2677 lines
91 KiB
Julia
2677 lines
91 KiB
Julia
### A Pluto.jl notebook ###
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# v0.20.3
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using Markdown
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using InteractiveUtils
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# ╔═╡ 4e77ccf2-a66a-11ef-29bd-bdbd19c10711
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using ADTypes, Lux, LuxCUDA, JLD2, MLUtils, Optimisers, Zygote, Printf, Random, Statistics, PlutoUI, CairoMakie
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# ╔═╡ 15c384f6-65df-4a24-b92b-d66845781452
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TableOfContents()
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# ╔═╡ c25119d0-b6d9-4f3e-ac8d-8a30524e6e41
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md"""
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- [Training a Simple LSTM](https://lux.csail.mit.edu/stable/tutorials/beginner/3_SimpleRNN)
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"""
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# ╔═╡ c12e62a9-713b-4fa5-9bf0-de3dffcc977c
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md"""
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# Main
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"""
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# ╔═╡ 25189054-c156-41b3-899d-1b1babe7a602
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md"""
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## Dataset
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"""
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# ╔═╡ 89273d38-928f-4ad7-b492-111a364da0f3
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function get_dataloaders(; dataset_size=1000, sequence_length=50)
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# Create the spirals
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data = [MLUtils.Datasets.make_spiral(sequence_length) for _ in 1:dataset_size]
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# Get the labels
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labels = vcat(repeat([0.0f0], dataset_size ÷ 2), repeat([1.0f0], dataset_size ÷ 2))
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clockwise_spirals = [reshape(d[1][:, 1:sequence_length], :, sequence_length, 1)
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for d in data[1:(dataset_size÷2)]]
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anticlockwise_spirals = [reshape(
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d[1][:, (sequence_length+1):end], :, sequence_length, 1)
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for d in data[((dataset_size÷2)+1):end]]
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x_data = Float32.(cat(clockwise_spirals..., anticlockwise_spirals...; dims=3))
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# Split the dataset
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(x_train, y_train), (x_val, y_val) = splitobs((x_data, labels); at=0.8, shuffle=true)
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# Create DataLoaders
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return (
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# Use DataLoader to automatically minibatch and shuffle the data
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DataLoader(collect.((x_train, y_train)); batchsize=128, shuffle=true),
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# Don't shuffle the validation data
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DataLoader(collect.((x_val, y_val)); batchsize=128, shuffle=false))
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end
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# ╔═╡ d665db3a-ee49-482c-ae19-89be97664492
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get_dataloaders()
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# ╔═╡ da997aa3-b2ad-470b-bce2-c3f353d5064f
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get_dataloaders() |> first |> first |> first |> (a -> a[:, :, 1]) |> (a -> plot(a[1, :], a[2, :]))
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# ╔═╡ e4cc2672-5bbc-4f01-a2b7-f764d763f0d5
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md"""
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## Creating a Classifier
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"""
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# ╔═╡ 51157a68-884e-440b-8589-885138cb75eb
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begin
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struct SpiralClassifier{L,C} <: Lux.AbstractLuxContainerLayer{(:lstm_cell, :classifier)}
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lstm_cell::L
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classifier::C
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end
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function SpiralClassifier(in_dims, hidden_dims, out_dims)
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return SpiralClassifier(
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LSTMCell(in_dims => hidden_dims),
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Dense(hidden_dims => out_dims, sigmoid),
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)
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end
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function (s::SpiralClassifier)(x::AbstractArray{T,3}, ps::NamedTuple, st::NamedTuple) where {T}
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local y, carry
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# First we will have to run the sequence through the LSTM Cell
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# The first call to LSTM Cell will create the initial hidden state
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# See that the parameters and states are automatically populated into a field called `lstm_cell`
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# We use `eachslice` to get the elements in the sequence without copying,
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# and `Iterators.peel` to split out the first element for LSTM initialization.
