intro.jl

### A Pluto.jl notebook ###
# v0.19.42

using Markdown
using InteractiveUtils

# ╔═╡ f5d0700c-8e89-11ee-1ef5-f55887e41b45
using PlutoTeachingTools, LinearAlgebra

# ╔═╡ 5e5ea618-1d39-494f-9c22-fb5692d5f26e
begin
	using Measurements, Plots
	a = 0.3 ± 0.1
end

# ╔═╡ 9a6d9033-64d5-449d-8b4e-3d2afcee7cdb
ChooseDisplayMode()

# ╔═╡ a9e1ecb8-7871-4b16-a692-4d941e07ba1e
html"""
<style>
.flex-container {
	display : flex;
}

.left {
	float : left;
	
}

.right {
	float : right;
}
</style>
<div class="flex-container">
<div class="left">
<h1>Julia For the busy researcher</h1>
<p><b>Luca Ferranti</b></p>
<p><i>2023-05-21, Vaasa</i></p></div>
<div class="right">
<img width=300" src="https://raw.githubusercontent.com/JuliaLang/julia-logo-graphics/master/images/julia-logo-color.svg"></div></div>"""

# ╔═╡ 32f96507-24bd-4493-8dd4-fc6e6ad705be
md"""
## Outline

1. Introduction (Luca)
2. Neural networks in Julia (Fabricio)
3. Longer break with coffee and posters 
4. Differential equations and sciML (Luca)
5. Mathematical optimization with JuMP (Fabricio)
"""

# ╔═╡ 5fe6c969-1845-4fe0-afac-116e8b4cd1d7
md"""
## Who am I?

- PhD student "soon to graduate" in Computer Science
- I am from University of Vaasa, I live in Tampere and am visiting researcher in Aalto university
- also working as freelancer Julia software developer
- Research interests are computational mathematics, scientific computing, fuzzy logic, formal methods.
- Passionate about open-source and open-science
  - Main organizers of [Julia Users Helsinki](https://julia-users-helsinki.github.io)

  ![](https://raw.githubusercontent.com/julia-users-helsinki/julia-users-helsinki.github.io/main/page/_assets/juh-logo.svg)
"""

# ╔═╡ 311978a6-5120-4831-bea6-ec54a62ea6b6
md"""
# What is Julia?

- A fairly new programming language, started a little over 10 years ago at MIT
- A language written for researchers and data scientists by researchers
- Open-source, free as in free beer
- Thriving community
- Reach ecosystem
"""

# ╔═╡ e7a80969-0485-47bf-9705-bd7c04d0742f
md"""
# Why Julia?

- Julia is fast!
- Julia is expressive!
- Julia is composable!

![](https://julialang.org/assets/images/benchmarks.svg)

##
![](https://pbs.twimg.com/media/FSfazOuUcAAfPZj?format=jpg&name=small)
"""

# ╔═╡ db66cdba-5cc8-4ace-8a56-fd88e9afd4cc
md"""
# Features that make Julia unique: multiple dispatch!

- The secret sauce for Julia speed!
- Julia is **not** object oriented, instead it relies on multiple dispatch.
- Each function is a "first-class citizen" and has different implementations, *methods*, attached to it.
"""

# ╔═╡ cab820a0-3b13-47ba-9de1-7ec29d3be3a8
md"""
## Let's play rock paper scissors!

- example taken from [here](https://www.juliabloggers.com/rock-paper-scissors-game-in-less-than-10-lines-of-code/)
"""

# ╔═╡ f203b3cd-3d6f-4133-b13f-6922e4c403aa
begin
	abstract type Hand end
	struct Rock     <: Hand end
	struct Paper    <: Hand end
	struct Scissors <: Hand end
	play(::Paper, ::Rock)     = "Paper wins"
	play(::Paper, ::Scissors) = "Scissors wins"
	play(::Rock,  ::Scissors) = "Rock wins"
	play(::T,     ::T) where {T<: Shape} = "Tie, try again"
	play(a::Hand, b::Hand) = play(b, a) # Commutativity

end

# ╔═╡ 8ac8956e-bbcd-4079-b20d-bd4cb18bde0a
play(Rock(), Paper())

# ╔═╡ 8493f3ac-9929-4293-a2ce-3178e567aa33
play(Paper(), Scissors())

# ╔═╡ 44285dcc-19d5-4ae8-a79b-e22142fc9df2
md"""
## Why is this good for scientific computing?

- Think of linear algebra
- Example from the paper **Julia: a fresh approach to scientific computing**

