat, map(r -> r.A, regions)) |> sort
- B = reduce(vcat, map(r -> r.B, regions)) |> sort
- return new((R₁, R₂), A, B, v, y)
- end
- end
- end
- # ╔═╡ 3fd94606-c565-4bde-aafb-a67a2517e93b
- begin
- function add_region(c::ICPConstruction, new::Region)::ICPConstruction
- @changeprecision BigFloat begin
- δ = maximum([c.δ, new.width])
- min_old = minimum(vcat(c.A, c.B))
- max_new = maximum(vcat(new.A, new.B))
- shift = abs(min_old - max_new) + 3δ + 1
- A′ = new.A .- shift
- B′ = new.B .- shift
- regions = vcat(c.regions, Region(A′, B′))
- return ICPConstruction(regions)
- end
- end
- md"""
- ``\texttt{add\_region(c::ICPConstruction, new::Region)::ICPConstruction}``
- Adds a region to an ICP construction while maintaining ``>3\delta`` distance between regions, where ``\delta`` is the largest ``(a, b)`` distance within any region. Returns a new, updated ICP construction.
- ---
- """
- end
- # ╔═╡ a5f30ef1-9c98-4a4f-ab89-9e43adb071d3
- md"#### ICP"
- # ╔═╡ 6d4927de-a902-414e-94ed-922dffdfeef1
- begin
- function icp1d(construction::ICPConstruction; k = 0)
- @changeprecision BigFloat begin
- A::Vector{BigFloat} = copy(construction.A)
- B::Vector{BigFloat} = copy(construction.B)
- # generate k-d tree for efficient nearest neighbour search
- # kdtree = KDTree(BigFloat.(B'))
- t::BigFloat = 0
- # correspondences::Vector{Int64} = nn(kdtree, BigFloat.(A'))[1]
- correspondences::Vector{Int64} = []
- for a ∈ A
- neighbor = argmin(abs.(B .- a))
- push!(correspondences, neighbor)
- end
- # Remember transformations for visualization
- ts::Vector{BigFloat} = []
- cs::Vector{Vector{Int64}} = []
- while true
- # remember iteration state for visualization
- push!(ts, t)
- push!(cs, copy(correspondences))
- # find nearest neighbours
- BNeighbours = @view B[correspondences]
- # calculate mean for each point cloud
- a0::BigFloat = k == 0 ? mean(A) : sum(A) / k
- b0::BigFloat = k == 0 ? mean(BNeighbours) : sum(BNeighbours) / k
- # compute transformations
- t = b0 - a0
- A .+= t
- # compute new correspondences
- # correspondences = nn(kdtree, A')[1]
- correspondences = []
- for a ∈ A
- neighbor = argmin(abs.(B .- a))
- push!(correspondences, neighbor)
- end
- # terminate if nearest neighbours don't change
- if correspondences == cs[end]
- push!(ts, t)
- break
- end
- end
- return ts, cs
- end
- end
- md"""
- ``\texttt{icp1d(A, B)}``
- Compute the one-dimensional ICP algorithm.
