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tensor_algebra.jl
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tensor_algebra.jl
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### A Pluto.jl notebook ###
# v0.17.0
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 el = $(esc(element))
global $(esc(def)) = Core.applicable(Base.get, el) ? Base.get(el) : missing
el
end
end
# ╔═╡ 104b6690-212b-11ec-3a2b-25c420f62534
begin
using Plots
using LinearAlgebra
using Kronecker
using PlutoUI
using SparseArrays
#https://juliapackages.com/p/kronecker
md"""## Packages"""
end
# ╔═╡ 21712488-f636-4861-913c-012693cb524d
md"""# Order of tensor product basis (TPB)"""
# ╔═╡ 89b58dd0-c70c-4566-b991-2d739990f2ff
md"""
Note, that throughout the thesis a colexicographical ordering of the tensor product is preferred:
$\ket{a_1 b_1}, \ket{a_2 b_1}, \ket{a_1 b_2}, \ket{a_2 b_2}$. In this case the tensor product is realized via the conventional Kronecker product but using flipped arguments:
$A \otimes B \rightarrow \boldsymbol{B} \otimes \boldsymbol{A}$.
Here you can choose the ordering of the tensor product basis of the tensor product ``\mathcal{H}_{\mathcal{A}} \otimes \mathcal{H}_{\mathcal{B}}``:
👉 $(@bind order Select(["colex" => "Colexicographical order", "lex" => "Lexicographical order"]))
"""
# ╔═╡ 23c019dd-53d2-461e-a6ba-f1b5da2f6710
if order == "colex"
md"""
``\begin{pmatrix}{\color{magenta}a}&{\color{red}C}\\ \boldsymbol{b} & D \end{pmatrix} \overset{\text{c}} {\otimes}\begin{pmatrix} 1 & \large 3 \\ {\color{blue}2} & \scriptsize {\color{green}4}\end{pmatrix} = \begin{pmatrix}{\color{magenta}a}1 & {\color{red}C}1 & {\color{magenta}a} \large 3 & {\color{red}C} \large 3 \\\boldsymbol{b}1 & D1 & \boldsymbol{b} \large 3 & D \large 3 \\ {\color{magenta}a}{\color{blue}2} & {\color{red}C}{\color{blue}2} & {\color{magenta}a}\scriptsize {\color{green}4} & {\color{red}C}\scriptsize {\color{green}4} \\ \boldsymbol{b}{\color{blue}2} & D{\color{blue}2} & \boldsymbol{b}\scriptsize {\color{green}4} & D\scriptsize {\color{green}4} \end{pmatrix}, \quad A \overset{\text{c}}{\otimes} B:= \textbf{B} \otimes \textbf{A}``
"""
else
md"""
``\begin{pmatrix}{\color{magenta}a}&{\color{red}C}\\ \boldsymbol{b} & D \end{pmatrix} {\otimes}\begin{pmatrix} 1 & \large 3 \\ {\color{blue}2} & \scriptsize {\color{green}4}\end{pmatrix} = \begin{pmatrix}{\color{magenta}a}1 & {\color{magenta}a} \large 3 & {\color{red}C}1 & {\color{red}C} \large 3 \\{\color{magenta}a}{\color{blue}2} & {\color{magenta}a}\scriptsize {\color{green}4} & {\color{red}C}{\color{blue}2} & {\color{red}C}\scriptsize {\color{green}4} \\ \boldsymbol{b}1 & \boldsymbol{b} \large 3 & D1 & D \large 3 \\ \boldsymbol{b}{\color{blue}2} & \boldsymbol{b}\scriptsize {\color{green}4} & D{\color{blue}2} & D\scriptsize {\color{green}4} \end{pmatrix}``
"""