![](https://raw.githubusercontent.com/lucaferranti/talks/main/Screenshot%20from%202023-11-29%2010-07-38.png)
"""

# ╔═╡ 48af7466-c477-44d4-b94b-2e908bfe7769
let
	A = rand(5, 5)
	B = rand(5, 5)
	@which A * B
end

# ╔═╡ 1bc3d333-c492-49a1-8b2a-1b134d9f031e
let
	A = rand(5, 5)
	D = Diagonal(rand(5, 5))
	@which A * D
end

# ╔═╡ 3ae55b61-7bc9-4cad-9df9-95b9461919c3
md"""
## Type inference

- with multiple dispatch we can write generic code
- Julia is a dynamic language, that is, types are checked at runtime **but**
- Julia can also do type-inference
"""

# ╔═╡ c98b460f-44f1-456f-813f-9b559d00dd6f
md"""
- **Type stable code**: the compile knows the type at each step of the computation
- If the code is type stable, the compiler can already choose ahead-of-time what method to use
- Dynamic language, but no computation overhead at runtime!
"""

# ╔═╡ 3d04c460-5501-44b9-84b2-e84fc630394b
f() = rand(Bool) ? 1 : "hi"

# ╔═╡ 4a290f29-a873-4b49-bac8-4b00509ea79d
f()

# ╔═╡ e782a695-fdfe-4708-83e3-68528ed49a8e
@code_warntype f()

# ╔═╡ bf4da43f-113a-461d-80ec-3e0c952d9503
md"""
# Features that make Julia unique: Composability!

- In Julia it is very easy to combine packages together and just work!
- Packages can be combined together and "just work"
"""

# ╔═╡ 2e9c6c6c-4385-43a3-a7fa-2638d19d78de
plot(sin, [x ± 0.1 for x in 1:0.2:10], size = (1200, 800))

# ╔═╡ 2b9b9296-fc3e-4c64-a196-69fc888e8401
md"""
## Why is composability so cool?

- Scientific machine learning
- Plug neural networks into differential equations and just works!

![](data:image/jpeg;base64,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)
"""

# ╔═╡ 71f4440e-e5b8-44aa-842a-a5b645d2ce7b
md"""
## Features that make Julia unique: metaprogramming!

- Easy to write domain specific languages!
- **Metaprogramming**: do arbitrary transformations on Julia code
"""

# ╔═╡ 93c2dc23-5dba-4fd6-b4e4-1450ffb28554
ex = :(a + b)

# ╔═╡ ded0ae38-aab4-4412-8c57-491f8c8de030
dump(ex)

# ╔═╡ 7b38956a-d02c-4755-925e-9c346fcf9fc2
x = 1

# ╔═╡ 3c0645f1-be1f-4ef6-9eb6-7bf1e4acd75b
@show x

# ╔═╡ 1e382dbf-c7c1-4e39-b2a1-792a5fc76863
@macroexpand @show x

# ╔═╡ e28cdc0d-b7a3-4c4d-ab6e-a83da369247e
md"""
## Catalyst.jl

```julia
using Catalyst, Plots, JumpProcesses
rs = @reaction_network begin
  c1, S + E --> SE
  c2, SE --> S + E
  c3, SE --> P + E
end
p  = (:c1 => 0.00166, :c2 => 0.0001, :c3 => 0.1)
tspan = (0., 100.)
u0 = [:S => 301, :E => 100, :SE => 0, :P => 0]

# solve JumpProblem
dprob = DiscreteProblem(rs, u0, tspan, p)
jprob = JumpProblem(rs, dprob, Direct())
jsol = solve(jprob, SSAStepper())
plot(jsol; lw = 2, title = "Gillespie: Michaelis-Menten Enzyme Kinetics")
```

![](https://user-images.githubusercontent.com/1814174/87864114-3bf9dd00-c932-11ea-83a0-58f38aee8bfb.png)
"""

# ╔═╡ e0100a3e-37a7-4003-812c-230cc0da08c9
md"""
## JuMP

![](https://jump.dev/assets/jump-logo-with-text.svg)