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x_init, x_rest = Iterators.peel(LuxOps.eachslice(x, Val(2)))
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(y, carry), st_lstm = s.lstm_cell(x_init, ps.lstm_cell, st.lstm_cell)
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# Now that we have the hidden state and memory in `carry` we will pass the input and `carry` jointly
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for x in x_rest
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(y, carry), st_lstm = s.lstm_cell((x, carry), ps.lstm_cell, st_lstm)
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end
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# After running through the sequence we will pass the output through the classifier
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y, st_classifier = s.classifier(y, ps.classifier, st.classifier)
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# Finally remember to create the updated state
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st = merge(st, (classifier=st_classifier, lstm_cell=st_lstm))
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return vec(y), st
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end
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end
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# ╔═╡ 7f29c405-faf3-4ad6-871e-69bab5556ed1
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function SpiralClassifierCompact(in_dims, hidden_dims, out_dims)
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lstm_cell = LSTMCell(in_dims => hidden_dims)
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classifier = Dense(hidden_dims => out_dims, sigmoid)
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return @compact(; lstm_cell, classifier) do x::AbstractArray{T,3} where {T}
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x_init, x_rest = Iterators.peel(LuxOps.eachslice(x, Val(2)))
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y, carry = lstm_cell(x_init)
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for x in x_rest
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y, carry = lstm_cell((x, carry))
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end
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@return vec(classifier(y))
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end
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end
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# ╔═╡ 8ec202f5-d1b7-442e-a2a4-13c61b70290b
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md"""
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## Defining Accuracy, Loss and Optimiser
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"""
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# ╔═╡ 04864cb4-5c1a-4129-ba52-02b1494dedb6
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const lossfn = BinaryCrossEntropyLoss()
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# ╔═╡ 7d1aef48-98d2-4ae1-8a4a-219e6eb4b27b
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function compute_loss(model, ps, st, (x, y))
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ŷ, st_ = model(x, ps, st)
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loss = lossfn(ŷ, y)
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return loss, st_, (; y_pred=ŷ)
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end
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# ╔═╡ c6c78324-0910-4aeb-bda4-4f1e954453c8
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matches(y_pred, y_true) = sum((y_pred .> 0.5) .== y_true)
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# ╔═╡ ac29db96-7902-4e98-8468-9e20520bebf7
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accuracy(y_pred, y_true) = matches(y_pred, y_true) / length(y_pred)
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# ╔═╡ fb1b044c-67ef-4e26-85c0-bda9029a3e22
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md"""
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## Training the Model
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"""
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# ╔═╡ 6b2584a2-3aca-40d7-a123-7fcd556a0c6b
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function main(model_type)
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dev = gpu_device()
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# Get the dataloaders
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train_loader, val_loader = get_dataloaders() .|> dev
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# Create the model
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model = model_type(2, 8, 1)
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rng = Xoshiro(0)
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ps, st = Lux.setup(rng, model) |> dev
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train_state = Training.TrainState(model, ps, st, Adam(0.01f0))
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for epoch in 1:25
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# Train the model
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for (x, y) in train_loader
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(_, loss, _, train_state) = Training.single_train_step!(
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AutoZygote(), lossfn, (x, y), train_state
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)
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@printf "Epoch [%3d]: Loss %4.5f\n" epoch loss
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end
