### A Pluto.jl notebook ### # v0.19.19 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 # ╔═╡ a22d543c-6a50-11ed-002d-7f2fe5bd7276 using Plots, PlutoUI, LaTeXStrings, ShortCodes # ╔═╡ 4de22c75-0d00-4838-8ba4-52bab4dab89e md""" # Polynomial interpolation In this notebook, we will look at different approaches to approximate a given function with polynomial interpolation. We know the interpolation error ``E_n`` of a polynomial of degree ``n`` and for a function ``f \in C^{n+1}[a, b]`` to be ```math E_n[f](x) = \frac{\omega_{n+1}}{(n + 1)!} f^{(n+1)}(\xi), ``` where ``\xi \in [a, b]`` is an unknown location and ```math \omega_{n+1}(x) = \prod\limits_{j = 0}^{n} (x - x_j). ``` Thus, the total error is based on both the function to interpolate ``f^{(n+1)}(\xi)`` and the function-independent node locations ``\frac{\omega_{n+1}}{(n + 1)!}``. Below, the left plot shows the function and its interpolation, while the right plot shows the nodal error (and its optimal bounds given by the Chebyshev nodes). We also give the computed maximum error and the integral error of the interpolant on ``[a, b]``. """ # ╔═╡ 43ef7734-1c6b-41f8-b581-44c77252a595 md""" ##### Node positions for `free` node distribution Note: extra nodes not currently used are ignored. """ # ╔═╡ 6e4a15eb-8c68-4837-81dd-caac7c81ba7e md""" ##### How to add a new function To add your own function (and show the corresponding polynomial interpolation), you need to do the following things: * Implement a new function of a single variable `x` (let's call it `myfun`). * Add `myfun` to the dropdown menu above (under "Interpolation settings"). One example, for which this has already been done in this notebook, is `bell`. To get started, simply copy `bell`, rename it to something unique, and implement away 🙂 """ # ╔═╡ 6b49c667-b16e-44f3-9f0d-2b8a62f5efda md""" ## Auxiliary functions and internals If you are only interested in *using* the interactive plotting features in this notebook, there is **no need to read any further**. The remainder of this document contains auxiliary functions for computing the Taylor polynomial. Furthermore, implementation details that are required for this workbook to execute correctly are included here. """ # ╔═╡ b8f81a3f-d773-4e67-b8d7-e1734b04abaa md""" ### Load required packages This noteboook requires some additional packages to work: * Plots.jl is used for plotting the results * PlutoUI.jl is used to create the interactive GUI elements * LaTeXStrings.jl is used to make some mathematical notations look nicer * ShortCodes.jl allows to embed references to papers etc. more easily """ # ╔═╡ 94c7aca0-1f23-4b2a-94ae-1aef90fed8d9 md""" ### Definitions for additional functions to interpolate """ # ╔═╡ 9e81ff03-1e93-4664-a030-32c593b2be0a function bell(x) return 1/(1 + x^2) end # ╔═╡ f87f000f-e0c9-46eb-a242-89a4290bd84f md""" ##### Interpolation settings Function to interpolate: $(@bind selected_function Select([cos, sin, bell])) Number of nodes ``N``: $(@bind N Slider(3:7, default=5, show_value=true)) Node distribution: $(@bind node_distribution Select(["equidistant", "Chebyshev", "free"])) In case `free` is selected, use the sliders below to chose the node positions. Plot range: $(@bind x_min Scrubbable(-5.0)) to $(@bind x_max Scrubbable(5.0)) """ # ╔═╡ 018a4c32-c7d4-4b47-9a87-91b972f2eb27 md""" Node 1: $(@bind node1 Slider(x_min:0.05:x_max, default=x_min, show_value=true)) Node 2: $(@bind node2 Slider(x_min:0.05:x_max, default=1/6*(x_max-x_min)+x_min, show_value=true)) Node 3: $(@bind node3 Slider(x_min:0.05:x_max, default=2/6*(x_max-x_min)+x_min, show_value=true)) Node 4: $(@bind node4 Slider(x_min:0.05:x_max, default=3/6*(x_max-x_min)+x_min, show_value=true)) Node 5: $(@bind node5 Slider(x_min:0.05:x_max, default=4/6*(x_max-x_min)+x_min, show_value=true)) Node 6: $(@bind node6 Slider(x_min:0.05:x_max, default=5/6*(x_max-x_min)+x_min, show_value=true)) Node 7: $(@bind node7 Slider(x_min:0.05:x_max, default=x_max, show_value=true)) """ # ╔═╡ cfc107a8-adda-418a-a468-20efeeecaed5 md""" ### Definitions for Lagrange interpolation functions The following includes definitions