diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml index 8d9b42dc4..411533092 100644 --- a/.github/workflows/docs.yml +++ b/.github/workflows/docs.yml @@ -14,11 +14,14 @@ jobs: - uses: actions/checkout@v4 - uses: julia-actions/setup-julia@latest with: - version: '1.9.1' + version: '1.10.4' - name: Install dependencies - run: julia --project=docs/ -e 'using Pkg; Pkg.develop(PackageSpec(path=pwd())); Pkg.instantiate()' + run: julia --project=docs/ -e ' + using Pkg; + Pkg.develop([PackageSpec(path=pwd()), PackageSpec(path=joinpath(pwd(), "GNNGraphs"))]); + Pkg.instantiate();' - name: Build and deploy env: - GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} # If authenticating with GitHub Actions token - DOCUMENTER_KEY: ${{ secrets.DOCUMENTER_KEY }} # If authenticating with SSH deploy key - run: julia --project=docs/ docs/make.jl + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} # For authentication with GitHub Actions token + DOCUMENTER_KEY: ${{ secrets.DOCUMENTER_KEY }} + run: julia --project=docs/ docs/make.jl \ No newline at end of file diff --git a/.gitignore b/.gitignore index a2c3a9ddc..7181205b6 100644 --- a/.gitignore +++ b/.gitignore @@ -8,4 +8,5 @@ Manifest.toml /docs/build/ .vscode LocalPreferences.toml -.DS_Store \ No newline at end of file +.DS_Store +docs/src/democards/gridtheme.css \ No newline at end of file diff --git a/GNNGraphs/src/operators.jl b/GNNGraphs/src/operators.jl index 655602b41..4fdd6ac87 100644 --- a/GNNGraphs/src/operators.jl +++ b/GNNGraphs/src/operators.jl @@ -1,4 +1,9 @@ # 2 or more args graph operators +"""" + intersect(g1::GNNGraph, g2::GNNGraph) + +Intersect two graphs by keeping only the common edges. +""" function Base.intersect(g1::GNNGraph, g2::GNNGraph) @assert g1.num_nodes == g2.num_nodes @assert graph_type_symbol(g1) == graph_type_symbol(g2) diff --git a/GNNGraphs/src/query.jl b/GNNGraphs/src/query.jl index fc05980ab..18622af21 100644 --- a/GNNGraphs/src/query.jl +++ b/GNNGraphs/src/query.jl @@ -89,7 +89,17 @@ Graphs.ne(g::GNNGraph) = g.num_edges Graphs.has_vertex(g::GNNGraph, i::Int) = 1 <= i <= g.num_nodes Graphs.vertices(g::GNNGraph) = 1:(g.num_nodes) -function Graphs.neighbors(g::GNNGraph, i; dir = :out) + +""" + neighbors(g::GNNGraph, i::Integer; dir=:out) + +Return the neighbors of node `i` in the graph `g`. +If `dir=:out`, return the neighbors through outgoing edges. +If `dir=:in`, return the neighbors through incoming edges. + +See also [`outneighbors`](@ref Graphs.outneighbors), [`inneighbors`](@ref Graphs.inneighbors). +""" +function Graphs.neighbors(g::GNNGraph, i::Integer; dir::Symbol = :out) @assert dir ∈ (:in, :out) if dir == :out outneighbors(g, i) @@ -98,6 +108,13 @@ function Graphs.neighbors(g::GNNGraph, i; dir = :out) end end +""" + outneighbors(g::GNNGraph, i::Integer) + +Return the neighbors of node `i` in the graph `g` through outgoing edges. + +See also [`neighbors`](@ref Graphs.neighbors) and [`inneighbors`](@ref Graphs.inneighbors). +""" function Graphs.outneighbors(g::GNNGraph{<:COO_T}, i::Integer) s, t = edge_index(g) return t[s .== i] @@ -108,6 +125,13 @@ function Graphs.outneighbors(g::GNNGraph{<:ADJMAT_T}, i::Integer) return findall(!=(0), A[i, :]) end +""" + inneighbors(g::GNNGraph, i::Integer) + +Return the neighbors of node `i` in the graph `g` through incoming edges. + +See also [`neighbors`](@ref Graphs.neighbors) and [`outneighbors`](@ref Graphs.outneighbors). +""" function Graphs.inneighbors(g::GNNGraph{<:COO_T}, i::Integer) s, t = edge_index(g) return s[t .== i] diff --git a/GNNlib/Project.toml b/GNNlib/Project.toml index 62f0cb4e2..2056c8110 100644 --- a/GNNlib/Project.toml +++ b/GNNlib/Project.toml @@ -12,14 +12,11 @@ Graphs = "86223c79-3864-5bf0-83f7-82e725a168b6" KrylovKit = "0b1a1467-8014-51b9-945f-bf0ae24f4b77" LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" MLUtils = "f1d291b0-491e-4a28-83b9-f70985020b54" -MacroTools = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09" NNlib = "872c559c-99b0-510c-b3b7-b6c96a88d5cd" -NearestNeighbors = "b8a86587-4115-5ab1-83bc-aa920d37bbce" Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" Reexport = "189a3867-3050-52da-a836-e630ba90ab69" SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" -StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" [weakdeps] CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" @@ -38,14 +35,11 @@ KrylovKit = "0.6, 0.7" LinearAlgebra = "1" MLDatasets = "0.7" MLUtils = "0.4" -MacroTools = "0.5" NNlib = "0.9" -NearestNeighbors = "0.4" Random = "1" Reexport = "1" SparseArrays = "1" Statistics = "1" -StatsBase = "0.34" cuDNN = "1" julia = "1.10" diff --git a/GNNlib/src/GNNlib.jl b/GNNlib/src/GNNlib.jl index 8905d8504..f8d47d512 100644 --- a/GNNlib/src/GNNlib.jl +++ b/GNNlib/src/GNNlib.jl @@ -2,8 +2,6 @@ module GNNlib using Statistics: mean using LinearAlgebra, Random -using Base: tail -using MacroTools: @forward using MLUtils using NNlib using NNlib: scatter, gather diff --git a/Project.toml b/Project.toml index 1b122bffd..a8bdcf02f 100644 --- a/Project.toml +++ b/Project.toml @@ -4,24 +4,18 @@ authors = ["Carlo Lucibello and contributors"] version = "0.6.19" [deps] -Adapt = "79e6a3ab-5dfb-504d-930d-738a2a938a0e" ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" DataStructures = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c" Functors = "d9f16b24-f501-4c13-a1f2-28368ffc5196" GNNGraphs = "aed8fd31-079b-4b5a-b342-a13352159b8c" -Graphs = "86223c79-3864-5bf0-83f7-82e725a168b6" -KrylovKit = "0b1a1467-8014-51b9-945f-bf0ae24f4b77" LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" -MLUtils = "f1d291b0-491e-4a28-83b9-f70985020b54" MacroTools = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09" +MLUtils = "f1d291b0-491e-4a28-83b9-f70985020b54" NNlib = "872c559c-99b0-510c-b3b7-b6c96a88d5cd" -NearestNeighbors = "b8a86587-4115-5ab1-83bc-aa920d37bbce" Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" Reexport = "189a3867-3050-52da-a836-e630ba90ab69" -SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" -StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" [weakdeps] CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" @@ -30,26 +24,19 @@ CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" GraphNeuralNetworksCUDAExt = "CUDA" [compat] -Adapt = "3, 4" CUDA = "4, 5" ChainRulesCore = "1" DataStructures = "0.18" Flux = "0.14" Functors = "0.4.1" -Graphs = "1.4" GNNGraphs = "1.0" -KrylovKit = "0.6, 0.7, 0.8" LinearAlgebra = "1" -MLDatasets = "0.7" -MLUtils = "0.4" MacroTools = "0.5" +MLUtils = "0.4" NNlib = "0.9" -NearestNeighbors = "0.4" Random = "1" Reexport = "1" -SparseArrays = "1" Statistics = "1" -StatsBase = "0.34" cuDNN = "1" julia = "1.10" @@ -59,11 +46,13 @@ CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" ChainRulesTestUtils = "cdddcdb0-9152-4a09-a978-84456f9df70a" DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" FiniteDifferences = "26cc04aa-876d-5657-8c51-4c34ba976000" +Graphs = "86223c79-3864-5bf0-83f7-82e725a168b6" InlineStrings = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48" MLDatasets = "eb30cadb-4394-5ae3-aed4-317e484a6458" +SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f" cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" [targets] -test = ["Test", "Adapt", "DataFrames", "InlineStrings", "Zygote", "FiniteDifferences", "ChainRulesTestUtils", "MLDatasets", "CUDA", "cuDNN"] +test = ["Test", "Adapt", "DataFrames", "InlineStrings", "SparseArrays", "Graphs", "Zygote", "FiniteDifferences", "ChainRulesTestUtils", "MLDatasets", "CUDA", "cuDNN"] diff --git a/docs/Project.toml b/docs/Project.toml index f35adbd75..5bee032ef 100644 --- a/docs/Project.toml +++ b/docs/Project.toml @@ -1,12 +1,13 @@ [deps] DemoCards = "311a05b2-6137-4a5a-b473-18580a3d38b5" Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4" +DocumenterInterLinks = "d12716ef-a0f6-4df4-a9f1-a5a34e75c656" Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c" +GNNGraphs = "aed8fd31-079b-4b5a-b342-a13352159b8c" GraphNeuralNetworks = "cffab07f-9bc2-4db1-8861-388f63bf7694" Graphs = "86223c79-3864-5bf0-83f7-82e725a168b6" LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" MLDatasets = "eb30cadb-4394-5ae3-aed4-317e484a6458" -MarkdownLiteral = "736d6165-7244-6769-4267-6b50796e6954" NNlib = "872c559c-99b0-510c-b3b7-b6c96a88d5cd" Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" Pluto = "c3e4b0f8-55cb-11ea-2926-15256bba5781" @@ -17,4 +18,4 @@ Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" [compat] DemoCards = "0.5.0" -Documenter = "0.27" +Documenter = "1.5" diff --git a/docs/make.jl b/docs/make.jl index 818a7191e..e0a40ee13 100644 --- a/docs/make.jl +++ b/docs/make.jl @@ -1,12 +1,23 @@ -using Flux, NNlib, GraphNeuralNetworks, Graphs, SparseArrays +using GraphNeuralNetworks +using GNNGraphs +using Flux +using NNlib +using Graphs +using SparseArrays using Pluto, PlutoStaticHTML # for tutorials using Documenter, DemoCards +using DocumenterInterLinks -tutorials, tutorials_cb, tutorial_assets = makedemos("tutorials") +tutorials, tutorials_cb, tutorial_assets = makedemos("tutorials") assets = [] isnothing(tutorial_assets) || push!(assets, tutorial_assets) +interlinks = InterLinks( + "NNlib" => "https://fluxml.ai/NNlib.jl/stable/", + "Graphs" => "https://juliagraphs.org/Graphs.jl/stable/") + + DocMeta.setdocmeta!(GraphNeuralNetworks, :DocTestSetup, :(using GraphNeuralNetworks, Graphs, SparseArrays, NNlib, Flux); recursive = true) @@ -15,10 +26,11 @@ prettyurls = get(ENV, "CI", nothing) == "true" mathengine = MathJax3() makedocs(; - modules = [GraphNeuralNetworks, NNlib, Flux, Graphs, SparseArrays], + modules = [GraphNeuralNetworks, GNNGraphs], doctest = false, clean = true, - format = Documenter.HTML(; mathengine, prettyurls, assets = assets), + plugins = [interlinks], + format = Documenter.HTML(; mathengine, prettyurls, assets = assets, size_threshold=nothing), sitename = "GraphNeuralNetworks.jl", pages = ["Home" => "index.md", "Graphs" => ["gnngraph.md", "heterograph.md", "temporalgraph.md"], diff --git a/docs/pluto_output/gnn_intro_pluto.md b/docs/pluto_output/gnn_intro_pluto.md index 4680965bd..e188bf1d8 100644 --- a/docs/pluto_output/gnn_intro_pluto.md +++ b/docs/pluto_output/gnn_intro_pluto.md @@ -1,13 +1,13 @@ ```@raw html - - - - -