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# Validate the model
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st_ = Lux.testmode(train_state.states)
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for (x, y) in val_loader
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yhat, st_ = model(x, train_state.parameters, st_)
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loss = lossfn(yhat, y)
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acc = accuracy(yhat, y)
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@printf "Validation: Loss %4.5f Accuracy %4.5f\n" loss acc
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end
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end
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return (train_state.parameters, train_state.states) |> cpu_device()
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end
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# ╔═╡ e090f9e1-80a7-4a4f-a1e3-05d294a20901
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ps_trained, st_trained = main(SpiralClassifier)
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# ╔═╡ e79ae982-26f4-40e2-ba4f-7ec938f09745
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main(SpiralClassifierCompact)
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# ╔═╡ 1ce4eef3-65f1-4733-9d79-09658d83e4e6
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md"""
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## Displaying the structure of the network
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"""
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# ╔═╡ 7164a84f-bf93-42b3-8bd2-93beef4852a5
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SpiralClassifier(2, 3, 1)
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# ╔═╡ 2361f4ab-80d3-4e28-97e5-6534a9e6fc06
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SpiralClassifierCompact(2, 3, 1)
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# ╔═╡ ed14a94b-df23-42c6-92e8-f7e8f2548239
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md"""
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# Misc
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"""
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# ╔═╡ 4aa7ddba-9cb2-4952-9ec3-96368bdc4335
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a = [1 2
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; 3 4;;;
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5 6;
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7 8]
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# ╔═╡ e6e4c980-94a3-40d3-88eb-b991d0bfd512
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a[1, :, :]
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# ╔═╡ 20fa4ff0-d3fc-43b5-9078-4c7a05038fad
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a[:, 1, :]
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# ╔═╡ c167c572-08c0-4912-997d-cc7c22d80b46
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a[:, :, 1]
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# ╔═╡ 4d20c68a-553b-4515-a5f1-49d5af9254ef
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eachslice(
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a,
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dims=2
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) |> collect
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# ╔═╡ 00000000-0000-0000-0000-000000000001
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PLUTO_PROJECT_TOML_CONTENTS = """
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[deps]
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ADTypes = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
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CairoMakie = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0"
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JLD2 = "033835bb-8acc-5ee8-8aae-3f567f8a3819"
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Lux = "b2108857-7c20-44ae-9111-449ecde12c47"
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LuxCUDA = "d0bbae9a-e099-4d5b-a835-1c6931763bda"
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MLUtils = "f1d291b0-491e-4a28-83b9-f70985020b54"
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Optimisers = "3bd65402-5787-11e9-1adc-39752487f4e2"
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PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
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Printf = "de0858da-6303-5e67-8744-51eddeeeb8d7"
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Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
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Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
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Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
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[compat]
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ADTypes = "~1.10.0"
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CairoMakie = "~0.12.16"
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JLD2 = "~0.5.8"
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Lux = "~1.3.3"
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LuxCUDA = "~0.3.3"
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MLUtils = "~0.4.4"
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Optimisers = "~0.4.1"
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PlutoUI = "~0.7.60"
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Statistics = "~1.11.1"
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Zygote = "~0.6.73"