for computing the Lagrange interpolating polynomial for a given set of nodes, using the second form (also called true form) of the barycentric interpolation formula. For more details, see, e.g., * $(DOI("10.1137/S0036144502417715")) * [https://en.wikipedia.org/wiki/Lagrange_polynomial](https://en.wikipedia.org/wiki/Lagrange_polynomial), under _Barycentric Form_ The actual implementations are based on the file [`basis_lobatto_legendre.jl`](https://github.com/trixi-framework/Trixi.jl/blob/5e28148c349dc6f14632a3fac801b89e23b85096/src/solvers/dgsem/basis_lobatto_legendre.jl) of the Julia-based simulation framework [Trixi.jl](https://github.com/trixi-framework/Trixi.jl). """ # ╔═╡ 242b9f3f-392b-4f2e-af66-b58db0004224 """ barycentric_weights(nodes) Compute the barycentric weights ``\\omega_j`` for a given list of ``N`` node locations `nodes` as ```math \\omega_j = \\frac{1}{\\prod\\limits_{j \\neq k} (x_j - x_k)}, \\qquad j = 1, \\ldots, N ``` and return them as an array. """ function barycentric_weights(nodes) # Initialize all weights with `1.0` N = length(nodes) weights = ones(N) # Compute the product in the denominator for all weights simultaneously, # making use of the symmetry to speed things up for j = 2:N, k = 1:(j-1) weights[k] *= nodes[k] - nodes[j] weights[j] *= nodes[j] - nodes[k] end # Compute the inverse for each weight for j in 1:N weights[j] = 1 / weights[j] end return weights end # ╔═╡ 46cf9285-3a01-4ad5-b0f1-c077363fbb5f """ lagrange_interpolating_polynomials(x, nodes, wbary) Evaluate the Lagrange interpolating polynomials at position `x`. The ``N`` polynomials are defined through the node locations `nodes` and the corresponding barycentric weights `wbary`. """ function lagrange_interpolating_polynomials(x, nodes, wbary) # Initialize all polynomials with `0.0` N = length(nodes) polynomials = zeros(N) # Early exit if `x` matches one of the node locations to avoid catastrophic # "∞/∞" division for i in 1:N if isapprox(x, nodes[i], rtol=eps(x)) polynomials[i] = 1 return polynomials end end # Otherwise compute each polynomial at position `x` for i in 1:N polynomials[i] = wbary[i] / (x - nodes[i]) end total = sum(polynomials) for i in 1:N polynomials[i] /= total end return polynomials end # ╔═╡ 8156b2cc-bd11-4714-82c5-00f97eceec8c md""" ### Definitions for functions to compute node locations The following functions compute the node locations with an equidistant distribution or as the roots of the Chebyshev polynomial. """ # ╔═╡ e560e608-ac7a-427d-9e2f-715ad01283da """ equidistant_nodes(a, b, N) Compute ``N`` equidistant node locations (including end points) on the interval ``[a, b]``. """ function equidistant_nodes(a, b, N) # Sanity check on the input @assert N > 1 "No equidistant nodes can be found for less than two locations." @assert a < b "Interval boundary `a` must be less than `b`" # Initialize nodes to zero and compute spacing `h` nodes = zeros(N) h = (b - a)/(N - 1) # Compute node locations for i in 1:N nodes[i] = a + (i - 1) * h end return nodes end # ╔═╡ 4327ee5b-2491-44b1-8330-6c1121f8bdb1 """ chebyshev_nodes(a, b, N) Compute ``N`` node locations as the roots of the corresponding Chebyshev polynomial and transform them to the interval ``[a, b]``. """ function chebyshev_nodes(a, b, N) # Sanity check on the input @assert N > 0 "No Chebyshev nodes can be found for less than one location." @assert a < b "Interval boundary `a` must be less than `b`" # Initialize nodes to zero nodes = zeros(N) # Compute node locations on interval [-1, 1] and transform to interval [a, b] for i in 1:N normalized = cos((2*i - 1) / (2*N) * pi) nodes[i] = (normalized + 1) / 2 * (b - a) + a end # Sort nodes from smaller to larger values sort!(nodes) return nodes end # ╔═╡ 4d297775-84a7-42e3-ac72-792338351354 md""" ### Definitions of some helper functions """ # ╔═╡ 0ff277d6-1cb8-4bc7-9a37-4d8f6f6d2e27 """ omega(x, nodes) Compute the function ```math \\omega_{N}(x) = \\prod\\limits_{j = 0}^{N-1} (x - x_j) ``` for ``N`` node positions `nodes` and at location `x`. """ function omega(x, nodes) result = 1.0 for i in eachindex(nodes) result *= (x - nodes[i]) end return result end # ╔═╡ ac216c60-8288-465b-ab2b-2ba3e7701d02 begin # Auxiliary variables n = N - 1 y_min = -2.0 y_max = 2.0 xvalues = range(x_min, x_max, 1001) # Compute exact function values exact_values = selected_function.