- Domain specific language for optimization

```julia
@variable(model, x[foods.name] >= 0)
@objective(model, Min, sum(foods.cost .* foods.x))
@constraint(
    model,
    [row in eachrow(limits)],
    row.min <= sum(foods[!, row.nutrient] .* foods.x) <= row.max,
)
```
"""

# ╔═╡ 89c91167-9e19-4ac6-9743-6b2eb25556b7
md"""
## FuzzyLogic.jl

```julia
fis = @mamfis function tipper(service, food)::tip
    service := begin
      domain = 0:10
      poor = GaussianMF(0.0, 1.5)
      good = GaussianMF(5.0, 1.5)
      excellent = GaussianMF(10.0, 1.5)
    end

    food := begin
      domain = 0:10
      rancid = TrapezoidalMF(-2, 0, 1, 3)
      delicious = TrapezoidalMF(7, 9, 10, 12)
    end

    tip := begin
      domain = 0:30
      cheap = TriangularMF(0, 5, 10)
      average = TriangularMF(10, 15, 20)
      generous = TriangularMF(20, 25, 30)
    end

    service == poor || food == rancid --> tip == cheap
    service == good --> tip == average
    service == excellent || food == delicious --> tip == generous
end
```
"""

# ╔═╡ 48f1d870-6824-461c-95c5-d7faaa1ffe25
md"""
## What to do in Eindhoven?

![](https://juliacon.org/assets/local/eindhoven2023/img/julia-packages-in-region.png)
"""

# ╔═╡ dd8ebb67-0efd-4c27-b398-6e51c5d58cca
md"""
## JuliaCon 2024 in Eindhoven

- https://juliacon.org/2024/
- Philips Stadion, Eindhoven. July 9th–12th, 2024

![](https://raw.githubusercontent.com/JuliaCon/www.juliacon.org/franklin/_assets/local/eindhoven2023/img/Eindhoven_Skyline.png)
"""

# ╔═╡ dcebb4ea-1d26-4c39-a230-a2d9afae576b
md"""
# Thank you

- https://lucaferranti.com
- https://github.com/lucaferranti
- https://www.linkedin.com/in/luca-ferranti/
"""

# ╔═╡ 00000000-0000-0000-0000-000000000001
PLUTO_PROJECT_TOML_CONTENTS = """
[deps]
LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
Measurements = "eff96d63-e80a-5855-80a2-b1b0885c5ab7"
Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
PlutoTeachingTools = "661c6b06-c737-4d37-b85c-46df65de6f69"

[compat]
Measurements = "~2.11.0"
Plots = "~1.39.0"
PlutoTeachingTools = "~0.2.13"
"""

# ╔═╡ 00000000-0000-0000-0000-000000000002
PLUTO_MANIFEST_TOML_CONTENTS = """
# This file is machine-generated - editing it directly is not advised

julia_version = "1.10.3"
manifest_format = "2.0"
project_hash = "6ee4cabcaf108041a54c438c99ea5bcf0f00fa20"

[[deps.AbstractPlutoDingetjes]]
deps = ["Pkg"]
git-tree-sha1 = "793501dcd3fa7ce8d375a2c878dca2296232686e"
uuid = "6e696c72-6542-2067-7265-42206c756150"
version = "1.2.2"

[[deps.ArgTools]]
uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
version = "1.1.1"

[[deps.Artifacts]]
uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"

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

[[deps.BitFlags]]
git-tree-sha1 = "2dc09997850d68179b69dafb58ae806167a32b1b"
uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35"
version = "0.1.8"

[[deps.Bzip2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
version = "1.0.8+0"

[[deps.Cairo_jll]]
deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
version = "1.16.1+1"

[[deps.Calculus]]
deps = ["LinearAlgebra"]
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version = "0.5.1"

[[deps.CodeTracking]]
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git-tree-sha1 = "c0216e792f518b39b22212127d4a84dc31e4e386"
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version = "1.3.5"

[[deps.CodecZlib]]
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git-tree-sha1 = "cd67fc487743b2f0fd4380d4cbd3a24660d0eec8"
uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
version = "0.7.3"

[[deps.ColorSchemes]]
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git-tree-sha1 = "67c1f244b991cad9b0aa4b7540fb758c2488b129"
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version = "3.24.0"