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"""
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# ╔═╡ 00000000-0000-0000-0000-000000000002
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PLUTO_MANIFEST_TOML_CONTENTS = """
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# This file is machine-generated - editing it directly is not advised
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julia_version = "1.11.2"
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manifest_format = "2.0"
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project_hash = "074b71b0f8bece82a9b50ed16efad950039d6822"
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[[deps.ADTypes]]
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git-tree-sha1 = "30bb95a372787af850addf28ac937f1be7b79173"
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uuid = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
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version = "1.10.0"
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weakdeps = ["ChainRulesCore", "ConstructionBase", "EnzymeCore"]
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[deps.ADTypes.extensions]
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ADTypesChainRulesCoreExt = "ChainRulesCore"
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ADTypesConstructionBaseExt = "ConstructionBase"
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ADTypesEnzymeCoreExt = "EnzymeCore"
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[[deps.AbstractFFTs]]
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deps = ["LinearAlgebra"]
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git-tree-sha1 = "d92ad398961a3ed262d8bf04a1a2b8340f915fef"
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uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
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version = "1.5.0"
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weakdeps = ["ChainRulesCore", "Test"]
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[deps.AbstractFFTs.extensions]
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AbstractFFTsChainRulesCoreExt = "ChainRulesCore"
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AbstractFFTsTestExt = "Test"
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[[deps.AbstractPlutoDingetjes]]
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deps = ["Pkg"]
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git-tree-sha1 = "6e1d2a35f2f90a4bc7c2ed98079b2ba09c35b83a"
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uuid = "6e696c72-6542-2067-7265-42206c756150"
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version = "1.3.2"
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[[deps.AbstractTrees]]
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git-tree-sha1 = "2d9c9a55f9c93e8887ad391fbae72f8ef55e1177"
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uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
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version = "0.4.5"
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[[deps.Accessors]]
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deps = ["CompositionsBase", "ConstructionBase", "InverseFunctions", "LinearAlgebra", "MacroTools", "Markdown"]
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git-tree-sha1 = "b392ede862e506d451fc1616e79aa6f4c673dab8"
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uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697"
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version = "0.1.38"
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[deps.Accessors.extensions]
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AccessorsAxisKeysExt = "AxisKeys"
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AccessorsDatesExt = "Dates"
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AccessorsIntervalSetsExt = "IntervalSets"
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AccessorsStaticArraysExt = "StaticArrays"
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AccessorsStructArraysExt = "StructArrays"
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AccessorsTestExt = "Test"
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AccessorsUnitfulExt = "Unitful"
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[deps.Accessors.weakdeps]
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AxisKeys = "94b1ba4f-4ee9-5380-92f1-94cde586c3c5"
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Dates = "ade2ca70-3891-5945-98fb-dc099432e06a"
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IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953"
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Requires = "ae029012-a4dd-5104-9daa-d747884805df"
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StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
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StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
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Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
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Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d"
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[[deps.Adapt]]
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deps = ["LinearAlgebra", "Requires"]
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git-tree-sha1 = "50c3c56a52972d78e8be9fd135bfb91c9574c140"
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uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