- ---
- """
- end
- # ╔═╡ 9d3bd673-29cd-4b3c-aab8-f1a5c2a1c229
- function run_full_construction(n::BigFloat)
- @changeprecision BigFloat begin
- k::BigFloat = 3n + 2
- ℓ::BigFloat = sum([1 / k^(j-1) for j ∈ 1:n+1])
- construction = AugmentedLinearShifter(n);
- redirectors = [Redirector(ℓ + 1, (2i + 1)ℓ, k) for i ∈ 0:n-1]
- redirector_regions = map(r -> collect(r.regions), redirectors) |> Iterators.flatten |> collect
- for region ∈ redirector_regions
- construction = add_region(construction, region)
- end
- # determine kickoff translation
- x₁::BigFloat = icp1d(construction, k=k)[1][2]
- a′::BigFloat = 0.0
- b′::BigFloat = a′ + (1.0 - x₁)k
- kicker_region = Region([a′], [b′])
- # complete construction with kicker region
- construction = add_region(construction, kicker_region)
- @assert length(construction.A) == k "k must equal |A|"
- # run ICP on fill construction
- translations, correspondences = icp1d(construction)
- return construction, translations, correspondences
- end
- end
- # ╔═╡ b749c880-2316-4699-bf71-ec0b9146e93e
- construction, t, c = run_full_construction(n);
- # ╔═╡ 873d9064-289b-4886-a944-6043e4eb237c
- md"#### Plotting functions"
- # ╔═╡ a755ff61-6487-43e2-a155-b3767965bf52
- begin
- function plot_icp1d(
- construction::ICPConstruction;
- translations::Vector{BigFloat} = nothing,
- correspondences::Vector{Vector{Int64}} = nothing,
- iteration::Int64 = nothing,
- width::Int64 = 650,
- zoom::Bool
- )
- A = copy(construction.A)
- B = copy(construction.B)
- total_iterations = isnothing(translations) ? 1 : length(translations)
- ylim = (-1, 2)
- m, n = length(A), length(B)
- linear_shifter_points = [construction.regions[1].A, construction.regions[1].B] |> Iterators.flatten |> collect
- xmin = minimum(linear_shifter_points)*0.99
- xmax = maximum(linear_shifter_points)*1.00001
- xlim = zoom ? [xmin, xmax] : [A[1]*.99, B[end]*1.00001]
- # Transform A
- A_transformed = A .+ (isnothing(translations) ? 0 : sum(translations[1:iteration]))
- # Red line for A
- p = plot(
- A_transformed,
- ones(m),
- color="#FF0068",
- opacity=0.4,
- title=isnothing(iteration) ? nothing : "ICP iteration $iteration of $total_iterations",
- style=:dash,
- label=false,
- xlim=xlim,
- ylim=ylim,
- yaxis=nothing,
- xaxis=nothing,
- size=(width, 200),
- legend=nothing,
- grid=nothing
- )
- # Correspondences
- if !isnothing(correspondences)
- max_cs = minimum([total_iterations-1, iteration])
- for j ∈ 1:m
- a = [A_transformed[j], 1]
- b = [B[correspondences[max_cs][j]], 0]
- plot!(
- [a[1], b[1]],
- [a[2], b[2]],
- color=iteration < total_iterations ? "lightgrey" : "lightgreen",
- labels = j == 1 ? "NN pair" : false
- )
- end
- end
- boundaries = [(B[k] + B[k+1]) / 2 for k in 1:n-1]
- if zoom
- latex_labels_B = map(x->latexstring(x), ["b_{$i}" for i in 1:n])
- annotate!([(B[i], -0.5, (latex_labels_B[i], 8, "#4A3D90", :bottom)) for i in 1:n])
- latex_labels_A = map(x->latexstring(x), ["a_{$i}" for i in 1:m])
- annotate!([(A_transformed[i], 1.4, (latex_labels_A[i], 8, "#FF0068", :top)) for i in 1:m])
- end
- # Point markers for A
- scatter!(A_transformed, ones(m), color="#FF0068", label="A")
- # Blue line for B
- plot!(B, zeros(n), color="#4A3D90", opacity=0.4, style=:dash, label=false)
- # Point markers for B
- scatter!(B, zeros(n), color="#4A3D90", label="B")
- p
- end
- md"""
- ``\texttt{plot\_icp1d(A, B; translations, correspondences, iteration, showlabels=true, width=650)}``
- Plot the one-dimensional ICP algorithm.