[[deps.ColorTypes]]
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uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
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[[deps.ColorVectorSpace]]
deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "Requires", "Statistics", "TensorCore"]
git-tree-sha1 = "a1f44953f2382ebb937d60dafbe2deea4bd23249"
uuid = "c3611d14-8923-5661-9e6a-0046d554d3a4"
version = "0.10.0"

    [deps.ColorVectorSpace.extensions]
    SpecialFunctionsExt = "SpecialFunctions"

    [deps.ColorVectorSpace.weakdeps]
    SpecialFunctions = "276daf66-3868-5448-9aa4-cd146d93841b"

[[deps.Colors]]
deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
git-tree-sha1 = "fc08e5930ee9a4e03f84bfb5211cb54e7769758a"
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[[deps.Compat]]
deps = ["UUIDs"]
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uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
version = "4.10.0"
weakdeps = ["Dates", "LinearAlgebra"]

    [deps.Compat.extensions]
    CompatLinearAlgebraExt = "LinearAlgebra"

[[deps.CompilerSupportLibraries_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
version = "1.1.1+0"

[[deps.ConcurrentUtilities]]
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git-tree-sha1 = "8cfa272e8bdedfa88b6aefbbca7c19f1befac519"
uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
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[[deps.Contour]]
git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
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[[deps.DataAPI]]
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[[deps.DataStructures]]
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git-tree-sha1 = "3dbd312d370723b6bb43ba9d02fc36abade4518d"
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[[deps.Dates]]
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[[deps.DelimitedFiles]]
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[[deps.Distributed]]
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uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"

[[deps.DocStringExtensions]]
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[[deps.Downloads]]
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[[deps.EpollShim_jll]]
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[[deps.ExceptionUnwrapping]]
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[[deps.Expat_jll]]
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[[deps.FFMPEG]]
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git-tree-sha1 = "b57e3acbe22f8484b4b5ff66a7499717fe1a9cc8"
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[[deps.FFMPEG_jll]]
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git-tree-sha1 = "466d45dc38e15794ec7d5d63ec03d776a9aff36e"
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[[deps.FileWatching]]
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[[deps.FixedPointNumbers]]
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git-tree-sha1 = "335bfdceacc84c5cdf16aadc768aa5ddfc5383cc"
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[[deps.Fontconfig_jll]]
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[[deps.FreeType2_jll]]
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[[deps.FriBidi_jll]]
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[[deps.GLFW_jll]]
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[[deps.GR]]
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git-tree-sha1 = "27442171f28c952804dede8ff72828a96f2bfc1f"
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[[deps.GR_jll]]
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[[deps.Gettext_jll]]
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[[deps.Glib_jll]]
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[[deps.Graphite2_jll]]
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[[deps.HTTP]]
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[[deps.HarfBuzz_jll]]
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[[deps.HypertextLiteral]]
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[[deps.IrrationalConstants]]
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[[deps.JLFzf]]
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[[deps.LERC_jll]]
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[[deps.LLVMOpenMP_jll]]
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[[deps.LZO_jll]]
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[[deps.LaTeXStrings]]
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[[deps.LibCURL_jll]]
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[[deps.LibGit2]]
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[[deps.LibGit2_jll]]
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[[deps.LibSSH2_jll]]
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[[deps.Libdl]]
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[[deps.Libffi_jll]]
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[[deps.Libgcrypt_jll]]
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[[deps.Libglvnd_jll]]
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[[deps.Libgpg_error_jll]]
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[[deps.Libiconv_jll]]
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[[deps.Libmount_jll]]
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deps = ["Artifacts", "EpollShim_jll", "Expat_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg", "XML2_jll"]
git-tree-sha1 = "7558e29847e99bc3f04d6569e82d0f5c54460703"
uuid = "a2964d1f-97da-50d4-b82a-358c7fce9d89"
version = "1.21.0+1"

[[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", "Zlib_jll"]
git-tree-sha1 = "da69178aacc095066bad1f69d2f59a60a1dd8ad1"
uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
version = "2.12.0+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.XZ_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "522b8414d40c4cbbab8dee346ac3a09f9768f25d"
uuid = "ffd25f8a-64ca-5728-b0f7-c24cf3aae800"
version = "5.4.5+0"

[[deps.Xorg_libICE_jll]]
deps = ["Libdl", "Pkg"]
git-tree-sha1 = "e5becd4411063bdcac16be8b66fc2f9f6f1e8fe5"
uuid = "f67eecfb-183a-506d-b269-f58e52b52d7c"
version = "1.0.10+1"