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version = "4.1.1"
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weakdeps = ["StaticArrays"]
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[deps.Adapt.extensions]
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AdaptStaticArraysExt = "StaticArrays"
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[[deps.AdaptivePredicates]]
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git-tree-sha1 = "7e651ea8d262d2d74ce75fdf47c4d63c07dba7a6"
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version = "1.2.0"
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[[deps.AliasTables]]
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deps = ["PtrArrays", "Random"]
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git-tree-sha1 = "9876e1e164b144ca45e9e3198d0b689cadfed9ff"
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uuid = "66dad0bd-aa9a-41b7-9441-69ab47430ed8"
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version = "1.1.3"
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[[deps.Animations]]
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deps = ["Colors"]
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git-tree-sha1 = "e092fa223bf66a3c41f9c022bd074d916dc303e7"
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uuid = "27a7e980-b3e6-11e9-2bcd-0b925532e340"
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version = "0.4.2"
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[[deps.ArgCheck]]
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git-tree-sha1 = "a3a402a35a2f7e0b87828ccabbd5ebfbebe356b4"
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uuid = "dce04be8-c92d-5529-be00-80e4d2c0e197"
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version = "2.3.0"
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[[deps.ArgTools]]
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uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
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version = "1.1.2"
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[[deps.ArrayInterface]]
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deps = ["Adapt", "LinearAlgebra"]
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git-tree-sha1 = "d5140b60b87473df18cf4fe66382b7c3596df047"
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uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
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version = "7.17.1"
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[deps.ArrayInterface.extensions]
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|
ArrayInterfaceBandedMatricesExt = "BandedMatrices"
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|
ArrayInterfaceBlockBandedMatricesExt = "BlockBandedMatrices"
|
|
ArrayInterfaceCUDAExt = "CUDA"
|
|
ArrayInterfaceCUDSSExt = "CUDSS"
|
|
ArrayInterfaceChainRulesCoreExt = "ChainRulesCore"
|
|
ArrayInterfaceChainRulesExt = "ChainRules"
|
|
ArrayInterfaceGPUArraysCoreExt = "GPUArraysCore"
|
|
ArrayInterfaceReverseDiffExt = "ReverseDiff"
|
|
ArrayInterfaceSparseArraysExt = "SparseArrays"
|
|
ArrayInterfaceStaticArraysCoreExt = "StaticArraysCore"
|
|
ArrayInterfaceTrackerExt = "Tracker"
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|
|
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[deps.ArrayInterface.weakdeps]
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|
BandedMatrices = "aae01518-5342-5314-be14-df237901396f"
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BlockBandedMatrices = "ffab5731-97b5-5995-9138-79e8c1846df0"
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CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
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CUDSS = "45b445bb-4962-46a0-9369-b4df9d0f772e"
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ChainRules = "082447d4-558c-5d27-93f4-14fc19e9eca2"
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ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
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GPUArraysCore = "46192b85-c4d5-4398-a991-12ede77f4527"
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ReverseDiff = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
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SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
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StaticArraysCore = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
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Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
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|
|
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[[deps.Artifacts]]
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uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
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version = "1.11.0"
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[[deps.Atomix]]
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|
deps = ["UnsafeAtomics"]
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BangBangChainRulesCoreExt = "ChainRulesCore"
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BangBangStaticArraysExt = "StaticArrays"
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BangBangStructArraysExt = "StructArrays"
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BangBangTablesExt = "Tables"
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BangBangTypedTablesExt = "TypedTables"
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[deps.DispatchDoctor.extensions]
|
|
DispatchDoctorChainRulesCoreExt = "ChainRulesCore"