In this tutorial, we will learn how to extend the graph classification task to the case of temporal graphs, i.e., graphs whose topology and features are time-varying.

We will design and train a simple temporal graph neural network architecture to classify subjects' gender (female or male) using the temporal graphs extracted from their brain fMRI scan signals. Given the large amount of data, we will implement the training so that it can also run on the GPU.

- - -``` -## Import -```@raw html -
-

We start by importing the necessary libraries. We use GraphNeuralNetworks.jl, Flux.jl and MLDatasets.jl, among others.

- -
begin
-    using Flux
-    using GraphNeuralNetworks
-    using Statistics, Random
-    using LinearAlgebra
-    using MLDatasets: TemporalBrains
-    using CUDA
-    using cuDNN
-end
- - - -``` -## Dataset: TemporalBrains -```@raw html -
-

The TemporalBrains dataset contains a collection of functional brain connectivity networks from 1000 subjects obtained from resting-state functional MRI data from the Human Connectome Project (HCP). Functional connectivity is defined as the temporal dependence of neuronal activation patterns of anatomically separated brain regions.

The graph nodes represent brain regions and their number is fixed at 102 for each of the 27 snapshots, while the edges, representing functional connectivity, change over time. For each snapshot, the feature of a node represents the average activation of the node during that snapshot. Each temporal graph has a label representing gender ('M' for male and 'F' for female) and age group (22-25, 26-30, 31-35, and 36+). The network's edge weights are binarized, and the threshold is set to 0.6 by default.

- -
brain_dataset = TemporalBrains()
-
dataset TemporalBrains:
-  graphs  =>    1000-element Vector{MLDatasets.TemporalSnapshotsGraph}
- - -

After loading the dataset from the MLDatasets.jl package, we see that there are 1000 graphs and we need to convert them to the TemporalSnapshotsGNNGraph format. So we create a function called data_loader that implements the latter and splits the dataset into the training set that will be used to train the model and the test set that will be used to test the performance of the model.

- -
function data_loader(brain_dataset)
-    graphs = brain_dataset.graphs
-    dataset = Vector{TemporalSnapshotsGNNGraph}(undef, length(graphs))
-    for i in 1:length(graphs)
-        graph = graphs[i]
-        dataset[i] = TemporalSnapshotsGNNGraph(GraphNeuralNetworks.mlgraph2gnngraph.(graph.snapshots))
-        # Add graph and node features
-        for t in 1:27
-            s = dataset[i].snapshots[t]
-            s.ndata.x = [I(102); s.ndata.x']
-        end
-        dataset[i].tgdata.g = Float32.(Flux.onehot(graph.graph_data.g, ["F", "M"]))
-    end
-    # Split the dataset into a 80% training set and a 20% test set
-    train_loader = dataset[1:200]
-    test_loader = dataset[201:250]
-    return train_loader, test_loader
-end;
- - - -

The first part of the data_loader function calls the mlgraph2gnngraph function for each snapshot, which takes the graph and converts it to a GNNGraph. The vector of GNNGraphs is then rewritten to a TemporalSnapshotsGNNGraph.

The second part adds the graph and node features to the temporal graphs, in particular it adds the one-hot encoding of the label of the graph (in this case we directly use the identity matrix) and appends the mean activation of the node of the snapshot (which is contained in the vector dataset[i].snapshots[t].ndata.x, where i is the index indicating the subject and t is the snapshot). For the graph feature, it adds the one-hot encoding of gender.

The last part splits the dataset.

- - -``` -## Model -```@raw html -
-

We now implement a simple model that takes a TemporalSnapshotsGNNGraph as input. It consists of a GINConv applied independently to each snapshot, a GlobalPool to get an embedding for each snapshot, a pooling on the time dimension to get an embedding for the whole temporal graph, and finally a Dense layer.

First, we start by adapting the GlobalPool to the TemporalSnapshotsGNNGraphs.

- -
function (l::GlobalPool)(g::TemporalSnapshotsGNNGraph, x::AbstractVector)
-    h = [reduce_nodes(l.aggr, g[i], x[i]) for i in 1:(g.num_snapshots)]
-    sze = size(h[1])
-    reshape(reduce(hcat, h), sze[1], length(h))
-end
- - - -

Then we implement the constructor of the model, which we call GenderPredictionModel, and the foward pass.

- -
begin
-    struct GenderPredictionModel
-        gin::GINConv
-        mlp::Chain
-        globalpool::GlobalPool
-        f::Function
-        dense::Dense
-    end
-    
-    Flux.@functor GenderPredictionModel
-    
-    function GenderPredictionModel(; nfeatures = 103, nhidden = 128, activation = relu)
-        mlp = Chain(Dense(nfeatures, nhidden, activation), Dense(nhidden, nhidden, activation))
-        gin = GINConv(mlp, 0.5)
-        globalpool = GlobalPool(mean)
-        f = x -> mean(x, dims = 2)
-        dense = Dense(nhidden, 2)
-        GenderPredictionModel(gin, mlp, globalpool, f, dense)
-    end
-    
-    function (m::GenderPredictionModel)(g::TemporalSnapshotsGNNGraph)
-        h = m.gin(g, g.ndata.x)
-        h = m.globalpool(g, h)
-        h = m.f(h)
-        m.dense(h)
-    end
-    
-end
- - - -``` -## Training -```@raw html -
-

We train the model for 100 epochs, using the Adam optimizer with a learning rate of 0.001. We use the logitbinarycrossentropy as the loss function, which is typically used as the loss in two-class classification, where the labels are given in a one-hot format. The accuracy expresses the number of correct classifications.

- -
lossfunction(ŷ, y) = Flux.logitbinarycrossentropy(ŷ, y);
- - -
function eval_loss_accuracy(model, data_loader)
-    error = mean([lossfunction(model(g), g.tgdata.g) for g in data_loader])
-    acc = mean([round(100 * mean(Flux.onecold(model(g)) .==     Flux.onecold(g.tgdata.g)); digits = 2) for g in data_loader])
-    return (loss = error, acc = acc)
-end;
- - -
function train(dataset; usecuda::Bool, kws...)
-
-    if usecuda && CUDA.functional() #check if GPU is available 
-        my_device = gpu
-        @info "Training on GPU"
-    else
-        my_device = cpu
-        @info "Training on CPU"
-    end
-    
-    function report(epoch)
-        train_loss, train_acc = eval_loss_accuracy(model, train_loader)
-        test_loss, test_acc = eval_loss_accuracy(model, test_loader)
-        println("Epoch: $epoch  $((; train_loss, train_acc))  $((; test_loss, test_acc))")
-        return (train_loss, train_acc, test_loss, test_acc)
-    end
-
-    model = GenderPredictionModel() |> my_device
-
-    opt = Flux.setup(Adam(1.0f-3), model)
-
-    train_loader, test_loader = data_loader(dataset)
-    train_loader = train_loader |> my_device
-    test_loader = test_loader |> my_device
-
-    report(0)
-    for epoch in 1:100
-        for g in train_loader
-            grads = Flux.gradient(model) do model
-                ŷ = model(g)
-                lossfunction(vec(ŷ), g.tgdata.g)
-            end
-            Flux.update!(opt, model, grads[1])
-        end
-        if  epoch % 10 == 0
-            report(epoch)
-        end
-    end
-    return model
-end;
-
- - -
train(brain_dataset; usecuda = true)
-
GenderPredictionModel(GINConv(Chain(Dense(103 => 128, relu), Dense(128 => 128, relu)), 0.5), Chain(Dense(103 => 128, relu), Dense(128 => 128, relu)), GlobalPool{typeof(mean)}(Statistics.mean), var"#4#5"(), Dense(128 => 2))
- - -

We set up the training on the GPU because training takes a lot of time, especially when working on the CPU.