[[deps.Xorg_libSM_jll]]
deps = ["Libdl", "Pkg", "Xorg_libICE_jll"]
git-tree-sha1 = "4a9d9e4c180e1e8119b5ffc224a7b59d3a7f7e18"
uuid = "c834827a-8449-5923-a945-d239c165b7dd"
version = "1.2.3+0"

[[deps.Xorg_libX11_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
version = "1.8.6+0"

[[deps.Xorg_libXau_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
version = "1.0.11+0"

[[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"]
git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
version = "1.1.4+0"

[[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"]
git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
version = "0.1.1+0"

[[deps.Xorg_libxcb_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
version = "1.15.0+0"

[[deps.Xorg_libxkbfile_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
version = "1.1.2+0"

[[deps.Xorg_xcb_util_cursor_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_jll", "Xorg_xcb_util_renderutil_jll"]
git-tree-sha1 = "04341cb870f29dcd5e39055f895c39d016e18ccd"
uuid = "e920d4aa-a673-5f3a-b3d7-f755a4d47c43"
version = "0.1.4+0"

[[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", "Xorg_libxkbfile_jll"]
git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
version = "1.4.6+0"

[[deps.Xorg_xkeyboard_config_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
uuid = "33bec58e-1273-512f-9401-5d533626f822"
version = "2.39.0+0"

[[deps.Xorg_xtrans_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
version = "1.5.0+0"

[[deps.Zlib_jll]]
deps = ["Libdl"]
uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
version = "1.2.13+1"

[[deps.Zstd_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
version = "1.5.5+0"

[[deps.eudev_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "gperf_jll"]
git-tree-sha1 = "431b678a28ebb559d224c0b6b6d01afce87c51ba"
uuid = "35ca27e7-8b34-5b7f-bca9-bdc33f59eb06"
version = "3.2.9+0"

[[deps.fzf_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "47cf33e62e138b920039e8ff9f9841aafe1b733e"
uuid = "214eeab7-80f7-51ab-84ad-2988db7cef09"
version = "0.35.1+0"

[[deps.gperf_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "3516a5630f741c9eecb3720b1ec9d8edc3ecc033"
uuid = "1a1c6b14-54f6-533d-8383-74cd7377aa70"
version = "3.1.1+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"]
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
version = "5.8.0+1"

[[deps.libevdev_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "141fe65dc3efabb0b1d5ba74e91f6ad26f84cc22"
uuid = "2db6ffa8-e38f-5e21-84af-90c45d0032cc"
version = "1.11.0+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.libinput_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "eudev_jll", "libevdev_jll", "mtdev_jll"]
git-tree-sha1 = "ad50e5b90f222cfe78aa3d5183a20a12de1322ce"
uuid = "36db933b-70db-51c0-b978-0f229ee0e533"
version = "1.18.0+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.mtdev_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "814e154bdb7be91d78b6802843f76b6ece642f11"
uuid = "009596ad-96f7-51b1-9f1b-5ce2d5e8a71e"
version = "1.1.6+0"

[[deps.nghttp2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
version = "1.52.0+1"

[[deps.p7zip_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
version = "17.4.0+2"

[[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 = "9c304562909ab2bab0262639bd4f444d7bc2be37"
uuid = "d8fb68d0-12a3-5cfd-a85a-d49703b185fd"
version = "1.4.1+1"
"""

# ╔═╡ Cell order:
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# ╠═ded0ae38-aab4-4412-8c57-491f8c8de030
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# ╠═3c0645f1-be1f-4ef6-9eb6-7bf1e4acd75b
# ╠═1e382dbf-c7c1-4e39-b2a1-792a5fc76863
# ╟─e28cdc0d-b7a3-4c4d-ab6e-a83da369247e
# ╟─e0100a3e-37a7-4003-812c-230cc0da08c9
# ╟─89c91167-9e19-4ac6-9743-6b2eb25556b7
# ╠═48f1d870-6824-461c-95c5-d7faaa1ffe25
# ╟─dd8ebb67-0efd-4c27-b398-6e51c5d58cca
# ╟─dcebb4ea-1d26-4c39-a230-a2d9afae576b
# ╟─00000000-0000-0000-0000-000000000001
# ╟─00000000-0000-0000-0000-000000000002