end
# ╔═╡ f5992b42-ff99-479a-b093-70a9bfd85655
@show order
# ╔═╡ 0a95d032-8576-492f-bee1-ef67303bcb3a
begin
if order == "colex"
⊗(A,B) = kron(B,A)
else
⊗(A,B) = kron(A,B)
end
end
# ╔═╡ 85bca31d-c3be-46b6-b330-b80648472378
md"""
# Bipartite systems and tensor products
"""
# ╔═╡ e0d868ad-346c-4248-8cc9-1857b50416ae
md"""
# Superoperator notation
"""
# ╔═╡ 9cdf1fca-2c93-4eb1-b5a1-755d03cc35ca
md"""
## Factorizing superoperators
"""
# ╔═╡ abb6b274-cc08-40bc-a7bc-af2832694eaf
begin
m = 3
n = 2
o = 2
p = 4
A = rand(m,n)
B = rand(o,p)
end
# ╔═╡ 86bc0efb-5d4d-40e5-9fc5-f0e2b4864947
size(A[:])
# ╔═╡ a558b847-3f09-473c-9ec5-70badcda7589
md"""
# Appendix: Functions and Initializations
"""
# ╔═╡ 8407fc8c-95b4-4536-bbda-b3f4945518b0
TableOfContents()
# ╔═╡ 7f43573f-010f-455a-82c7-f2f509cce3d3
begin
time_slider = @bind time Slider(0:0.1:20, default = 1, show_value = true)
md""" ## Interactive widgets
Definition of Sliders"""
end
# ╔═╡ d28b8274-7435-484a-bde7-61443d7e4ae2
begin
scrub_1 = @bind s1 Scrubbable(-0.5:0.01:0.5, format=".03")
scrub_2 = @bind s2 Scrubbable(-0.5:0.01:0.5, format=".03")
scrub_3 = @bind s3 Scrubbable(-0.5:0.01:0.5, format=".03")
scrub_4 = @bind s4 Scrubbable(-0.5:0.01:0.5, format=".03")
scrub_5 = @bind s5 Scrubbable(-0.5:0.01:0.5, format=".03")
scrub_6 = @bind s6 Scrubbable(-0.5:0.01:0.5, format=".03")
scrub_7 = @bind s7 Scrubbable(-0.5:0.01:0.5, format=".03", default = 0.25)
scrub_8 = @bind s8 Scrubbable(-0.5:0.01:0.5, format=".03")
scrub_9 = @bind s9 Scrubbable(-0.50:0.01:0.50, format=".03")
scrub_a1 = @bind a1 Scrubbable(-0.50:0.01:0.50, format=".03", default = -0.5)
scrub_a2 = @bind a2 Scrubbable(-0.50:0.01:0.50, format=".03")
scrub_a3 = @bind a3 Scrubbable(-0.50:0.01:0.50, format=".03")
scrub_b1 = @bind b1 Scrubbable(-0.50:0.01:0.50, format=".03", default = -0.5)
scrub_b2 = @bind b2 Scrubbable(-0.50:0.01:0.50, format=".03")
scrub_b3 = @bind b3 Scrubbable(-0.50:0.01:0.50, format=".03")
scrub_i1 = @bind i1 Scrubbable(-0.50:0.01:0.50, format=".03", default = -0.5)
scrub_i2 = @bind i2 Scrubbable(-0.50:0.01:0.50, format=".03")
scrub_i3 = @bind i3 Scrubbable(-0.50:0.01:0.50, format=".03")
md" Definition of Scrubbables"
end
# ╔═╡ dc95c17d-de0f-4b72-b57e-0dab473a69cd
[scrub_1,scrub_2,scrub_3,scrub_4, scrub_5, scrub_6, scrub_7, scrub_8, scrub_9]
# ╔═╡ 75ebae9f-1c69-4d92-9cdf-a0f4b0971576
begin
σ = [[0 1; 1 0], [0 -im; im 0], [1 0; 0 -1]]
function qu_bit_system(epsilon = 1,
alpha = [0,0,0],
beta= [0,0,0],
gamma = zeros(3,3))
return H = epsilon * kron(I(2),I(2)) +
sum([(I(2) ⊗ σ[i]) * alpha[i] for i = 1:3]) +
sum([(σ[i] ⊗ I(2)) * beta[i] for i=1:3]) +
sum([gamma[i,j] * (σ[i] ⊗ σ[j]) for i=1:3, j=1:3])
end
function density_pauli(α)
return α[1]/2 * I(2) + sum([α[i+1] * σ[i] for i = 1:3])
end
function density_matrix(n, neg = 0, real_valued = false)
#trace 1 remains preserved!