|
|
DispatchDoctorEnzymeCoreExt = "EnzymeCore"
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|
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|
[[deps.Distributed]]
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|
deps = ["Random", "Serialization", "Sockets"]
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uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
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version = "1.11.0"
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[[deps.Distributions]]
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deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
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git-tree-sha1 = "3101c32aab536e7a27b1763c0797dba151b899ad"
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uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
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version = "0.25.113"
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[deps.Distributions.extensions]
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|
DistributionsChainRulesCoreExt = "ChainRulesCore"
|
|
DistributionsDensityInterfaceExt = "DensityInterface"
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|
DistributionsTestExt = "Test"
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|
|
|
[deps.Distributions.weakdeps]
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|
ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
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DensityInterface = "b429d917-457f-4dbc-8f4c-0cc954292b1d"
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Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
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[[deps.DocStringExtensions]]
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deps = ["LibGit2"]
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git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
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[[deps.Downloads]]
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deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
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[[deps.EarCut_jll]]
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deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
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git-tree-sha1 = "e3290f2d49e661fbd94046d7e3726ffcb2d41053"
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[[deps.EnumX]]
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[[deps.EnzymeCore]]
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weakdeps = ["Adapt"]
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[deps.EnzymeCore.extensions]
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AdaptExt = "Adapt"
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[[deps.ExactPredicates]]
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deps = ["IntervalArithmetic", "Random", "StaticArrays"]
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[[deps.Expat_jll]]
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deps = ["Artifacts", "JLLWrappers", "Libdl"]
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git-tree-sha1 = "cc5231d52eb1771251fbd37171dbc408bcc8a1b6"
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[[deps.ExprTools]]
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[[deps.Extents]]
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[[deps.FFMPEG_jll]]
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deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "PCRE2_jll", "Zlib_jll", "libaom_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"]
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git-tree-sha1 = "8cc47f299902e13f90405ddb5bf87e5d474c0d38"
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[[deps.FFTW]]
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deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
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[[deps.FFTW_jll]]
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[[deps.FLoops]]
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[[deps.FLoopsBase]]
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[[deps.FastClosures]]
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[[deps.FileIO]]
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[deps.FileIO.extensions]
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HTTPExt = "HTTP"
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[deps.FileIO.weakdeps]
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HTTP = "cd3eb016-35fb-5094-929b-558a96fad6f3"
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[[deps.FilePaths]]
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deps = ["FilePathsBase", "MacroTools", "Reexport", "Requires"]
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[[deps.FilePathsBase]]
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weakdeps = ["Mmap", "Test"]
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[deps.FilePathsBase.extensions]
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FilePathsBaseMmapExt = "Mmap"
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FilePathsBaseTestExt = "Test"
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[[deps.FileWatching]]
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[[deps.FillArrays]]
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weakdeps = ["PDMats", "SparseArrays", "Statistics"]
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[deps.FillArrays.extensions]
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|