- ---
- """
- end
- # ╔═╡ 43b83809-65cc-4325-8880-406baa5b7ab3
- begin
- struct LabeledSlider
- range::AbstractRange
- default::Number
- end
- function Base.show(io::IO, ::MIME"text/html", slider::LabeledSlider)
- print(io, """
- <input type="range"
- min="$(first(slider.range))"
- step="$(step(slider.range))"
- max="$(last(slider.range))"
- value="$(slider.default)"
- style='width: 80%;'
- oninput="this.nextElementSibling.value=this.value">
- <output>$(slider.default)</output>""")
- end
- md"Define ``\texttt{LabeledSlider}``"
- end
- # ╔═╡ c4918491-662a-4065-9238-363cf73ff3e2
- md"``i = ``$(@bind i LabeledSlider(1:length(t), 1))"
- # ╔═╡ d593b47a-efd4-4fa2-9bb1-b944970d1a8a
- plot_icp1d(construction; translations=t, correspondences=c, iteration=i, width=1000, zoom=zoom)
- # ╔═╡ 19080b1a-7b10-4b4f-8971-34483a9629fa
- md"#### Increase Pluto notebook width"
- # ╔═╡ ff051e76-c5b8-4607-b75e-4f867f77d5c9
- @bind screenWidth @htl("<div><script>var div = currentScript.parentElement; div.value = screen.width</script></div>")
- # ╔═╡ 673fa13b-bf20-4879-b1f8-e3220bb649d7
- @htl("<style>pluto-notebook { margin: auto; width: $(min(1000, screenWidth*0.9))px; }</style>")
- # ╔═╡ 00000000-0000-0000-0000-000000000001
- PLUTO_PROJECT_TOML_CONTENTS = """
- [deps]
- ChangePrecision = "3cb15238-376d-56a3-8042-d33272777c9a"
- HypertextLiteral = "ac1192a8-f4b3-4bfe-ba22-af5b92cd3ab2"
- LaTeXStrings = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
- LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
- Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
- PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
- Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
- [compat]
- ChangePrecision = "~1.0.0"
- HypertextLiteral = "~0.9.3"
- LaTeXStrings = "~1.3.0"
- Plots = "~1.25.7"
- PlutoUI = "~0.7.32"
- """
- # ╔═╡ 00000000-0000-0000-0000-000000000002
- PLUTO_MANIFEST_TOML_CONTENTS = """
- # This file is machine-generated - editing it directly is not advised
- julia_version = "1.7.1"
- manifest_format = "2.0"
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- [[deps.Wayland_protocols_jll]]
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- [[deps.XML2_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "Zlib_jll"]
- git-tree-sha1 = "1acf5bdf07aa0907e0a37d3718bb88d4b687b74a"
- uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
- version = "2.9.12+0"
- [[deps.XSLT_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "Pkg", "XML2_jll", "Zlib_jll"]
- git-tree-sha1 = "91844873c4085240b95e795f692c4cec4d805f8a"
- uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
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- [[deps.Xorg_libX11_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
- git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
- uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
- version = "1.6.9+4"
- [[deps.Xorg_libXau_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
- git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
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- [[deps.Xorg_libXcursor_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
- git-tree-sha1 = "12e0eb3bc634fa2080c1c37fccf56f7c22989afd"
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- [[deps.Xorg_libXdmcp_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
- git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
- uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
- version = "1.1.3+4"
- [[deps.Xorg_libXext_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
- git-tree-sha1 = "b7c0aa8c376b31e4852b360222848637f481f8c3"
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- [[deps.Xorg_libXfixes_jll]]
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- git-tree-sha1 = "0e0dc7431e7a0587559f9294aeec269471c991a4"
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- version = "5.0.3+4"
- [[deps.Xorg_libXi_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll", "Xorg_libXfixes_jll"]
- git-tree-sha1 = "89b52bc2160aadc84d707093930ef0bffa641246"
- uuid = "a51aa0fd-4e3c-5386-b890-e753decda492"
- version = "1.7.10+4"
- [[deps.Xorg_libXinerama_jll]]
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- git-tree-sha1 = "26be8b1c342929259317d8b9f7b53bf2bb73b123"
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- [[deps.Xorg_libXrandr_jll]]
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- git-tree-sha1 = "34cea83cb726fb58f325887bf0612c6b3fb17631"
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- version = "1.5.2+4"
- [[deps.Xorg_libXrender_jll]]
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- git-tree-sha1 = "19560f30fd49f4d4efbe7002a1037f8c43d43b96"
- uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
- version = "0.9.10+4"
- [[deps.Xorg_libpthread_stubs_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
- git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
- uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
- version = "0.1.0+3"
- [[deps.Xorg_libxcb_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
- git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
- uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
- version = "1.13.0+3"
- [[deps.Xorg_libxkbfile_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
- git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
- uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
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- [[deps.Xorg_xcb_util_image_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
- git-tree-sha1 = "0fab0a40349ba1cba2c1da699243396ff8e94b97"
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- [[deps.Xorg_xcb_util_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll"]
- git-tree-sha1 = "e7fd7b2881fa2eaa72717420894d3938177862d1"
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- [[deps.Xorg_xcb_util_keysyms_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
- git-tree-sha1 = "d1151e2c45a544f32441a567d1690e701ec89b00"
- uuid = "975044d2-76e6-5fbe-bf08-97ce7c6574c7"
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- [[deps.Xorg_xcb_util_renderutil_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
- git-tree-sha1 = "dfd7a8f38d4613b6a575253b3174dd991ca6183e"
- uuid = "0d47668e-0667-5a69-a72c-f761630bfb7e"
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- [[deps.Xorg_xcb_util_wm_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
- git-tree-sha1 = "e78d10aab01a4a154142c5006ed44fd9e8e31b67"
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- [[deps.Xorg_xkbcomp_jll]]
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- git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
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- [[deps.Xorg_xkeyboard_config_jll]]
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- [[deps.Xorg_xtrans_jll]]
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- git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
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- [[deps.Zlib_jll]]
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- [[deps.Zstd_jll]]
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- git-tree-sha1 = "cc4bf3fdde8b7e3e9fa0351bdeedba1cf3b7f6e6"
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- [[deps.libass_jll]]
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- git-tree-sha1 = "5982a94fcba20f02f42ace44b9894ee2b140fe47"
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- version = "0.15.1+0"
- [[deps.libblastrampoline_jll]]
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- uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
- [[deps.libfdk_aac_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
- git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
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- [[deps.libpng_jll]]
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- [[deps.libvorbis_jll]]
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- git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c"
- uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
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- [[deps.nghttp2_jll]]
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- uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
- [[deps.p7zip_jll]]
- deps = ["Artifacts", "Libdl"]
- uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
- [[deps.x264_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
- git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2"
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- version = "2021.5.5+0"
- [[deps.x265_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
- git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9"
- uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
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- [[deps.xkbcommon_jll]]
- deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"]
- git-tree-sha1 = "ece2350174195bb31de1a63bea3a41ae1aa593b6"
- uuid = "d8fb68d0-12a3-5cfd-a85a-d49703b185fd"
- version = "0.9.1+5"
- """
- # ╔═╡ Cell order:
- # ╠═67299d01-feec-4151-a450-a1f1e702da6c
- # ╟─ac1056bc-aab8-43dc-8cdb-bcabae9d5e04
- # ╟─3665ac78-a5d3-40ca-bc56-64880b459344
- # ╠═9d3bd673-29cd-4b3c-aab8-f1a5c2a1c229
- # ╠═51c2da8b-a609-4916-a3fd-55d12f9269fd
- # ╠═35363121-5cdf-488a-a0b3-dd5fba91215c
- # ╠═b749c880-2316-4699-bf71-ec0b9146e93e
- # ╟─c4918491-662a-4065-9238-363cf73ff3e2
- # ╟─a07283f0-f2cd-4054-b45b-5c63281dfc37
- # ╟─d593b47a-efd4-4fa2-9bb1-b944970d1a8a
- # ╟─26a1ac35-5d88-477d-9b12-ead4ffc79220
- # ╟─96161c01-336c-4012-b502-9a2b31961aea
- # ╠═3c374a74-9f59-4814-bfdb-25c456ad30a6
- # ╠═a0512ff6-6816-4368-ad05-92d7145c013b
- # ╠═76cb3d7f-3f7c-4b73-a6d3-1f5c9f460475
- # ╠═12d65dbf-9aa7-46e4-886b-ee34ade546a7
- # ╠═3fd94606-c565-4bde-aafb-a67a2517e93b
- # ╟─a5f30ef1-9c98-4a4f-ab89-9e43adb071d3
- # ╠═6d4927de-a902-414e-94ed-922dffdfeef1
- # ╟─873d9064-289b-4886-a944-6043e4eb237c
- # ╟─a755ff61-6487-43e2-a155-b3767965bf52
- # ╟─43b83809-65cc-4325-8880-406baa5b7ab3
- # ╟─19080b1a-7b10-4b4f-8971-34483a9629fa
- # ╠═ff051e76-c5b8-4607-b75e-4f867f77d5c9
- # ╠═673fa13b-bf20-4879-b1f8-e3220bb649d7
- # ╟─00000000-0000-0000-0000-000000000001
- # ╟─00000000-0000-0000-0000-000000000002
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