dia = rand(n)
if neg > 0
dia[rand(1:n, neg)] .*= -1
end
dia = dia/sum(dia)
if real_valued
temp = rand(n,n)
else
temp = rand(n,n) + rand(n,n) * im
end
ew, ev = eigen(Hermitian(temp'*temp))
d_mat = Hermitian(ev* Diagonal(dia) * ev')
return d_mat
end
function unitary(n)
A = (rand(n,n) .-0.5) + im*(rand(n,n) .-0.5)
return eigvecs(A'+A)
end
function unity(i,n)
E = spzeros(Bool,n,n)
E[i] = true
return E
end
function partial_trace_matrix(dim_1, dim_2, traced_system, order="lex")
# traces out the system indicated by traced_system
# for C = kron(A,B), tracing over the first system (traced_system = 1);
# yields: reshape(p1*C[:], 4,4)/tr(A) == B
#
# when colex ordered:
# flip traced_system
if order == "colex"
traced_system = 3 - traced_system
end
if traced_system == 1
T = [kron(sparse(I, dim_1,dim_1), unity(i,dim_2))[:] for i = 1:dim_2^2]
col = reduce(vcat,[findnz(T[i])[1] for i = 1:dim_2^2])
row = kron(1:dim_2^2, ones(Int64,dim_1))
return sparse(row, col, trues(dim_2^2*dim_1))
else
T = [kron(unity(i, dim_1), sparse(I, dim_2, dim_2))[:] for i = 1:dim_1^2]
col = reduce(vcat, [findnz(T[i])[1] for i = 1:dim_1^2])
row = kron(1:dim_1^2, ones(Int64,dim_2))
return sparse(row, col, trues(dim_1^2*dim_2))
#return Tr_B = [reshape(kron(reshape(unity(i,dim_1), dim_1, dim_1), I(dim_2)), 1, dim_2^2 * dim_1^2)[1,j] for i = 1:dim_1^2, j =1:dim_1^2*dim_2^2]
end
end
function choi(A, dim_1)
mm, nn = size(A)
n = mm ÷ dim_1
return reshape(permutedims(reshape(A,n,dim_1,n,dim_1),(1,3,2,4)), mm,mm)
end
function choi_rect(A,dim_1, dim_2, dim_3, dim_4)
return reshape(permutedims(reshape(A, dim_1, dim_2, dim_3, dim_4), (1,3,2,4)), dim_1*dim_3, dim_2*dim_4)
end
function choi_index(i, n)
return (i.-1) .% n[1] .+ 1 .+
n[1] .* ((i.-1) .% prod(n[1:3]) .÷ prod(n[1:2]) .+
n[3] .* ((i.-1) .% prod(n[1:2]) .÷ n[1] .+
n[2] .* ((i.-1) .÷ prod(n[1:3]))))
end
function ptr(ρ, dim_1, traced_system = 1, order="lex")
# get partial trace superoperator
N,M = size(ρ)
dim_2 = N÷dim_1
PT = partial_trace_matrix(dim_1, dim_2, traced_system, order)
new_dim = traced_system == 1 ? dim_2 : dim_1
# apply superoperator to vectorized density matrix and reshape to new dimensions
σ = reshape(PT * ρ[:], new_dim, new_dim)
return σ
end
function factorize(A, dim_1, dim_2, order="lex")
σ = ptr(A, dim_1, 2, order)
ρ = ptr(A, dim_1, 1, order)
A_tensor_prod = (σ ⊗ ρ)
rho_c = A - A_tensor_prod
return A_tensor_prod, rho_c
end
function normed_vector(k)
v = (rand(k) .- 0.5) + im*(rand(k) .- 0.5)
return v/norm(v)
end
function prob_dist(k)
p = rand(k)
return p/sum(p)
end
function PPT(rho,dim_1)
dim_2 = size(rho,1)÷dim_1
if dim_1 *dim_2 > 6
error("positive partial trace does not work for too large dimensions")
end
return eigvals(reshape(permutedims(reshape(rho,dim_1,dim_2,dim_1,dim_2), [1,4,3,2]),dim_1*dim_2, dim_1*dim_2))
end
function sep_state(k=1,n=2)
VVV = sum([(normed_vector(n) ⊗ normed_vector(n)) for _=1:k] .* (prob_dist(k)))
return VVV / norm(VVV)
end
#test for k-block positivity
# strategy: generate random matrices in 2x2 and test whether Choi matrix maps to positive operators, if true for all, then positive.