(xvalues) # Compute nodes and barycentric weights nodes_cheby = chebyshev_nodes(x_min, x_max, N) if node_distribution == "equidistant" nodes = equidistant_nodes(x_min, x_max, N) elseif node_distribution == "Chebyshev" nodes = nodes_cheby else nodes = sort([node1, node2, node3, node4, node5, node6, node7][1:N]) end wbary = barycentric_weights(nodes) # Compute polynomial interpolation values yvalues = selected_function.(nodes) interpolated_values = zeros(length(xvalues)) for i in eachindex(xvalues) polynomials = lagrange_interpolating_polynomials(xvalues[i], nodes, wbary) interpolated_values[i] = sum(yvalues .* polynomials) end # Compute ω/(n+1)! as the nodal contribution to the total approximation error nodal_errors_real = omega.(xvalues, Ref(nodes))/factorial(N) nodal_errors_cheby = omega.(xvalues, Ref(nodes_cheby))/factorial(N) max_nodal_error_cheby = abs(maximum(nodal_errors_cheby)) # Compute difference between exact and interpolated values difference = exact_values .- interpolated_values difference_abs = abs.(difference) linf_error = maximum(difference_abs) l1_error = sum(difference_abs) * (x_max - x_min)/length(xvalues) # Plot canvas 1 and set some default options p1 = plot( xlims=(x_min, x_max), ylims=(y_min, y_max), legend=:bottomright, legendfontsize=10, tickfontsize=10, gridlinewidth=1.5, title=L"\textrm{Interpolant}", ) # Plot exact function label_exact = L"%$(nameof(selected_function))$\,(x)$" plot!(p1, xvalues, exact_values, label=label_exact, linewidth=3) # Plot polynomial label_polynomial = L"I_{%$n}[%$selected_function](x)" plot!(p1, xvalues, interpolated_values, label=label_polynomial, linewidth=3, linecolor=:green) # Plot fillrange plot!(p1, xvalues, interpolated_values, fillrange=exact_values, fillalpha=0.3, fillcolor=:green, label="") # Plot markers at node locations scatter!(p1, nodes, yvalues, label="nodes", markersize=5, markercolor=:red) # Plot canvas 2 and set some default options y_min2 = min(y_min, -(ceil(max_nodal_error_cheby)+1)) y_max2 = max(y_max, +(ceil(max_nodal_error_cheby)+1)) p2 = plot( xlims=(x_min, x_max), ylims=(y_min2, y_max2), legend=:bottomright, legendfontsize=10, tickfontsize=10, gridlinewidth=1.5, title=L"\textrm{Error}\, \frac{\omega_{n+1}}{(n+1)!}", ) # Plot nodal error plot!(p2, xvalues, nodal_errors_real, label="nodal error", linewidth=3, linecolor=:purple) # Plot optimal error bounds plot!([x_min, x_max], [max_nodal_error_cheby, max_nodal_error_cheby], linestyle=:dash, linecolor=:gray, label="") plot!([x_min, x_max], [-max_nodal_error_cheby, -max_nodal_error_cheby], linestyle=:dash, linecolor=:gray, label="optimal bounds") # Plot markers at node locations on the x-axis scatter!(p2, nodes, zeros(size(nodes)), label="nodes", markersize=5, markercolor=:red) # Create joint plot plot(p1, p2, size=(1200,400)) end # ╔═╡ 146e4de4-8a68-4d63-bc56-234ef0ebad3f md""" Maximum error ``L^\infty``: $(linf_error) Integral error ``L^1``: $(l1_error) """ # ╔═╡ bf205421-a919-4090-acb1-9b2f2555b056 md""" ### Notebook style adjustments Make notebook wider to show plots side by side: """ # ╔═╡ 282da2f2-c0da-4310-9bc4-54b5addc6b11 html""" """ # ╔═╡ 00000000-0000-0000-0000-000000000001 PLUTO_PROJECT_TOML_CONTENTS = """ [deps] LaTeXStrings = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f" Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8" ShortCodes = "f62ebe17-55c5-4640-972f-b59c0dd11ccf" [compat] LaTeXStrings = "~1.3.0" Plots = "~1.36.3" PlutoUI = "~0.7.48" ShortCodes = "~0.3.5" """ # ╔═╡ 00000000-0000-0000-0000-000000000002 PLUTO_MANIFEST_TOML_CONTENTS = """ # This file is machine-generated - editing it directly is not advised julia_version = "1.8.3" 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"f62ebe17-55c5-4640-972f-b59c0dd11ccf" version = "0.3.5" [[deps.Showoff]] deps = ["Dates", "Grisu"] git-tree-sha1 = "91eddf657aca81df9ae6ceb20b959ae5653ad1de" uuid = "992d4aef-0814-514b-bc4d-f2e9a6c4116f" version = "1.0.3" [[deps.SimpleBufferStream]] git-tree-sha1 = "874e8867b33a00e784c8a7e4b60afe9e037b74e1" uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7" version = "1.1.0" [[deps.SnoopPrecompile]] git-tree-sha1 = "f604441450a3c0569830946e5b33b78c928e1a85" uuid = "66db9d55-30c0-4569-8b51-7e840670fc0c" version = "1.0.1" [[deps.Sockets]] uuid = "6462fe0b-24de-5631-8697-dd941f90decc" [[deps.SortingAlgorithms]] deps = ["DataStructures"] git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00" uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c" version = "1.1.0" [[deps.SparseArrays]] deps = ["LinearAlgebra", "Random"] uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" [[deps.SpecialFunctions]] deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"] git-tree-sha1 = "d75bda01f8c31ebb72df80a46c88b25d1c79c56d" uuid = "276daf66-3868-5448-9aa4-cd146d93841b" version = "2.1.7" [[deps.Statistics]] deps = ["LinearAlgebra", "SparseArrays"] uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" [[deps.StatsAPI]] deps = ["LinearAlgebra"] git-tree-sha1 = "f9af7f195fb13589dd2e2d57fdb401717d2eb1f6" uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0" version = "1.5.0" [[deps.StatsBase]] deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"] git-tree-sha1 = "d1bf48bfcc554a3761a133fe3a9bb01488e06916" uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" version = "0.33.21" [[deps.StructTypes]] deps = ["Dates", "UUIDs"] git-tree-sha1 = "ca4bccb03acf9faaf4137a9abc1881ed1841aa70" uuid = "856f2bd8-1eba-4b0a-8007-ebc267875bd4" version = "1.10.0" [[deps.TOML]] deps = ["Dates"] uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76" version = "1.0.0" [[deps.Tar]] deps = ["ArgTools", "SHA"] uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e" version = "1.10.1" [[deps.TensorCore]] deps = ["LinearAlgebra"] git-tree-sha1 = "1feb45f88d133a655e001435632f019a9a1bcdb6" uuid = "62fd8b95-f654-4bbd-a8a5-9c27f68ccd50" version = "0.1.1" [[deps.Test]] deps = ["InteractiveUtils", "Logging", "Random", "Serialization"] uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" [[deps.TranscodingStreams]] deps = ["Random", "Test"] git-tree-sha1 = "8a75929dcd3c38611db2f8d08546decb514fcadf" uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" version = "0.9.9" [[deps.Tricks]] git-tree-sha1 = "6bac775f2d42a611cdfcd1fb217ee719630c4175" uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775" version = "0.1.6" [[deps.URIs]] git-tree-sha1 = "e59ecc5a41b000fa94423a578d29290c7266fc10" uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4" version = "1.4.0" [[deps.UUIDs]] deps = ["Random", "SHA"] uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" [[deps.Unicode]] uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5" [[deps.UnicodeFun]] deps = ["REPL"] git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf" uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1" version = "0.4.1" [[deps.Unzip]] git-tree-sha1 = "ca0969166a028236229f63514992fc073799bb78" uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d" version = "0.2.0" [[deps.Wayland_jll]] deps = ["Artifacts", "Expat_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg", "XML2_jll"] git-tree-sha1 = "3e61f0b86f90dacb0bc0e73a0c5a83f6a8636e23" uuid = "a2964d1f-97da-50d4-b82a-358c7fce9d89" version = "1.19.0+0" [[deps.Wayland_protocols_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "4528479aa01ee1b3b4cd0e6faef0e04cf16466da" uuid = "2381bf8a-dfd0-557d-9999-79630e7b1b91" version = "1.25.0+0" [[deps.XML2_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "Zlib_jll"] git-tree-sha1 = "58443b63fb7e465a8a7210828c91c08b92132dff" uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a" version = "2.9.14+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" version = "1.1.34+0" [[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" uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec" version = "1.0.9+4" [[deps.Xorg_libXcursor_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"] git-tree-sha1 = "12e0eb3bc634fa2080c1c37fccf56f7c22989afd" uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724" version = "1.2.0+4" [[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" uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3" version = "1.3.4+4" [[deps.Xorg_libXfixes_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"] git-tree-sha1 = "0e0dc7431e7a0587559f9294aeec269471c991a4" uuid = "d091e8ba-531a-589c-9de9-94069b037ed8" 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]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll"] git-tree-sha1 = "26be8b1c342929259317d8b9f7b53bf2bb73b123" uuid = "d1454406-59df-5ea1-beac-c340f2130bc3" version = "1.1.4+4" [[deps.Xorg_libXrandr_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll"] git-tree-sha1 = "34cea83cb726fb58f325887bf0612c6b3fb17631" uuid = "ec84b674-ba8e-5d96-8ba1-2a689ba10484" version = "1.5.2+4" [[deps.Xorg_libXrender_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"] 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" version = "1.1.0+4" [[deps.Xorg_xcb_util_image_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"] git-tree-sha1 = "0fab0a40349ba1cba2c1da699243396ff8e94b97" uuid = "12413925-8142-5f55-bb0e-6d7ca50bb09b" version = "0.4.0+1" [[deps.Xorg_xcb_util_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll"] git-tree-sha1 = "e7fd7b2881fa2eaa72717420894d3938177862d1" uuid = "2def613f-5ad1-5310-b15b-b15d46f528f5" version = "0.4.0+1" [[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" version = "0.4.0+1" [[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" version = "0.3.9+1" [[deps.Xorg_xcb_util_wm_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"] git-tree-sha1 = "e78d10aab01a4a154142c5006ed44fd9e8e31b67" uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361" version = "0.4.1+1" [[deps.Xorg_xkbcomp_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"] git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b" uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4" version = "1.4.2+4" [[deps.Xorg_xkeyboard_config_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"] git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d" uuid = "33bec58e-1273-512f-9401-5d533626f822" version = "2.27.0+4" [[deps.Xorg_xtrans_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845" uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10" version = "1.4.0+3" [[deps.Zlib_jll]] deps = ["Libdl"] uuid = "83775a58-1f1d-513f-b197-d71354ab007a" version = "1.2.12+3" [[deps.Zstd_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "e45044cd873ded54b6a5bac0eb5c971392cf1927" uuid = "3161d3a3-bdf6-5164-811a-617609db77b4" version = "1.5.2+0" [[deps.fzf_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "868e669ccb12ba16eaf50cb2957ee2ff61261c56" uuid = "214eeab7-80f7-51ab-84ad-2988db7cef09" version = "0.29.0+0" [[deps.libaom_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] git-tree-sha1 = "3a2ea60308f0996d26f1e5354e10c24e9ef905d4" uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b" version = "3.4.0+0" [[deps.libass_jll]] deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"] 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" """ # ╔═╡ Cell order: # ╟─4de22c75-0d00-4838-8ba4-52bab4dab89e # ╟─ac216c60-8288-465b-ab2b-2ba3e7701d02 # ╟─146e4de4-8a68-4d63-bc56-234ef0ebad3f # ╟─f87f000f-e0c9-46eb-a242-89a4290bd84f # ╟─43ef7734-1c6b-41f8-b581-44c77252a595 # ╟─018a4c32-c7d4-4b47-9a87-91b972f2eb27 # ╟─6e4a15eb-8c68-4837-81dd-caac7c81ba7e # ╟─6b49c667-b16e-44f3-9f0d-2b8a62f5efda # ╟─b8f81a3f-d773-4e67-b8d7-e1734b04abaa # ╠═a22d543c-6a50-11ed-002d-7f2fe5bd7276 # ╟─94c7aca0-1f23-4b2a-94ae-1aef90fed8d9 # ╠═9e81ff03-1e93-4664-a030-32c593b2be0a # ╟─cfc107a8-adda-418a-a468-20efeeecaed5 # ╠═242b9f3f-392b-4f2e-af66-b58db0004224 # ╠═46cf9285-3a01-4ad5-b0f1-c077363fbb5f # ╟─8156b2cc-bd11-4714-82c5-00f97eceec8c # ╠═e560e608-ac7a-427d-9e2f-715ad01283da # ╠═4327ee5b-2491-44b1-8330-6c1121f8bdb1 # ╟─4d297775-84a7-42e3-ac72-792338351354 # ╠═0ff277d6-1cb8-4bc7-9a37-4d8f6f6d2e27 # ╟─bf205421-a919-4090-acb1-9b2f2555b056 # ╠═282da2f2-c0da-4310-9bc4-54b5addc6b11 # ╟─00000000-0000-0000-0000-000000000001 # ╟─00000000-0000-0000-0000-000000000002