FillArraysPDMatsExt = "PDMats"
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|
FillArraysSparseArraysExt = "SparseArrays"
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FillArraysStatisticsExt = "Statistics"
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[[deps.FixedPointNumbers]]
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deps = ["Statistics"]
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[[deps.Fontconfig_jll]]
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deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Zlib_jll"]
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git-tree-sha1 = "db16beca600632c95fc8aca29890d83788dd8b23"
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[[deps.Format]]
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[[deps.ForwardDiff]]
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deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"]
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git-tree-sha1 = "a2df1b776752e3f344e5116c06d75a10436ab853"
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weakdeps = ["StaticArrays"]
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[deps.ForwardDiff.extensions]
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|
ForwardDiffStaticArraysExt = "StaticArrays"
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[[deps.FreeType]]
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deps = ["CEnum", "FreeType2_jll"]
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git-tree-sha1 = "907369da0f8e80728ab49c1c7e09327bf0d6d999"
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[[deps.FreeType2_jll]]
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git-tree-sha1 = "5c1d8ae0efc6c2e7b1fc502cbe25def8f661b7bc"
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[[deps.FreeTypeAbstraction]]
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[[deps.FriBidi_jll]]
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[[deps.Functors]]
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[[deps.GPUCompiler]]
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[[deps.Gettext_jll]]
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[[deps.Graphite2_jll]]
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[deps.Hwloc.extensions]
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HwlocTrees = "AbstractTrees"
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[[deps.Hwloc_jll]]
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LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
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LogExpFunctionsInverseFunctionsExt = "InverseFunctions"
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|
|
deps = ["ArgCheck", "ConcreteStructs", "GPUArraysCore", "LinearAlgebra", "Random", "SpecialFunctions", "Statistics"]
|
|
git-tree-sha1 = "0b935265795ccccf12bc89e693b6380934451780"
|
|
uuid = "d49dbf32-c5c2-4618-8acc-27bb2598ef2d"
|
|
version = "1.0.4"
|
|
|
|
[deps.WeightInitializers.extensions]
|
|
WeightInitializersAMDGPUExt = ["AMDGPU", "GPUArrays"]
|
|
WeightInitializersCUDAExt = ["CUDA", "GPUArrays"]
|
|
WeightInitializersChainRulesCoreExt = "ChainRulesCore"
|
|
WeightInitializersGPUArraysExt = "GPUArrays"
|
|
WeightInitializersMetalExt = ["Metal", "GPUArrays"]
|
|
WeightInitializersoneAPIExt = ["oneAPI", "GPUArrays"]
|
|
|
|
[deps.WeightInitializers.weakdeps]
|
|
AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e"
|
|
CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
|
|
ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
|
|
GPUArrays = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
|
|
Metal = "dde4c033-4e86-420c-a63e-0dd931031962"
|
|
oneAPI = "8f75cd03-7ff8-4ecb-9b8f-daf728133b1b"
|
|
|
|
[[deps.WoodburyMatrices]]
|
|
deps = ["LinearAlgebra", "SparseArrays"]
|
|
git-tree-sha1 = "c1a7aa6219628fcd757dede0ca95e245c5cd9511"
|
|
uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6"
|
|
version = "1.0.0"
|
|
|
|
[[deps.XML2_jll]]
|
|
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"]
|
|
git-tree-sha1 = "a2fccc6559132927d4c5dc183e3e01048c6dcbd6"
|
|
uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
|
|
version = "2.13.5+0"
|
|
|
|
[[deps.XSLT_jll]]
|
|
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "XML2_jll", "Zlib_jll"]
|
|
git-tree-sha1 = "a54ee957f4c86b526460a720dbc882fa5edcbefc"
|
|
uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
|
|
version = "1.1.41+0"
|
|
|
|
[[deps.XZ_jll]]
|
|
deps = ["Artifacts", "JLLWrappers", "Libdl"]
|
|
git-tree-sha1 = "15e637a697345f6743674f1322beefbc5dcd5cfc"
|
|
uuid = "ffd25f8a-64ca-5728-b0f7-c24cf3aae800"
|
|
version = "5.6.3+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_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", "Xorg_libX11_jll"]
|
|
git-tree-sha1 = "d2d1a5c49fae4ba39983f63de6afcbea47194e85"
|
|
uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3"
|
|
version = "1.3.6+0"
|
|
|
|
[[deps.Xorg_libXrender_jll]]
|
|
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
|
|
git-tree-sha1 = "47e45cd78224c53109495b3e324df0c37bb61fbe"
|
|
uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
|
|
version = "0.9.11+0"
|
|
|
|
[[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 = "bcd466676fef0878338c61e655629fa7bbc69d8e"
|
|
uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
|
|
version = "1.17.0+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 = "555d1076590a6cc2fdee2ef1469451f872d8b41b"
|
|
uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
|
|
version = "1.5.6+1"
|
|
|
|
[[deps.Zygote]]
|
|
deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