# alternatively: check k-positivity: k as optional parameter. Create states with Schmidt rank k
#Schmidt rank:
function pos_test(choi, k = 1, n = 2)
runs = 10000
test = zeros(runs)
vector = zeros(ComplexF64, n^2)
for i = 1:runs
#sum([density_matrix(2) for _=1:k] * p_rand/sum(p_rand))
VVN = sep_state(k,n)
test[i] = real(VVN'* choi *VVN)
if real(test[i]) < 0
vector = VVN
end
end
return sum(test .> 0) / runs
end
md"""
# Functions
"""
end
# ╔═╡ 9e76778f-803a-44be-b237-feb9bd65122e
begin
super_size = prod([m,n,o,p])
rang = 1:super_size
index_new = choi_index(rang,[o,m,p,n])
C = sparse( choi_index(rang, [o,m,p,n]), rang,trues(super_size), super_size, super_size)
#C * Y[:] - C_AB[:]
end
# ╔═╡ 02f1a7fd-7024-4901-84ac-a5067b8fea08
begin
Y = kron(A,B) #mn ⊗ op → om,pn
# find T_1 so that T_1 \cdot B = Y
compare = B[:] * transpose(A[:])
C_AB = choi_rect(Y,o,m,p,n)
T₁ = C'* kron(A[:], I(o*p))
T₁ * B[:] - Y[:]
# find T_2 so that T_2 \cdot A = Y
T₂ = C' * kron(I(m*n), B[:])
[norm(T₂ * A[:] - Y[:]), norm(T₁ * B[:] - Y[:])]
end
# ╔═╡ e39d63a0-8191-4a7c-a118-07cc75e8f3c7
C_AB - compare
# ╔═╡ bee24dc3-c007-441e-8a93-2e49cec65e42
C * Y[:] - C_AB[:]
# ╔═╡ b7d51c5b-35b2-4943-bab9-e46707925b91
C-C'
# ╔═╡ 3140729e-d516-434d-ba32-3ff9705ee83b
begin
keep_working(text=md"The answer is not quite right.", title="Keep working on it!") = Markdown.MD(Markdown.Admonition("danger", title, [text]));
almost(text, title="Almost there!") = Markdown.MD(Markdown.Admonition("warning", title, [text]));
hint(text, title ="Hint") = Markdown.MD(Markdown.Admonition("hint", title, [text]));
correct(text=md"Great! You got the right answer! Let's move on to the next section.", title="Got it!") = Markdown.MD(Markdown.Admonition("correct", title, [text]));
md" Definition of Boxes"
end
# ╔═╡ 00000000-0000-0000-0000-000000000001
PLUTO_PROJECT_TOML_CONTENTS = """
[deps]
Kronecker = "2c470bb0-bcc8-11e8-3dad-c9649493f05e"
LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
[compat]
Kronecker = "~0.5.0"
Plots = "~1.22.3"
PlutoUI = "~0.7.12"
"""
# ╔═╡ 00000000-0000-0000-0000-000000000002
PLUTO_MANIFEST_TOML_CONTENTS = """
# This file is machine-generated - editing it directly is not advised
[[AbstractFFTs]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "485ee0867925449198280d4af84bdb46a2a404d0"
uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
version = "1.0.1"
[[Adapt]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "84918055d15b3114ede17ac6a7182f68870c16f7"
uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
version = "3.3.1"
[[ArgTools]]
uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
[[Artifacts]]
uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
[[Base64]]
uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
[[Bzip2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
version = "1.0.8+0"
[[Cairo_jll]]
deps = ["Artifacts", "Bzip2_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 = "f2202b55d816427cd385a9a4f3ffb226bee80f99"
uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
version = "1.16.1+0"
[[ChainRulesCore]]
deps = ["Compat", "LinearAlgebra", "SparseArrays"]
git-tree-sha1 = "e8a30e8019a512e4b6c56ccebc065026624660e8"
uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
version = "1.7.0"
[[ColorSchemes]]
deps = ["ColorTypes", "Colors", "FixedPointNumbers", "Random"]
git-tree-sha1 = "a851fec56cb73cfdf43762999ec72eff5b86882a"
uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
version = "3.15.0"
[[ColorTypes]]
deps = ["FixedPointNumbers", "Random"]
git-tree-sha1 = "024fe24d83e4a5bf5fc80501a314ce0d1aa35597"
uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