- - -``` -## Conclusions -```@raw html -
-

In this tutorial, we implemented a very simple architecture to classify temporal graphs in the context of gender classification using brain data. We then trained the model on the GPU for 100 epochs on the TemporalBrains dataset. The accuracy of the model is approximately 75-80%, but can be improved by fine-tuning the parameters and training on more data.

- - -``` - diff --git a/docs/pluto_output/traffic_prediction.md b/docs/pluto_output/traffic_prediction.md deleted file mode 100644 index a38104e89..000000000 --- a/docs/pluto_output/traffic_prediction.md +++ /dev/null @@ -1,224 +0,0 @@ -```@raw html - - - - - -

In this tutorial, we will learn how to use a recurrent Temporal Graph Convolutional Network (TGCN) to predict traffic in a spatio-temporal setting. Traffic forecasting is the problem of predicting future traffic trends on a road network given historical traffic data, such as, in our case, traffic speed and time of day.

- -
begin
-    using Pkg
-    Pkg.develop("GraphNeuralNetworks")
-    Pkg.add("MLDatasets")
-    Pkg.add("Plots")
-end
- - - -``` -## Import -```@raw html -
-

We start by importing the necessary libraries. We use GraphNeuralNetworks.jl, Flux.jl and MLDatasets.jl, among others.

- -
begin
-    using GraphNeuralNetworks
-    using Flux
-    using Flux.Losses: mae
-    using MLDatasets: METRLA
-    using Statistics
-    using Plots
-end
- - - -``` -## Dataset: METR-LA -```@raw html -
-

We use the METR-LA dataset from the paper Diffusion Convolutional Recurrent Neural Network: Data-driven Traffic Forecasting, which contains traffic data from loop detectors in the highway of Los Angeles County. The dataset contains traffic speed data from March 1, 2012 to June 30, 2012. The data is collected every 5 minutes, resulting in 12 observations per hour, from 207 sensors. Each sensor is a node in the graph, and the edges represent the distances between the sensors.

- -
dataset_metrla = METRLA(; num_timesteps = 3)
-
dataset METRLA:
-  graphs  =>    1-element Vector{MLDatasets.Graph}
- -
 g = dataset_metrla[1]
-
Graph:
-  num_nodes   =>    207
-  num_edges   =>    1722
-  edge_index  =>    ("1722-element Vector{Int64}", "1722-element Vector{Int64}")
-  node_data   =>    (features = "34269-element Vector{Any}", targets = "34269-element Vector{Any}")
-  edge_data   =>    1722-element Vector{Float32}
- - -

edge_data contains the weights of the edges of the graph and node_data contains a node feature vector and a target vector. The latter vectors contain batches of dimension num_timesteps, which means that they contain vectors with the node features and targets of num_timesteps time steps. Two consecutive batches are shifted by one-time step. The node features are the traffic speed of the sensors and the time of the day, and the targets are the traffic speed of the sensors in the next time step. Let's see some examples:

- -
size(g.node_data.features[1])
-
(2, 207, 3)
- - -

The first dimension correspond to the two features (first line the speed value and the second line the time of the day), the second to the nodes and the third to the number of timestep num_timesteps.

- -
size(g.node_data.targets[1])
-
(1, 207, 3)
- - -

In the case of the targets the first dimension is 1 because they store just the speed value.

- -
g.node_data.features[1][:,1,:]
-
2×3 Matrix{Float32}:
-  1.17081    1.11647   1.15888
- -0.876741  -0.87663  -0.87652
- -
g.node_data.features[2][:,1,:]
-
2×3 Matrix{Float32}:
-  1.11647   1.15888  -0.876741
- -0.87663  -0.87652  -0.87641
- -
g.node_data.targets[1][:,1,:]
-
1×3 Matrix{Float32}:
- 1.11647  1.15888  -0.876741
- -
function plot_data(data,sensor)
-    p = plot(legend=false, xlabel="Time (h)", ylabel="Normalized speed")
-    plotdata = []
-    for i in 1:3:length(data)
-        push!(plotdata,data[i][1,sensor,:])
-    end
-    plotdata = reduce(vcat,plotdata)
-    plot!(p, collect(1:length(data)), plotdata, color = :green, xticks =([i for i in 0:50:250], ["$(i)" for i in 0:4:24]))
-    return p
-end
-
plot_data (generic function with 1 method)
- -
plot_data(g.node_data.features[1:288],1)
- - - -

Now let's construct the static graph, the temporal features and targets from the dataset.

- -
begin
-    graph = GNNGraph(g.edge_index; edata = g.edge_data, g.num_nodes)
-    features = g.node_data.features
-    targets = g.node_data.targets
-end;
- - - -

Now let's construct the train_loader and data_loader.

- -
begin
-    train_loader = zip(features[1:200], targets[1:200])
-    test_loader = zip(features[2001:2288], targets[2001:2288])
-end;
- - - -``` -## Model: T-GCN -```@raw html -
-

We use the T-GCN model from the paper T-GCN: A Temporal Graph Convolutional Network for Traffic Prediction, which consists of a graph convolutional network (GCN) and a gated recurrent unit (GRU). The GCN is used to capture spatial features from the graph, and the GRU is used to capture temporal features from the feature time series.

- -
model = GNNChain(TGCN(2 => 100), Dense(100, 1))
-
GNNChain(Recur(TGCNCell(2 => 100)), Dense(100 => 1))
- - -

- - -``` -## Training -```@raw html -
-

We train the model for 100 epochs, using the Adam optimizer with a learning rate of 0.001. We use the mean absolute error (MAE) as the loss function.

- -
function train(graph, train_loader, model)
-
-    opt = Flux.setup(Adam(0.001), model)
-
-    for epoch in 1:100
-        for (x, y) in train_loader
-            x, y = (x, y)
-            grads = Flux.gradient(model) do model
-                ŷ = model(graph, x)
-                Flux.mae(ŷ, y) 
-            end
-            Flux.update!(opt, model, grads[1])
-        end
-        
-        if epoch % 10 == 0
-            loss = mean([Flux.mae(model(graph,x), y) for (x, y) in train_loader])
-            @show epoch, loss
-        end
-    end
-    return model
-end
-
train (generic function with 1 method)
- -
train(graph, train_loader, model)
-
GNNChain(Recur(TGCNCell(2 => 100)), Dense(100 => 1))
- -
function plot_predicted_data(graph,features,targets, sensor)
-    p = plot(xlabel="Time (h)", ylabel="Normalized speed")
-    prediction = []
-    grand_truth = []
-    for i in 1:3:length(features)
-        push!(grand_truth,targets[i][1,sensor,:])
-        push!(prediction, model(graph, features[i])[1,sensor,:]) 
-    end
-    prediction = reduce(vcat,prediction)
-    grand_truth = reduce(vcat, grand_truth)
-    plot!(p, collect(1:length(features)), grand_truth, color = :blue, label = "Grand Truth", xticks =([i for i in 0:50:250], ["$(i)" for i in 0:4:24]))
-    plot!(p, collect(1:length(features)), prediction, color = :red, label= "Prediction")
-    return p
-end
-
plot_predicted_data (generic function with 1 method)
- -
plot_predicted_data(graph,features[301:588],targets[301:588], 1)
- - -
accuracy(ŷ, y) = 1 - Statistics.norm(y-ŷ)/Statistics.norm(y)
-
accuracy (generic function with 1 method)
- -
mean([accuracy(model(graph,x), y) for (x, y) in test_loader])
-
0.42344558f0
- - -

The accuracy is not very good but can be improved by training using more data. We used a small subset of the dataset for this tutorial because of the computational cost of training the model. From the plot of the predictions, we can see that the model is able to capture the general trend of the traffic speed, but it is not able to capture the peaks of the traffic.

- - -``` -## Conclusion -```@raw html -
-

In this tutorial, we learned how to use a recurrent temporal graph convolutional network to predict traffic in a spatio-temporal setting. We used the TGCN model, which consists of a graph convolutional network (GCN) and a gated recurrent unit (GRU). We then trained the model for 100 epochs on a small subset of the METR-LA dataset. The accuracy of the model is not very good, but it can be improved by training on more data.