|
|
git-tree-sha1 = "c7dc3148a64d1cd3768c29b3db5972d1c302661b"
|
|
uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
|
|
version = "0.6.73"
|
|
|
|
[deps.Zygote.extensions]
|
|
ZygoteColorsExt = "Colors"
|
|
ZygoteDistancesExt = "Distances"
|
|
ZygoteTrackerExt = "Tracker"
|
|
|
|
[deps.Zygote.weakdeps]
|
|
Colors = "5ae59095-9a9b-59fe-a467-6f913c188581"
|
|
Distances = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
|
|
Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
|
|
|
|
[[deps.ZygoteRules]]
|
|
deps = ["ChainRulesCore", "MacroTools"]
|
|
git-tree-sha1 = "27798139afc0a2afa7b1824c206d5e87ea587a00"
|
|
uuid = "700de1a5-db45-46bc-99cf-38207098b444"
|
|
version = "0.2.5"
|
|
|
|
[[deps.cuDNN]]
|
|
deps = ["CEnum", "CUDA", "CUDA_Runtime_Discovery", "CUDNN_jll"]
|
|
git-tree-sha1 = "4b3ac62501ca73263eaa0d034c772f13c647fba6"
|
|
uuid = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
|
|
version = "1.4.0"
|
|
|
|
[[deps.demumble_jll]]
|
|
deps = ["Artifacts", "JLLWrappers", "Libdl"]
|
|
git-tree-sha1 = "6498e3581023f8e530f34760d18f75a69e3a4ea8"
|
|
uuid = "1e29f10c-031c-5a83-9565-69cddfc27673"
|
|
version = "1.3.0+0"
|
|
|
|
[[deps.isoband_jll]]
|
|
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
|
|
git-tree-sha1 = "51b5eeb3f98367157a7a12a1fb0aa5328946c03c"
|
|
uuid = "9a68df92-36a6-505f-a73e-abb412b6bfb4"
|
|
version = "0.2.3+0"
|
|
|
|
[[deps.libaom_jll]]
|
|
deps = ["Artifacts", "JLLWrappers", "Libdl"]
|
|
git-tree-sha1 = "1827acba325fdcdf1d2647fc8d5301dd9ba43a9d"
|
|
uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b"
|
|
version = "3.9.0+0"
|
|
|
|
[[deps.libass_jll]]
|
|
deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
|
|
git-tree-sha1 = "e17c115d55c5fbb7e52ebedb427a0dca79d4484e"
|
|
uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
|
|
version = "0.15.2+0"
|
|
|
|
[[deps.libblastrampoline_jll]]
|
|
deps = ["Artifacts", "Libdl"]
|
|
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
|
|
version = "5.11.0+0"
|
|
|
|
[[deps.libfdk_aac_jll]]
|
|
deps = ["Artifacts", "JLLWrappers", "Libdl"]
|
|
git-tree-sha1 = "8a22cf860a7d27e4f3498a0fe0811a7957badb38"
|
|
uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
|
|
version = "2.0.3+0"
|
|
|
|
[[deps.libpng_jll]]
|
|
deps = ["Artifacts", "JLLWrappers", "Libdl", "Zlib_jll"]
|
|
git-tree-sha1 = "b70c870239dc3d7bc094eb2d6be9b73d27bef280"
|
|
uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f"
|
|
version = "1.6.44+0"
|
|
|
|
[[deps.libsixel_jll]]
|
|
deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Pkg", "libpng_jll"]
|
|
git-tree-sha1 = "7dfa0fd9c783d3d0cc43ea1af53d69ba45c447df"
|
|
uuid = "075b6546-f08a-558a-be8f-8157d0f608a5"
|
|
version = "1.10.3+1"
|
|
|
|
[[deps.libvorbis_jll]]
|
|
deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"]
|
|
git-tree-sha1 = "490376214c4721cdaca654041f635213c6165cb3"
|
|
uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
|
|
version = "1.3.7+2"
|
|
|
|
[[deps.libwebp_jll]]
|
|
deps = ["Artifacts", "Giflib_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libglvnd_jll", "Libtiff_jll", "libpng_jll"]
|
|
git-tree-sha1 = "ccbb625a89ec6195856a50aa2b668a5c08712c94"
|
|
uuid = "c5f90fcd-3b7e-5836-afba-fc50a0988cb2"
|
|
version = "1.4.0+0"
|
|
|
|
[[deps.nghttp2_jll]]
|
|
deps = ["Artifacts", "Libdl"]
|
|
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
|
|
version = "1.59.0+0"
|
|
|
|
[[deps.oneTBB_jll]]
|
|
deps = ["Artifacts", "JLLWrappers", "Libdl"]
|
|
git-tree-sha1 = "7d0ea0f4895ef2f5cb83645fa689e52cb55cf493"
|
|
uuid = "1317d2d5-d96f-522e-a858-c73665f53c3e"
|
|
version = "2021.12.0+0"
|
|
|
|
[[deps.p7zip_jll]]
|
|
deps = ["Artifacts", "Libdl"]
|
|
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
|
|
version = "17.4.0+2"
|
|
|
|
[[deps.x264_jll]]
|
|
deps = ["Artifacts", "JLLWrappers", "Libdl"]
|
|
git-tree-sha1 = "35976a1216d6c066ea32cba2150c4fa682b276fc"
|
|
uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a"
|
|
version = "10164.0.0+0"
|
|
|
|
[[deps.x265_jll]]
|
|
deps = ["Artifacts", "JLLWrappers", "Libdl"]
|
|
git-tree-sha1 = "dcc541bb19ed5b0ede95581fb2e41ecf179527d2"
|
|
uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
|
|
version = "3.6.0+0"
|
|
"""
|
|
|
|
# ╔═╡ Cell order:
|
|
# ╠═4e77ccf2-a66a-11ef-29bd-bdbd19c10711
|
|
# ╠═15c384f6-65df-4a24-b92b-d66845781452
|
|
# ╠═c25119d0-b6d9-4f3e-ac8d-8a30524e6e41
|
|
# ╟─c12e62a9-713b-4fa5-9bf0-de3dffcc977c
|
|
# ╟─25189054-c156-41b3-899d-1b1babe7a602
|
|
# ╠═89273d38-928f-4ad7-b492-111a364da0f3
|
|
# ╠═d665db3a-ee49-482c-ae19-89be97664492
|
|
# ╠═da997aa3-b2ad-470b-bce2-c3f353d5064f
|
|
# ╟─e4cc2672-5bbc-4f01-a2b7-f764d763f0d5
|
|
# ╠═51157a68-884e-440b-8589-885138cb75eb
|
|
# ╠═7f29c405-faf3-4ad6-871e-69bab5556ed1
|
|
# ╟─8ec202f5-d1b7-442e-a2a4-13c61b70290b
|
|
# ╠═04864cb4-5c1a-4129-ba52-02b1494dedb6
|
|
# ╠═7d1aef48-98d2-4ae1-8a4a-219e6eb4b27b
|
|
# ╠═c6c78324-0910-4aeb-bda4-4f1e954453c8
|
|
# ╠═ac29db96-7902-4e98-8468-9e20520bebf7
|
|
# ╟─fb1b044c-67ef-4e26-85c0-bda9029a3e22
|
|
# ╠═6b2584a2-3aca-40d7-a123-7fcd556a0c6b
|
|
# ╠═e090f9e1-80a7-4a4f-a1e3-05d294a20901
|
|
# ╠═e79ae982-26f4-40e2-ba4f-7ec938f09745
|
|
# ╟─1ce4eef3-65f1-4733-9d79-09658d83e4e6
|
|
# ╠═7164a84f-bf93-42b3-8bd2-93beef4852a5
|
|
# ╠═2361f4ab-80d3-4e28-97e5-6534a9e6fc06
|
|
# ╟─ed14a94b-df23-42c6-92e8-f7e8f2548239
|
|
# ╠═4aa7ddba-9cb2-4952-9ec3-96368bdc4335
|
|
# ╠═e6e4c980-94a3-40d3-88eb-b991d0bfd512
|
|
# ╠═20fa4ff0-d3fc-43b5-9078-4c7a05038fad
|
|
# ╠═c167c572-08c0-4912-997d-cc7c22d80b46
|
|
# ╠═4d20c68a-553b-4515-a5f1-49d5af9254ef
|
|
# ╟─00000000-0000-0000-0000-000000000001
|
|
# ╟─00000000-0000-0000-0000-000000000002
|