version = "0.11.0"
[[Colors]]
deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
git-tree-sha1 = "417b0ed7b8b838aa6ca0a87aadf1bb9eb111ce40"
uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
version = "0.12.8"
[[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 = "31d0151f5716b655421d9d75b7fa74cc4e744df2"
uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
version = "3.39.0"
[[CompilerSupportLibraries_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
[[Contour]]
deps = ["StaticArrays"]
git-tree-sha1 = "9f02045d934dc030edad45944ea80dbd1f0ebea7"
uuid = "d38c429a-6771-53c6-b99e-75d170b6e991"
version = "0.5.7"
[[CovarianceEstimation]]
deps = ["LinearAlgebra", "Statistics", "StatsBase"]
git-tree-sha1 = "bc3930158d2be029e90b7c40d1371c4f54fa04db"
uuid = "587fd27a-f159-11e8-2dae-1979310e6154"
version = "0.2.6"
[[DataAPI]]
git-tree-sha1 = "cc70b17275652eb47bc9e5f81635981f13cea5c8"
uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
version = "1.9.0"
[[DataStructures]]
deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
git-tree-sha1 = "7d9d316f04214f7efdbb6398d545446e246eff02"
uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
version = "0.18.10"
[[DataValueInterfaces]]
git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
version = "1.0.0"
[[Dates]]
deps = ["Printf"]
uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
[[DelimitedFiles]]
deps = ["Mmap"]
uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab"
[[Distributed]]
deps = ["Random", "Serialization", "Sockets"]
uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
[[Downloads]]
deps = ["ArgTools", "LibCURL", "NetworkOptions"]
uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
[[EarCut_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "3f3a2501fa7236e9b911e0f7a588c657e822bb6d"
uuid = "5ae413db-bbd1-5e63-b57d-d24a61df00f5"
version = "2.2.3+0"
[[Expat_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "b3bfd02e98aedfa5cf885665493c5598c350cd2f"
uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
version = "2.2.10+0"
[[FFMPEG]]
deps = ["FFMPEG_jll"]
git-tree-sha1 = "b57e3acbe22f8484b4b5ff66a7499717fe1a9cc8"
uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a"
version = "0.4.1"
[[FFMPEG_jll]]
deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "Pkg", "Zlib_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"]
git-tree-sha1 = "d8a578692e3077ac998b50c0217dfd67f21d1e5f"
uuid = "b22a6f82-2f65-5046-a5b2-351ab43fb4e5"
version = "4.4.0+0"
[[FixedPointNumbers]]
deps = ["Statistics"]
git-tree-sha1 = "335bfdceacc84c5cdf16aadc768aa5ddfc5383cc"
uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
version = "0.8.4"
[[Fontconfig_jll]]
deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Pkg", "Zlib_jll"]
git-tree-sha1 = "21efd19106a55620a188615da6d3d06cd7f6ee03"
uuid = "a3f928ae-7b40-5064-980b-68af3947d34b"
version = "2.13.93+0"
[[Formatting]]
deps = ["Printf"]
git-tree-sha1 = "8339d61043228fdd3eb658d86c926cb282ae72a8"
uuid = "59287772-0a20-5a39-b81b-1366585eb4c0"
version = "0.4.2"
[[FreeType2_jll]]
deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
version = "2.10.4+0"
[[FriBidi_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "aa31987c2ba8704e23c6c8ba8a4f769d5d7e4f91"
uuid = "559328eb-81f9-559d-9380-de523a88c83c"
version = "1.0.10+0"
[[GLFW_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Pkg", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll"]
git-tree-sha1 = "0c603255764a1fa0b61752d2bec14cfbd18f7fe8"
uuid = "0656b61e-2033-5cc2-a64a-77c0f6c09b89"
version = "3.3.5+1"
[[GR]]
deps = ["Base64", "DelimitedFiles", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Printf", "Random", "Serialization", "Sockets", "Test", "UUIDs"]
git-tree-sha1 = "c2178cfbc0a5a552e16d097fae508f2024de61a3"
uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
version = "0.59.0"
[[GR_jll]]
deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
git-tree-sha1 = "ef49a187604f865f4708c90e3f431890724e9012"
uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
version = "0.59.0+0"
[[GeometryBasics]]
deps = ["EarCut_jll", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
git-tree-sha1 = "58bcdf5ebc057b085e58d95c138725628dd7453c"
uuid = "5c1252a2-5f33-56bf-86c9-59e7332b4326"
version = "0.4.1"
[[Gettext_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
git-tree-sha1 = "9b02998aba7bf074d14de89f9d37ca24a1a0b046"
uuid = "78b55507-aeef-58d4-861c-77aaff3498b1"
version = "0.21.0+0"
[[Glib_jll]]
deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE_jll", "Pkg", "Zlib_jll"]
git-tree-sha1 = "7bf67e9a481712b3dbe9cb3dac852dc4b1162e02"
uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
version = "2.68.3+0"
[[Graphite2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "344bf40dcab1073aca04aa0df4fb092f920e4011"
uuid = "3b182d85-2403-5c21-9c21-1e1f0cc25472"
version = "1.3.14+0"
[[Grisu]]
git-tree-sha1 = "53bb909d1151e57e2484c3d1b53e19552b887fb2"
uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
version = "1.0.2"
[[HTTP]]
deps = ["Base64", "Dates", "IniFile", "Logging", "MbedTLS", "NetworkOptions", "Sockets", "URIs"]
git-tree-sha1 = "14eece7a3308b4d8be910e265c724a6ba51a9798"
uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
version = "0.9.16"
[[HarfBuzz_jll]]
deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
git-tree-sha1 = "8a954fed8ac097d5be04921d595f741115c1b2ad"
uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
version = "2.8.1+0"
[[HypertextLiteral]]
git-tree-sha1 = "72053798e1be56026b81d4e2682dbe58922e5ec9"
uuid = "ac1192a8-f4b3-4bfe-ba22-af5b92cd3ab2"
version = "0.9.0"
[[IOCapture]]
deps = ["Logging", "Random"]
git-tree-sha1 = "f7be53659ab06ddc986428d3a9dcc95f6fa6705a"
uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89"
version = "0.2.2"
[[IniFile]]
deps = ["Test"]
git-tree-sha1 = "098e4d2c533924c921f9f9847274f2ad89e018b8"
uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
version = "0.5.0"
[[InteractiveUtils]]
deps = ["Markdown"]
uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
[[IterTools]]
git-tree-sha1 = "05110a2ab1fc5f932622ffea2a003221f4782c18"
uuid = "c8e1da08-722c-5040-9ed9-7db0dc04731e"
version = "1.3.0"
[[IteratorInterfaceExtensions]]
git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
uuid = "82899510-4779-5014-852e-03e436cf321d"
version = "1.0.0"
[[JLLWrappers]]
deps = ["Preferences"]
git-tree-sha1 = "642a199af8b68253517b80bd3bfd17eb4e84df6e"
uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
version = "1.3.0"
[[JSON]]
deps = ["Dates", "Mmap", "Parsers", "Unicode"]
git-tree-sha1 = "8076680b162ada2a031f707ac7b4953e30667a37"
uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
version = "0.21.2"
[[JpegTurbo_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "d735490ac75c5cb9f1b00d8b5509c11984dc6943"
uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
version = "2.1.0+0"
[[Kronecker]]
deps = ["LinearAlgebra", "NamedDims", "SparseArrays", "StatsBase"]
git-tree-sha1 = "f6e3cc35572a6be64308ffb0a56d70be36dc6a85"
uuid = "2c470bb0-bcc8-11e8-3dad-c9649493f05e"
version = "0.5.0"
[[LAME_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "f6250b16881adf048549549fba48b1161acdac8c"
uuid = "c1c5ebd0-6772-5130-a774-d5fcae4a789d"
version = "3.100.1+0"
[[LZO_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "e5b909bcf985c5e2605737d2ce278ed791b89be6"
uuid = "dd4b983a-f0e5-5f8d-a1b7-129d4a5fb1ac"
version = "2.10.1+0"
[[LaTeXStrings]]
git-tree-sha1 = "c7f1c695e06c01b95a67f0cd1d34994f3e7db104"
uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
version = "1.2.1"
[[Latexify]]
deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "Printf", "Requires"]
git-tree-sha1 = "a4b12a1bd2ebade87891ab7e36fdbce582301a92"
uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
version = "0.15.6"
[[LibCURL]]
deps = ["LibCURL_jll", "MozillaCACerts_jll"]
uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
[[LibCURL_jll]]
deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
[[LibGit2]]
deps = ["Base64", "NetworkOptions", "Printf", "SHA"]
uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
[[LibSSH2_jll]]
deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
[[Libdl]]
uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
[[Libffi_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "761a393aeccd6aa92ec3515e428c26bf99575b3b"
uuid = "e9f186c6-92d2-5b65-8a66-fee21dc1b490"
version = "3.2.2+0"
[[Libgcrypt_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll", "Pkg"]
git-tree-sha1 = "64613c82a59c120435c067c2b809fc61cf5166ae"
uuid = "d4300ac3-e22c-5743-9152-c294e39db1e4"
version = "1.8.7+0"
[[Libglvnd_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll", "Xorg_libXext_jll"]
git-tree-sha1 = "7739f837d6447403596a75d19ed01fd08d6f56bf"
uuid = "7e76a0d4-f3c7-5321-8279-8d96eeed0f29"
version = "1.3.0+3"
[[Libgpg_error_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "c333716e46366857753e273ce6a69ee0945a6db9"
uuid = "7add5ba3-2f88-524e-9cd5-f83b8a55f7b8"
version = "1.42.0+0"
[[Libiconv_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "42b62845d70a619f063a7da093d995ec8e15e778"
uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531"
version = "1.16.1+1"
[[Libmount_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "9c30530bf0effd46e15e0fdcf2b8636e78cbbd73"
uuid = "4b2f31a3-9ecc-558c-b454-b3730dcb73e9"
version = "2.35.0+0"
[[Libtiff_jll]]
deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Pkg", "Zlib_jll", "Zstd_jll"]
git-tree-sha1 = "340e257aada13f95f98ee352d316c3bed37c8ab9"
uuid = "89763e89-9b03-5906-acba-b20f662cd828"
version = "4.3.0+0"
[[Libuuid_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "7f3efec06033682db852f8b3bc3c1d2b0a0ab066"
uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700"
version = "2.36.0+0"
[[LinearAlgebra]]
deps = ["Libdl"]
uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
[[Logging]]
uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
[[MacroTools]]
deps = ["Markdown", "Random"]
git-tree-sha1 = "5a5bc6bf062f0f95e62d0fe0a2d99699fed82dd9"
uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
version = "0.5.8"
[[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", "Libdl"]
uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
[[Measures]]
git-tree-sha1 = "e498ddeee6f9fdb4551ce855a46f54dbd900245f"
uuid = "442fdcdd-2543-5da2-b0f3-8c86c306513e"
version = "0.3.1"
[[Missings]]
deps = ["DataAPI"]
git-tree-sha1 = "bf210ce90b6c9eed32d25dbcae1ebc565df2687f"
uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
version = "1.0.2"
[[Mmap]]
uuid = "a63ad114-7e13-5084-954f-fe012c677804"
[[MozillaCACerts_jll]]
uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
[[NaNMath]]
git-tree-sha1 = "bfe47e760d60b82b66b61d2d44128b62e3a369fb"
uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
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[[NamedDims]]
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