- - -``` - diff --git a/docs/src/api/gnngraph.md b/docs/src/api/gnngraph.md index be8c39026..de6fc1872 100644 --- a/docs/src/api/gnngraph.md +++ b/docs/src/api/gnngraph.md @@ -1,5 +1,5 @@ ```@meta -CurrentModule = GraphNeuralNetworks +CurrentModule = GNNGraphs ``` # GNNGraph @@ -21,12 +21,13 @@ Pages = ["gnngraph.md"] ```@docs GNNGraph +Base.copy ``` ## DataStore ```@autodocs -Modules = [GraphNeuralNetworks.GNNGraphs] +Modules = [GNNGraphs] Pages = ["datastore.jl"] Private = false ``` @@ -34,20 +35,19 @@ Private = false ## Query ```@autodocs -Modules = [GraphNeuralNetworks.GNNGraphs] +Modules = [GNNGraphs] Pages = ["query.jl"] Private = false ``` ```@docs -Graphs.outneighbors -Graphs.inneighbors +Graphs.neighbors(::GNNGraph, ::Integer) ``` ## Transform ```@autodocs -Modules = [GraphNeuralNetworks.GNNGraphs] +Modules = [GNNGraphs] Pages = ["transform.jl"] Private = false ``` @@ -62,7 +62,7 @@ GNNGraphs.color_refinement ## Generate ```@autodocs -Modules = [GraphNeuralNetworks.GNNGraphs] +Modules = [GNNGraphs] Pages = ["generate.jl"] Private = false Filter = t -> typeof(t) <: Function && t!=rand_temporal_radius_graph && t!=rand_temporal_hyperbolic_graph @@ -72,19 +72,19 @@ Filter = t -> typeof(t) <: Function && t!=rand_temporal_radius_graph && t!=rand_ ## Operators ```@autodocs -Modules = [GraphNeuralNetworks.GNNGraphs] +Modules = [GNNGraphs] Pages = ["operators.jl"] Private = false ``` ```@docs -Graphs.intersect +Base.intersect ``` ## Sampling ```@autodocs -Modules = [GraphNeuralNetworks.GNNGraphs] +Modules = [GNNGraphs] Pages = ["sampling.jl"] Private = false ``` diff --git a/docs/src/api/heterograph.md b/docs/src/api/heterograph.md index 5b98ac31f..db03c74a4 100644 --- a/docs/src/api/heterograph.md +++ b/docs/src/api/heterograph.md @@ -6,11 +6,15 @@ Documentation page for the type `GNNHeteroGraph` representing heterogeneous grap ```@autodocs -Modules = [GraphNeuralNetworks.GNNGraphs] +Modules = [GNNGraphs] Pages = ["gnnheterograph.jl"] Private = false ``` +```@docs +Graphs.has_edge(::GNNHeteroGraph, ::Tuple{Symbol, Symbol, Symbol}, ::Integer, ::Integer) +``` + ## Heterogeneous Graph Convolutions Heterogeneous graph convolutions are implemented in the type [`HeteroGraphConv`](@ref). diff --git a/docs/src/api/temporalconv.md b/docs/src/api/temporalconv.md new file mode 100644 index 000000000..12d51767d --- /dev/null +++ b/docs/src/api/temporalconv.md @@ -0,0 +1,15 @@ +```@meta +CurrentModule = GraphNeuralNetworks +``` + +# Temporal Graph-Convolutional Layers + +Convolutions for time-varying graphs (temporal graphs) such as the [`TemporalSnapshotsGNNGraph`](@ref). + +## Docs + +```@autodocs +Modules = [GraphNeuralNetworks] +Pages = ["layers/temporalconv.jl"] +Private = false +``` diff --git a/docs/src/api/temporalgraph.md b/docs/src/api/temporalgraph.md index 63bad0842..f446adf04 100644 --- a/docs/src/api/temporalgraph.md +++ b/docs/src/api/temporalgraph.md @@ -5,7 +5,7 @@ Documentation page for the graph type `TemporalSnapshotsGNNGraph` and related methods, representing time varying graphs with time varying features. ```@autodocs -Modules = [GraphNeuralNetworks.GNNGraphs] +Modules = [GNNGraphs] Pages = ["temporalsnapshotsgnngraph.jl"] Private = false ``` diff --git a/docs/src/api/utils.md b/docs/src/api/utils.md index a7b1ac684..69a723874 100644 --- a/docs/src/api/utils.md +++ b/docs/src/api/utils.md @@ -33,11 +33,9 @@ GraphNeuralNetworks.softmax_edge_neighbors ### NNlib -Primitive functions implemented in NNlib.jl. +Primitive functions implemented in NNlib.jl: -```@docs -NNlib.gather! -NNlib.gather -NNlib.scatter! -NNlib.scatter -``` \ No newline at end of file +- [`gather!`](https://fluxml.ai/NNlib.jl/stable/reference/#NNlib.gather!) +- [`gather`](https://fluxml.ai/NNlib.jl/stable/reference/#NNlib.gather) +- [`scatter!`](https://fluxml.ai/NNlib.jl/stable/reference/#NNlib.scatter!) +- [`scatter`](https://fluxml.ai/NNlib.jl/stable/reference/#NNlib.scatter) diff --git a/docs/src/dev.md b/docs/src/dev.md index 88ec12f5a..284146c67 100644 --- a/docs/src/dev.md +++ b/docs/src/dev.md @@ -10,6 +10,24 @@ pkg> activate . pkg> dev ./GNNGraphs ``` + + +For generating the documentation locally instead +``` +cd docs +julia +``` +```julia +(@v1.10) pkg> activate . + Activating project at `~/.julia/dev/GraphNeuralNetworks/docs` + +(docs) pkg> dev ../ ../GNNGraphs/ + Resolving package versions... + No Changes to `~/.julia/dev/GraphNeuralNetworks/docs/Project.toml` + No Changes to `~/.julia/dev/GraphNeuralNetworks/docs/Manifest.toml` + +julia> include("make.jl") +``` ## Benchmarking You can benchmark the effect on performance of your commits using the script `perf/perf.jl`. diff --git a/docs/tutorials/introductory_tutorials/gnn_intro_pluto.jl b/docs/tutorials/introductory_tutorials/gnn_intro_pluto.jl index 87cce8e4f..76e2e870e 100644 --- a/docs/tutorials/introductory_tutorials/gnn_intro_pluto.jl +++ b/docs/tutorials/introductory_tutorials/gnn_intro_pluto.jl @@ -1,5 +1,5 @@ ### A Pluto.jl notebook ### -# v0.19.26 +# v0.19.45 #> [frontmatter] #> author = "[Carlo Lucibello](https://github.com/CarloLucibello)" @@ -334,72 +334,82 @@ Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" [compat] -CairoMakie = "~0.10.0" -Flux = "~0.13.10" -GraphMakie = "~0.5.0" -GraphNeuralNetworks = "~0.6.6" -Graphs = "~1.8.0" -MLDatasets = "~0.7.8" -PlutoUI = "~0.7.49" +CairoMakie = "~0.12.5" +Flux = "~0.14.16" +GraphMakie = "~0.5.12" +GraphNeuralNetworks = "~0.6.19" +Graphs = "~1.11.2" +MLDatasets = "~0.7.16" +PlutoUI = "~0.7.59" """ # ╔═╡ 00000000-0000-0000-0000-000000000002 PLUTO_MANIFEST_TOML_CONTENTS = """ # This file is machine-generated - editing it directly is not advised -julia_version = "1.9.1" +julia_version = "1.10.4" manifest_format = "2.0" -project_hash = "720d4fac59d155679da4880798ab24be8b9165d7" +project_hash = "0bbe321bcd3061714ce11e8a8428022b3809de5f" [[deps.AbstractFFTs]] deps = ["LinearAlgebra"] -git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0" +git-tree-sha1 = "d92ad398961a3ed262d8bf04a1a2b8340f915fef" uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c" -version = "1.3.1" -weakdeps = ["ChainRulesCore"] +version = "1.5.0" +weakdeps = ["ChainRulesCore", "Test"] [deps.AbstractFFTs.extensions] AbstractFFTsChainRulesCoreExt = "ChainRulesCore" + AbstractFFTsTestExt = "Test" [[deps.AbstractPlutoDingetjes]] deps = ["Pkg"] -git-tree-sha1 = "8eaf9f1b4921132a4cff3f36a1d9ba923b14a481" +git-tree-sha1 = "6e1d2a35f2f90a4bc7c2ed98079b2ba09c35b83a" uuid = "6e696c72-6542-2067-7265-42206c756150" -version = "1.1.4" +version = "1.3.2" [[deps.AbstractTrees]] -git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c" +git-tree-sha1 = "2d9c9a55f9c93e8887ad391fbae72f8ef55e1177" uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c" -version = "0.4.4" +version = "0.4.5" [[deps.Accessors]] -deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Requires", "Test"] -git-tree-sha1 = "954634616d5846d8e216df1298be2298d55280b2" +deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Markdown", "Test"] +git-tree-sha1 = "f61b15be1d76846c0ce31d3fcfac5380ae53db6a" uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697" -version = "0.1.32" +version = "0.1.37" [deps.Accessors.extensions] AccessorsAxisKeysExt = "AxisKeys" AccessorsIntervalSetsExt = "IntervalSets" AccessorsStaticArraysExt = "StaticArrays" AccessorsStructArraysExt = "StructArrays" + AccessorsUnitfulExt = "Unitful" [deps.Accessors.weakdeps] AxisKeys = "94b1ba4f-4ee9-5380-92f1-94cde586c3c5" IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953" + Requires = "ae029012-a4dd-5104-9daa-d747884805df" StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a" + Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d" [[deps.Adapt]] deps = ["LinearAlgebra", "Requires"] -git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24" 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"Unicode", "WeakRefStrings", "WorkerUtilities"] -git-tree-sha1 = "44dbf560808d49041989b8a96cae4cffbeb7966a" +git-tree-sha1 = "6c834533dc1fabd820c1db03c839bf97e45a3fab" uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" -version = "0.10.11" - -[[deps.CUDA]] -deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "UnsafeAtomicsLLVM"] -git-tree-sha1 = "442d989978ed3ff4e174c928ee879dc09d1ef693" -uuid = "052768ef-5323-5732-b1bb-66c8b64840ba" -version = "4.3.2" - -[[deps.CUDA_Driver_jll]] -deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"] -git-tree-sha1 = "498f45593f6ddc0adff64a9310bb6710e851781b" -uuid = "4ee394cb-3365-5eb0-8335-949819d2adfc" -version = "0.5.0+1" - -[[deps.CUDA_Runtime_Discovery]] -deps = ["Libdl"] -git-tree-sha1 = "bcc4a23cbbd99c8535a5318455dcf0f2546ec536" -uuid = "1af6417a-86b4-443c-805f-a4643ffb695f" -version = "0.2.2" - -[[deps.CUDA_Runtime_jll]] -deps = ["Artifacts", "CUDA_Driver_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "5248d9c45712e51e27ba9b30eebec65658c6ce29" -uuid = "76a88914-d11a-5bdc-97e0-2f5a05c973a2" -version = "0.6.0+0" - -[[deps.CUDNN_jll]] -deps = ["Artifacts", "CUDA_Runtime_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "2918fbffb50e3b7a0b9127617587afa76d4276e8" -uuid = "62b44479-cb7b-5706-934f-f13b2eb2e645" -version = "8.8.1+0" +version = "0.10.14" [[deps.Cairo]] deps = ["Cairo_jll", "Colors", "Glib_jll", "Graphics", "Libdl", "Pango_jll"] @@ -549,16 +543,16 @@ uuid = "159f3aea-2a34-519c-b102-8c37f9878175" version = "1.0.5" [[deps.CairoMakie]] -deps = ["Base64", "Cairo", "Colors", "FFTW", "FileIO", "FreeType", "GeometryBasics", "LinearAlgebra", "Makie", "PrecompileTools", "SHA"] -git-tree-sha1 = "bfc7d54b3c514f8015055e6ad0d5997da64d99fc" +deps = ["CRC32c", "Cairo", "Cairo_jll", "Colors", "FileIO", "FreeType", "GeometryBasics", "LinearAlgebra", "Makie", "PrecompileTools"] +git-tree-sha1 = "e4da5095557f24713bae4c9f50e34ff4d3b959c0" uuid = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0" -version = "0.10.6" +version = "0.12.5" [[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" +deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"] +git-tree-sha1 = "a2f1c8c668c8e3cb4cca4e57a8efdb09067bb3fd" uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a" -version = "1.16.1+1" +version = "1.18.0+2" [[deps.Calculus]] deps = ["LinearAlgebra"] @@ -567,22 +561,26 @@ uuid = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9" version = "0.5.1" [[deps.ChainRules]] -deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"] -git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87" +deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "SparseInverseSubset", "Statistics", "StructArrays", "SuiteSparse"] +git-tree-sha1 = "227985d885b4dbce5e18a96f9326ea1e836e5a03" uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2" -version = "1.51.0" +version = "1.69.0" [[deps.ChainRulesCore]] -deps = ["Compat", "LinearAlgebra", "SparseArrays"] -git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644" +deps = ["Compat", "LinearAlgebra"] +git-tree-sha1 = "71acdbf594aab5bbb2cec89b208c41b4c411e49f" uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" -version = "1.16.0" +version = "1.24.0" +weakdeps = ["SparseArrays"] + + [deps.ChainRulesCore.extensions] + ChainRulesCoreSparseArraysExt = "SparseArrays" [[deps.Chemfiles]] -deps = ["Chemfiles_jll", "DocStringExtensions"] -git-tree-sha1 = "6951fe6a535a07041122a3a6860a63a7a83e081e" +deps = ["AtomsBase", "Chemfiles_jll", "DocStringExtensions", "PeriodicTable", "Unitful", "UnitfulAtomic"] +git-tree-sha1 = "82fe5e341c793cb51149d993307da9543824b206" uuid = "46823bd8-5fb3-5f92-9aa0-96921f3dd015" -version = "0.10.40" +version = "0.10.41" [[deps.Chemfiles_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] @@ -592,9 +590,9 @@ version = "0.10.4+0" [[deps.CodecZlib]] deps = ["TranscodingStreams", "Zlib_jll"] -git-tree-sha1 = "9c209fb7536406834aa938fb149964b985de6c83" +git-tree-sha1 = "b8fe8546d52ca154ac556809e10c75e6e7430ac8" uuid = "944b1d66-785c-5afd-91f1-9de20f533193" -version = "0.7.1" +version = "0.7.5" [[deps.ColorBrewer]] deps = ["Colors", "JSON", "Test"] @@ -604,27 +602,31 @@ version = "0.4.0" [[deps.ColorSchemes]] deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"] -git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba" +git-tree-sha1 = "b5278586822443594ff615963b0c09755771b3e0" uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4" -version = "3.21.0" +version = "3.26.0" [[deps.ColorTypes]] deps = ["FixedPointNumbers", "Random"] -git-tree-sha1 = "eb7f0f8307f71fac7c606984ea5fb2817275d6e4" +git-tree-sha1 = "b10d0b65641d57b8b4d5e234446582de5047050d" uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f" -version = "0.11.4" +version = "0.11.5" [[deps.ColorVectorSpace]] -deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "SpecialFunctions", "Statistics", "TensorCore"] -git-tree-sha1 = "600cc5508d66b78aae350f7accdb58763ac18589" +deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "Requires", "Statistics", "TensorCore"] +git-tree-sha1 = "a1f44953f2382ebb937d60dafbe2deea4bd23249" uuid = "c3611d14-8923-5661-9e6a-0046d554d3a4" -version = "0.9.10" +version = "0.10.0" +weakdeps = ["SpecialFunctions"] + + [deps.ColorVectorSpace.extensions] + SpecialFunctionsExt = "SpecialFunctions" [[deps.Colors]] deps = ["ColorTypes", "FixedPointNumbers", "Reexport"] -git-tree-sha1 = "fc08e5930ee9a4e03f84bfb5211cb54e7769758a" +git-tree-sha1 = "362a287c3aa50601b0bc359053d5c2468f0e7ce0" uuid = "5ae59095-9a9b-59fe-a467-6f913c188581" -version = "0.12.10" +version = "0.12.11" [[deps.CommonSubexpressions]] deps = ["MacroTools", "Test"] @@ -633,10 +635,10 @@ uuid = "bbf7d656-a473-5ed7-a52c-81e309532950" version = "0.3.0" [[deps.Compat]] -deps = ["UUIDs"] -git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957" +deps = ["TOML", "UUIDs"] +git-tree-sha1 = "b1c55339b7c6c350ee89f2c1604299660525b248" uuid = "34da2185-b29b-5c13-b0c7-acf172513d20" -version = "4.6.1" +version = "4.15.0" weakdeps = ["Dates", "LinearAlgebra"] [deps.Compat.extensions] @@ -645,7 +647,7 @@ weakdeps = ["Dates", "LinearAlgebra"] [[deps.CompilerSupportLibraries_jll]] deps = ["Artifacts", "Libdl"] uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae" -version = "1.0.2+0" +version = "1.1.1+0" [[deps.CompositionsBase]] git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad" @@ -658,15 +660,15 @@ weakdeps = ["InverseFunctions"] [[deps.ConcurrentUtilities]] deps = ["Serialization", "Sockets"] -git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9" +git-tree-sha1 = "ea32b83ca4fefa1768dc84e504cc0a94fb1ab8d1" uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb" -version = "2.2.0" +version = "2.4.2" [[deps.ConstructionBase]] deps = ["LinearAlgebra"] -git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c" +git-tree-sha1 = "d8a9c0b6ac2d9081bf76324b39c78ca3ce4f0c98" uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9" -version = "1.5.2" +version = "1.5.6" weakdeps = ["IntervalSets", "StaticArrays"] [deps.ConstructionBase.extensions] @@ -680,9 +682,9 @@ uuid = "6add18c4-b38d-439d-96f6-d6bc489c04c5" version = "0.1.3" [[deps.Contour]] -git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781" +git-tree-sha1 = "439e35b0b36e2e5881738abc8857bd92ad6ff9a8" uuid = "d38c429a-6771-53c6-b99e-75d170b6e991" -version = "0.6.2" +version = "0.6.3" [[deps.Crayons]] git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15" @@ -690,27 +692,27 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f" version = "4.1.1" [[deps.DataAPI]] -git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c" +git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe" uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a" -version = "1.15.0" +version = "1.16.0" [[deps.DataDeps]] -deps = ["HTTP", "Libdl", "Reexport", "SHA", "p7zip_jll"] -git-tree-sha1 = "bc0a264d3e7b3eeb0b6fc9f6481f970697f29805" +deps = ["HTTP", "Libdl", "Reexport", "SHA", "Scratch", "p7zip_jll"] +git-tree-sha1 = "8ae085b71c462c2cb1cfedcb10c3c877ec6cf03f" uuid = "124859b0-ceae-595e-8997-d05f6a7a8dfe" -version = "0.7.10" +version = "0.7.13" [[deps.DataFrames]] -deps = ["Compat", "DataAPI", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SnoopPrecompile", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] -git-tree-sha1 = "aa51303df86f8626a962fccb878430cdb0a97eee" +deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] +git-tree-sha1 = "04c738083f29f86e62c8afc341f0967d8717bdb8" uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" -version = "1.5.0" +version = "1.6.1" [[deps.DataStructures]] deps = ["Compat", "InteractiveUtils", "OrderedCollections"] -git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0" +git-tree-sha1 = "1d0a14036acb104d9e89698bd408f63ab58cdc82" uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" -version = "0.18.13" +version = "0.18.20" [[deps.DataValueInterfaces]] git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6" @@ -726,6 +728,12 @@ git-tree-sha1 = "0fba8b706d0178b4dc7fd44a96a92382c9065c2c" uuid = "244e2a9f-e319-4986-a169-4d1fe445cd52" version = "0.1.2" +[[deps.DelaunayTriangulation]] +deps = ["EnumX", "ExactPredicates", "Random"] +git-tree-sha1 = "078c716cbb032242df18b960e8b1fec6b1b0b9f9" +uuid = "927a84f5-c5f4-47a5-9785-b46e178433df" +version = "1.0.5" + [[deps.DelimitedFiles]] deps = ["Mmap"] git-tree-sha1 = "9e2f36d3c96a820c678f2f1f1782582fcf685bae" @@ -745,28 +753,35 @@ uuid = "b552c78f-8df3-52c6-915a-8e097449b14b" version = "1.15.1" [[deps.Distances]] -deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"] -git-tree-sha1 = "49eba9ad9f7ead780bfb7ee319f962c811c6d3b2" +deps = ["LinearAlgebra", "Statistics", "StatsAPI"] +git-tree-sha1 = "66c4c81f259586e8f002eacebc177e1fb06363b0" uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7" -version = "0.10.8" +version = "0.10.11" +weakdeps = ["ChainRulesCore", "SparseArrays"] + + [deps.Distances.extensions] + DistancesChainRulesCoreExt = "ChainRulesCore" + DistancesSparseArraysExt = "SparseArrays" [[deps.Distributed]] deps = ["Random", "Serialization", "Sockets"] uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b" [[deps.Distributions]] -deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"] -git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b" +deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"] +git-tree-sha1 = "9c405847cc7ecda2dc921ccf18b47ca150d7317e" uuid = "31c24e10-a181-5473-b8eb-7969acd0382f" -version = "0.25.95" +version = "0.25.109" [deps.Distributions.extensions] DistributionsChainRulesCoreExt = "ChainRulesCore" DistributionsDensityInterfaceExt = "DensityInterface" + DistributionsTestExt = "Test" [deps.Distributions.weakdeps] ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" DensityInterface = "b429d917-457f-4dbc-8f4c-0cc954292b1d" + Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" [[deps.DocStringExtensions]] deps = ["LibGit2"] @@ -791,39 +806,45 @@ git-tree-sha1 = "e3290f2d49e661fbd94046d7e3726ffcb2d41053" uuid = "5ae413db-bbd1-5e63-b57d-d24a61df00f5" version = "2.2.4+0" +[[deps.EnumX]] +git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237" +uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56" +version = "1.0.4" + +[[deps.ExactPredicates]] +deps = ["IntervalArithmetic", "Random", "StaticArrays"] +git-tree-sha1 = "b3f2ff58735b5f024c392fde763f29b057e4b025" +uuid = "429591f6-91af-11e9-00e2-59fbe8cec110" +version = "2.2.8" + +[[deps.ExceptionUnwrapping]] +deps = ["Test"] +git-tree-sha1 = "dcb08a0d93ec0b1cdc4af184b26b591e9695423a" +uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4" +version = "0.1.10" + [[deps.Expat_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "1c6317308b9dc757616f0b5cb379db10494443a7" uuid = "2e619515-83b5-522b-bb60-26c02a35a201" -version = "2.4.8+0" - -[[deps.ExprTools]] -git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00" -uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04" -version = "0.1.9" +version = "2.6.2+0" [[deps.Extents]] -git-tree-sha1 = "5e1e4c53fa39afe63a7d356e30452249365fba99" +git-tree-sha1 = "94997910aca72897524d2237c41eb852153b0f65" uuid = "411431e0-e8b7-467b-b5e0-f676ba4f2910" -version = "0.1.1" - -[[deps.FFMPEG]] -deps = ["FFMPEG_jll"] -git-tree-sha1 = "b57e3acbe22f8484b4b5ff66a7499717fe1a9cc8" -uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a" -version = "0.4.1" +version = "0.1.3" [[deps.FFMPEG_jll]] -deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "PCRE2_jll", "Pkg", "Zlib_jll", "libaom_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"] -git-tree-sha1 = "74faea50c1d007c85837327f6775bea60b5492dd" +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"] +git-tree-sha1 = "ab3f7e1819dba9434a3a5126510c8fda3a4e7000" uuid = "b22a6f82-2f65-5046-a5b2-351ab43fb4e5" -version = "4.4.2+2" +version = "6.1.1+0" [[deps.FFTW]] deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"] -git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c" +git-tree-sha1 = "4820348781ae578893311153d69049a93d05f39d" uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341" -version = "1.7.0" +version = "1.8.0" [[deps.FFTW_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -833,9 +854,9 @@ version = "3.3.10+0" [[deps.FLoops]] deps = ["BangBang", "Compat", "FLoopsBase", "InitialValues", "JuliaVariables", "MLStyle", "Serialization", "Setfield", "Transducers"] -git-tree-sha1 = "ffb97765602e3cbe59a0589d237bf07f245a8576" +git-tree-sha1 = "0a2e5873e9a5f54abb06418d57a8df689336a660" uuid = "cc61a311-1640-44b5-9fba-1b764f453329" -version = "0.2.1" +version = "0.2.2" [[deps.FLoopsBase]] deps = ["ContextVariablesX"] @@ -845,66 +866,77 @@ version = "0.1.1" [[deps.FileIO]] deps = ["Pkg", "Requires", "UUIDs"] -git-tree-sha1 = "299dc33549f68299137e51e6d49a13b5b1da9673" +git-tree-sha1 = "82d8afa92ecf4b52d78d869f038ebfb881267322" uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549" -version = "1.16.1" +version = "1.16.3" + +[[deps.FilePaths]] +deps = ["FilePathsBase", "MacroTools", "Reexport", "Requires"] +git-tree-sha1 = "919d9412dbf53a2e6fe74af62a73ceed0bce0629" +uuid = "8fc22ac5-c921-52a6-82fd-178b2807b824" +version = "0.8.3" [[deps.FilePathsBase]] deps = ["Compat", "Dates", "Mmap", "Printf", "Test", "UUIDs"] -git-tree-sha1 = "e27c4ebe80e8699540f2d6c805cc12203b614f12" +git-tree-sha1 = "9f00e42f8d99fdde64d40c8ea5d14269a2e2c1aa" uuid = "48062228-2e41-5def-b9a4-89aafe57970f" -version = "0.9.20" +version = "0.9.21" [[deps.FileWatching]] uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee" [[deps.FillArrays]] -deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"] -git-tree-sha1 = "589d3d3bff204bdd80ecc53293896b4f39175723" +deps = ["LinearAlgebra"] +git-tree-sha1 = "0653c0a2396a6da5bc4766c43041ef5fd3efbe57" uuid = "1a297f60-69ca-5386-bcde-b61e274b549b" -version = "1.1.1" +version = "1.11.0" +weakdeps = ["PDMats", "SparseArrays", "Statistics"] + + [deps.FillArrays.extensions] + FillArraysPDMatsExt = "PDMats" + FillArraysSparseArraysExt = "SparseArrays" + FillArraysStatisticsExt = "Statistics" [[deps.FixedPointNumbers]] deps = ["Statistics"] -git-tree-sha1 = "335bfdceacc84c5cdf16aadc768aa5ddfc5383cc" +git-tree-sha1 = "05882d6995ae5c12bb5f36dd2ed3f61c98cbb172" uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93" -version = "0.8.4" +version = "0.8.5" [[deps.Flux]] -deps = ["Adapt", "CUDA", "ChainRulesCore", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NNlibCUDA", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote", "cuDNN"] -git-tree-sha1 = "64005071944bae14fc145661f617eb68b339189c" +deps = ["Adapt", "ChainRulesCore", "Compat", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote"] +git-tree-sha1 = "edacf029ed6276301e455e34d7ceeba8cc34078a" uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c" -version = "0.13.16" +version = "0.14.16" [deps.Flux.extensions] - AMDGPUExt = "AMDGPU" + FluxAMDGPUExt = "AMDGPU" + FluxCUDAExt = "CUDA" + FluxCUDAcuDNNExt = ["CUDA", "cuDNN"] + FluxMetalExt = "Metal" [deps.Flux.weakdeps] AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e" - -[[deps.FoldsThreads]] -deps = ["Accessors", "FunctionWrappers", "InitialValues", "SplittablesBase", "Transducers"] -git-tree-sha1 = "eb8e1989b9028f7e0985b4268dabe94682249025" -uuid = "9c68100b-dfe1-47cf-94c8-95104e173443" -version = "0.1.1" + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" + Metal = "dde4c033-4e86-420c-a63e-0dd931031962" + cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" [[deps.Fontconfig_jll]] -deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Pkg", "Zlib_jll"] -git-tree-sha1 = "21efd19106a55620a188615da6d3d06cd7f6ee03" +deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Zlib_jll"] +git-tree-sha1 = "db16beca600632c95fc8aca29890d83788dd8b23" uuid = "a3f928ae-7b40-5064-980b-68af3947d34b" -version = "2.13.93+0" +version = "2.13.96+0" -[[deps.Formatting]] -deps = ["Printf"] -git-tree-sha1 = "8339d61043228fdd3eb658d86c926cb282ae72a8" -uuid = "59287772-0a20-5a39-b81b-1366585eb4c0" -version = "0.4.2" +[[deps.Format]] +git-tree-sha1 = "9c68794ef81b08086aeb32eeaf33531668d5f5fc" +uuid = "1fa38f19-a742-5d3f-a2b9-30dd87b9d5f8" +version = "1.3.7" [[deps.ForwardDiff]] deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"] -git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d" +git-tree-sha1 = "cf0fe81336da9fb90944683b8c41984b08793dad" uuid = "f6369f11-7733-5829-9624-2563aa707210" -version = "0.10.35" +version = "0.10.36" weakdeps = ["StaticArrays"] [deps.ForwardDiff.extensions] @@ -912,38 +944,33 @@ weakdeps = ["StaticArrays"] [[deps.FreeType]] deps = ["CEnum", "FreeType2_jll"] -git-tree-sha1 = "cabd77ab6a6fdff49bfd24af2ebe76e6e018a2b4" +git-tree-sha1 = "907369da0f8e80728ab49c1c7e09327bf0d6d999" uuid = "b38be410-82b0-50bf-ab77-7b57e271db43" -version = "4.0.0" +version = "4.1.1" [[deps.FreeType2_jll]] -deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"] -git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9" +deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"] +git-tree-sha1 = "5c1d8ae0efc6c2e7b1fc502cbe25def8f661b7bc" uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7" -version = "2.10.4+0" +version = "2.13.2+0" [[deps.FreeTypeAbstraction]] deps = ["ColorVectorSpace", "Colors", "FreeType", "GeometryBasics"] -git-tree-sha1 = "38a92e40157100e796690421e34a11c107205c86" +git-tree-sha1 = "2493cdfd0740015955a8e46de4ef28f49460d8bc" uuid = "663a7486-cb36-511b-a19d-713bb74d65c9" -version = "0.10.0" +version = "0.10.3" [[deps.FriBidi_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "aa31987c2ba8704e23c6c8ba8a4f769d5d7e4f91" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "1ed150b39aebcc805c26b93a8d0122c940f64ce2" uuid = "559328eb-81f9-559d-9380-de523a88c83c" -version = "1.0.10+0" - -[[deps.FunctionWrappers]] -git-tree-sha1 = "d62485945ce5ae9c0c48f124a84998d755bae00e" -uuid = "069b7b12-0de2-55c6-9aab-29f3d0a68a2e" -version = "1.1.3" +version = "1.0.14+0" [[deps.Functors]] deps = ["LinearAlgebra"] -git-tree-sha1 = "478f8c3145bb91d82c2cf20433e8c1b30df454cc" +git-tree-sha1 = "8a66c07630d6428eaab3506a0eabfcf4a9edea05" uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196" -version = "0.4.4" +version = "0.4.11" [[deps.Future]] deps = ["Random"] @@ -951,39 +978,33 @@ uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820" [[deps.GPUArrays]] deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"] -git-tree-sha1 = "a3351bc577a6b49297248aadc23a4add1097c2ac" +git-tree-sha1 = "a74c3f1cf56a3dfcdef0605f8cdb7015926aae30" uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7" -version = "8.7.1" +version = "10.3.0" [[deps.GPUArraysCore]] deps = ["Adapt"] -git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0" +git-tree-sha1 = "ec632f177c0d990e64d955ccc1b8c04c485a0950" uuid = "46192b85-c4d5-4398-a991-12ede77f4527" -version = "0.1.5" - -[[deps.GPUCompiler]] -deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "Scratch", "TimerOutputs", "UUIDs"] -git-tree-sha1 = "cb090aea21c6ca78d59672a7e7d13bd56d09de64" -uuid = "61eb1bfa-7361-4325-ad38-22787b887f55" -version = "0.20.3" +version = "0.1.6" [[deps.GZip]] -deps = ["Libdl"] -git-tree-sha1 = "039be665faf0b8ae36e089cd694233f5dee3f7d6" +deps = ["Libdl", "Zlib_jll"] +git-tree-sha1 = "0085ccd5ec327c077ec5b91a5f937b759810ba62" uuid = "92fee26a-97fe-5a0c-ad85-20a5f3185b63" -version = "0.5.1" +version = "0.6.2" [[deps.GeoInterface]] deps = ["Extents"] -git-tree-sha1 = "bb198ff907228523f3dee1070ceee63b9359b6ab" +git-tree-sha1 = "9fff8990361d5127b770e3454488360443019bb3" uuid = "cf35fbd7-0cd7-5166-be24-54bfbe79505f" -version = "1.3.1" +version = "1.3.5" [[deps.GeometryBasics]] -deps = ["EarCut_jll", "GeoInterface", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"] -git-tree-sha1 = "659140c9375afa2f685e37c1a0b9c9a60ef56b40" +deps = ["EarCut_jll", "Extents", "GeoInterface", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"] +git-tree-sha1 = "b62f2b2d76cee0d61a2ef2b3118cd2a3215d3134" uuid = "5c1252a2-5f33-56bf-86c9-59e7332b4326" -version = "0.4.7" +version = "0.4.11" [[deps.Gettext_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"] @@ -992,10 +1013,10 @@ uuid = "78b55507-aeef-58d4-861c-77aaff3498b1" version = "0.21.0+0" [[deps.Glib_jll]] -deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Pkg", "Zlib_jll"] -git-tree-sha1 = "d3b3624125c1474292d0d8ed0f65554ac37ddb23" +deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Zlib_jll"] +git-tree-sha1 = "7c82e6a6cd34e9d935e9aa4051b66c6ff3af59ba" uuid = "7746bdde-850d-59dc-9ae8-88ece973131d" -version = "2.74.0+2" +version = "2.80.2+0" [[deps.Glob]] git-tree-sha1 = "97285bbd5230dd766e9ef6749b80fc617126d496" @@ -1003,16 +1024,24 @@ uuid = "c27321d9-0574-5035-807b-f59d2c89b15c" version = "1.3.1" [[deps.GraphMakie]] -deps = ["GeometryBasics", "Graphs", "LinearAlgebra", "Makie", "NetworkLayout", "PolynomialRoots", "StaticArrays"] -git-tree-sha1 = "f07cb696d6f9caf070ebfede9f8a7b4c9e1451fc" +deps = ["DataStructures", "GeometryBasics", "Graphs", "LinearAlgebra", "Makie", "NetworkLayout", "PolynomialRoots", "SimpleTraits", "StaticArrays"] +git-tree-sha1 = "c8c3ece1211905888da48e16f438af85e951ea55" uuid = "1ecd5474-83a3-4783-bb4f-06765db800d2" -version = "0.5.4" +version = "0.5.12" [[deps.GraphNeuralNetworks]] -deps = ["Adapt", "CUDA", "ChainRulesCore", "DataStructures", "Flux", "Functors", "Graphs", "KrylovKit", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NNlibCUDA", "NearestNeighbors", "Random", "Reexport", "SparseArrays", "Statistics", "StatsBase"] -git-tree-sha1 = "9f6e956209a673862fccc1f467a91a8b8cbc4e88" +deps = ["Adapt", "ChainRulesCore", "DataStructures", "Flux", "Functors", "Graphs", "KrylovKit", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NearestNeighbors", "Random", "Reexport", "SparseArrays", "Statistics", "StatsBase"] +git-tree-sha1 = "6716650d17bf36a41921c679c4d046ac375d5907" uuid = "cffab07f-9bc2-4db1-8861-388f63bf7694" -version = "0.6.6" +version = "0.6.19" + + [deps.GraphNeuralNetworks.extensions] + GraphNeuralNetworksCUDAExt = "CUDA" + GraphNeuralNetworksSimpleWeightedGraphsExt = "SimpleWeightedGraphs" + + [deps.GraphNeuralNetworks.weakdeps] + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" + SimpleWeightedGraphs = "47aef6b3-ad0c-573a-a1e2-d07658019622" [[deps.Graphics]] deps = ["Colors", "LinearAlgebra", "NaNMath"] @@ -1028,15 +1057,15 @@ version = "1.3.14+0" [[deps.Graphs]] deps = ["ArnoldiMethod", "Compat", "DataStructures", "Distributed", "Inflate", "LinearAlgebra", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics"] -git-tree-sha1 = "1cf1d7dcb4bc32d7b4a5add4232db3750c27ecb4" +git-tree-sha1 = "ebd18c326fa6cee1efb7da9a3b45cf69da2ed4d9" uuid = "86223c79-3864-5bf0-83f7-82e725a168b6" -version = "1.8.0" +version = "1.11.2" [[deps.GridLayoutBase]] deps = ["GeometryBasics", "InteractiveUtils", "Observables"] -git-tree-sha1 = "678d136003ed5bceaab05cf64519e3f956ffa4ba" +git-tree-sha1 = "fc713f007cff99ff9e50accba6373624ddd33588" uuid = "3955a311-db13-416c-9275-1d80ed98e5e9" -version = "0.9.1" +version = "0.11.0" [[deps.Grisu]] git-tree-sha1 = "53bb909d1151e57e2484c3d1b53e19552b887fb2" @@ -1044,22 +1073,28 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe" version = "1.0.2" [[deps.HDF5]] -deps = ["Compat", "HDF5_jll", "Libdl", "Mmap", "Random", "Requires", "UUIDs"] -git-tree-sha1 = "c73fdc3d9da7700691848b78c61841274076932a" +deps = ["Compat", "HDF5_jll", "Libdl", "MPIPreferences", "Mmap", "Preferences", "Printf", "Random", "Requires", "UUIDs"] +git-tree-sha1 = "e856eef26cf5bf2b0f95f8f4fc37553c72c8641c" uuid = "f67ccb44-e63f-5c2f-98bd-6dc0ccc4ba2f" -version = "0.16.15" +version = "0.17.2" + + [deps.HDF5.extensions] + MPIExt = "MPI" + + [deps.HDF5.weakdeps] + MPI = "da04e1cc-30fd-572f-bb4f-1f8673147195" [[deps.HDF5_jll]] -deps = ["Artifacts", "JLLWrappers", "LibCURL_jll", "Libdl", "OpenSSL_jll", "Pkg", "Zlib_jll"] -git-tree-sha1 = "4cc2bb72df6ff40b055295fdef6d92955f9dede8" +deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "LibCURL_jll", "Libdl", "MPICH_jll", "MPIPreferences", "MPItrampoline_jll", "MicrosoftMPI_jll", "OpenMPI_jll", "OpenSSL_jll", "TOML", "Zlib_jll", "libaec_jll"] +git-tree-sha1 = "82a471768b513dc39e471540fdadc84ff80ff997" uuid = "0234f1f7-429e-5d53-9886-15a909be8d59" -version = "1.12.2+2" +version = "1.14.3+3" [[deps.HTTP]] -deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"] -git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272" +deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"] +git-tree-sha1 = "d1d712be3164d61d1fb98e7ce9bcbc6cc06b45ed" uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3" -version = "1.9.6" +version = "1.10.8" [[deps.HarfBuzz_jll]] deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"] @@ -1067,77 +1102,83 @@ git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3" uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566" version = "2.8.1+1" +[[deps.Hwloc_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "5e19e1e4fa3e71b774ce746274364aef0234634e" +uuid = "e33a78d0-f292-5ffc-b300-72abe9b543c8" +version = "2.11.1+0" + [[deps.HypergeometricFunctions]] deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"] -git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f" +git-tree-sha1 = "f218fe3736ddf977e0e772bc9a586b2383da2685" uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a" -version = "0.3.17" +version = "0.3.23" [[deps.Hyperscript]] deps = ["Test"] -git-tree-sha1 = "8d511d5b81240fc8e6802386302675bdf47737b9" +git-tree-sha1 = "179267cfa5e712760cd43dcae385d7ea90cc25a4" uuid = "47d2ed2b-36de-50cf-bf87-49c2cf4b8b91" -version = "0.0.4" +version = "0.0.5" [[deps.HypertextLiteral]] deps = ["Tricks"] -git-tree-sha1 = "c47c5fa4c5308f27ccaac35504858d8914e102f9" +git-tree-sha1 = "7134810b1afce04bbc1045ca1985fbe81ce17653" uuid = "ac1192a8-f4b3-4bfe-ba22-af5b92cd3ab2" -version = "0.9.4" +version = "0.9.5" [[deps.IOCapture]] deps = ["Logging", "Random"] -git-tree-sha1 = "d75853a0bdbfb1ac815478bacd89cd27b550ace6" +git-tree-sha1 = "b6d6bfdd7ce25b0f9b2f6b3dd56b2673a66c8770" uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89" -version = "0.2.3" +version = "0.2.5" [[deps.IRTools]] -deps = ["InteractiveUtils", "MacroTools", "Test"] -git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5" +deps = ["InteractiveUtils", "MacroTools"] +git-tree-sha1 = "950c3717af761bc3ff906c2e8e52bd83390b6ec2" uuid = "7869d1d1-7146-5819-86e3-90919afe41df" -version = "0.4.10" +version = "0.4.14" [[deps.ImageAxes]] deps = ["AxisArrays", "ImageBase", "ImageCore", "Reexport", "SimpleTraits"] -git-tree-sha1 = "c54b581a83008dc7f292e205f4c409ab5caa0f04" +git-tree-sha1 = "2e4520d67b0cef90865b3ef727594d2a58e0e1f8" uuid = "2803e5a7-5153-5ecf-9a86-9b4c37f5f5ac" -version = "0.6.10" +version = "0.6.11" [[deps.ImageBase]] deps = ["ImageCore", "Reexport"] -git-tree-sha1 = "b51bb8cae22c66d0f6357e3bcb6363145ef20835" +git-tree-sha1 = "eb49b82c172811fd2c86759fa0553a2221feb909" uuid = "c817782e-172a-44cc-b673-b171935fbb9e" -version = "0.1.5" +version = "0.1.7" [[deps.ImageCore]] -deps = ["AbstractFFTs", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Graphics", "MappedArrays", "MosaicViews", "OffsetArrays", "PaddedViews", "Reexport"] -git-tree-sha1 = "acf614720ef026d38400b3817614c45882d75500" +deps = ["ColorVectorSpace", "Colors", "FixedPointNumbers", "MappedArrays", "MosaicViews", "OffsetArrays", "PaddedViews", "PrecompileTools", "Reexport"] +git-tree-sha1 = "b2a7eaa169c13f5bcae8131a83bc30eff8f71be0" uuid = "a09fc81d-aa75-5fe9-8630-4744c3626534" -version = "0.9.4" +version = "0.10.2" [[deps.ImageIO]] deps = ["FileIO", "IndirectArrays", "JpegTurbo", "LazyModules", "Netpbm", "OpenEXR", "PNGFiles", "QOI", "Sixel", "TiffImages", "UUIDs"] -git-tree-sha1 = "342f789fd041a55166764c351da1710db97ce0e0" +git-tree-sha1 = "437abb322a41d527c197fa800455f79d414f0a3c" uuid = "82e4d734-157c-48bb-816b-45c225c6df19" -version = "0.6.6" +version = "0.6.8" [[deps.ImageMetadata]] deps = ["AxisArrays", "ImageAxes", "ImageBase", "ImageCore"] -git-tree-sha1 = "36cbaebed194b292590cba2593da27b34763804a" +git-tree-sha1 = "355e2b974f2e3212a75dfb60519de21361ad3cb7" uuid = "bc367c6b-8a6b-528e-b4bd-a4b897500b49" -version = "0.9.8" +version = "0.9.9" [[deps.ImageShow]] deps = ["Base64", "ColorSchemes", "FileIO", "ImageBase", "ImageCore", "OffsetArrays", "StackViews"] -git-tree-sha1 = "ce28c68c900eed3cdbfa418be66ed053e54d4f56" +git-tree-sha1 = "3b5344bcdbdc11ad58f3b1956709b5b9345355de" uuid = "4e3cecfd-b093-5904-9786-8bbb286a6a31" -version = "0.3.7" +version = "0.3.8" [[deps.Imath_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "3d09a9f60edf77f8a4d99f9e015e8fbf9989605d" +git-tree-sha1 = "0936ba688c6d201805a83da835b55c61a180db52" uuid = "905a6f67-0a94-5f89-b386-d35d92009cd1" -version = "3.1.7+0" +version = "3.1.11+0" [[deps.IndirectArrays]] git-tree-sha1 = "012e604e1c7458645cb8b436f8fba789a51b257f" @@ -1145,9 +1186,9 @@ uuid = "9b13fd28-a010-5f03-acff-a1bbcff69959" version = "1.0.0" [[deps.Inflate]] -git-tree-sha1 = "5cd07aab533df5170988219191dfad0519391428" +git-tree-sha1 = "d1b1b796e47d94588b3757fe84fbf65a5ec4a80d" uuid = "d25df0c9-e2be-5dd7-82c8-3ad0b3e990b9" -version = "0.1.3" +version = "0.1.5" [[deps.InitialValues]] git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3" @@ -1155,16 +1196,23 @@ uuid = "22cec73e-a1b8-11e9-2c92-598750a2cf9c" version = "0.3.1" [[deps.InlineStrings]] -deps = ["Parsers"] -git-tree-sha1 = "9cc2baf75c6d09f9da536ddf58eb2f29dedaf461" +git-tree-sha1 = "45521d31238e87ee9f9732561bfee12d4eebd52d" uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48" -version = "1.4.0" +version = "1.4.2" + + [deps.InlineStrings.extensions] + ArrowTypesExt = "ArrowTypes" + ParsersExt = "Parsers" + + [deps.InlineStrings.weakdeps] + ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd" + Parsers = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" [[deps.IntelOpenMP_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "14eb2b542e748570b56446f4c50fbfb2306ebc45" uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0" -version = "2023.1.0+0" +version = "2024.2.0+0" [[deps.InteractiveUtils]] deps = ["Markdown"] @@ -1178,21 +1226,54 @@ version = "0.7.0" [[deps.Interpolations]] deps = ["Adapt", "AxisAlgorithms", "ChainRulesCore", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "Requires", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"] -git-tree-sha1 = "721ec2cf720536ad005cb38f50dbba7b02419a15" +git-tree-sha1 = "88a101217d7cb38a7b481ccd50d21876e1d1b0e0" uuid = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59" -version = "0.14.7" +version = "0.15.1" +weakdeps = ["Unitful"] + + [deps.Interpolations.extensions] + InterpolationsUnitfulExt = "Unitful" + +[[deps.IntervalArithmetic]] +deps = ["CRlibm_jll", "MacroTools", "RoundingEmulator"] +git-tree-sha1 = "433b0bb201cd76cb087b017e49244f10394ebe9c" +uuid = "d1acc4aa-44c8-5952-acd4-ba5d80a2a253" +version = "0.22.14" + + [deps.IntervalArithmetic.extensions] + IntervalArithmeticDiffRulesExt = "DiffRules" + IntervalArithmeticForwardDiffExt = "ForwardDiff" + IntervalArithmeticRecipesBaseExt = "RecipesBase" + + [deps.IntervalArithmetic.weakdeps] + DiffRules = "b552c78f-8df3-52c6-915a-8e097449b14b" + ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210" + RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01" [[deps.IntervalSets]] -deps = ["Dates", "Random", "Statistics"] -git-tree-sha1 = "16c0cc91853084cb5f58a78bd209513900206ce6" +git-tree-sha1 = "dba9ddf07f77f60450fe5d2e2beb9854d9a49bd0" uuid = "8197267c-284f-5f27-9208-e0e47529a953" -version = "0.7.4" +version = "0.7.10" + + [deps.IntervalSets.extensions] + IntervalSetsRandomExt = "Random" + IntervalSetsRecipesBaseExt = "RecipesBase" + IntervalSetsStatisticsExt = "Statistics" + + [deps.IntervalSets.weakdeps] + Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" + RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01" + Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" [[deps.InverseFunctions]] deps = ["Test"] -git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67" +git-tree-sha1 = "18c59411ece4838b18cd7f537e56cf5e41ce5bfd" uuid = "3587e190-3f89-42d0-90ee-14403ec27112" -version = "0.1.9" +version = "0.1.15" +weakdeps = ["Dates"] + + [deps.InverseFunctions.extensions] + DatesExt = "Dates" [[deps.InvertedIndices]] git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038" @@ -1211,9 +1292,9 @@ uuid = "f1662d9f-8043-43de-a69a-05efc1cc6ff4" version = "0.1.1" [[deps.IterTools]] -git-tree-sha1 = "4ced6667f9974fc5c5943fa5e2ef1ca43ea9e450" +git-tree-sha1 = "42d5f897009e7ff2cf88db414a389e5ed1bdd023" uuid = "c8e1da08-722c-5040-9ed9-7db0dc04731e" -version = "1.8.0" +version = "1.10.0" [[deps.IteratorInterfaceExtensions]] git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856" @@ -1221,16 +1302,16 @@ uuid = "82899510-4779-5014-852e-03e436cf321d" version = "1.0.0" [[deps.JLD2]] -deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "Printf", "Reexport", "Requires", "TranscodingStreams", "UUIDs"] -git-tree-sha1 = "42c17b18ced77ff0be65957a591d34f4ed57c631" +deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "PrecompileTools", "Reexport", "Requires", "TranscodingStreams", "UUIDs", "Unicode"] +git-tree-sha1 = "5fe858cb863e211c6dedc8cce2dc0752d4ab6e2b" uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819" -version = "0.4.31" +version = "0.4.50" [[deps.JLLWrappers]] -deps = ["Preferences"] -git-tree-sha1 = "abc9885a7ca2052a736a600f7fa66209f96506e1" +deps = ["Artifacts", "Preferences"] +git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca" uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210" -version = "1.4.1" +version = "1.5.0" [[deps.JSON]] deps = ["Dates", "Mmap", "Parsers", "Unicode"] @@ -1240,21 +1321,27 @@ version = "0.21.4" [[deps.JSON3]] deps = ["Dates", "Mmap", "Parsers", "PrecompileTools", "StructTypes", "UUIDs"] -git-tree-sha1 = "5b62d93f2582b09e469b3099d839c2d2ebf5066d" +git-tree-sha1 = "eb3edce0ed4fa32f75a0a11217433c31d56bd48b" uuid = "0f8b85d8-7281-11e9-16c2-39a750bddbf1" -version = "1.13.1" +version = "1.14.0" + + [deps.JSON3.extensions] + JSON3ArrowExt = ["ArrowTypes"] + + [deps.JSON3.weakdeps] + ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd" [[deps.JpegTurbo]] deps = ["CEnum", "FileIO", "ImageCore", "JpegTurbo_jll", "TOML"] -git-tree-sha1 = "106b6aa272f294ba47e96bd3acbabdc0407b5c60" +git-tree-sha1 = "fa6d0bcff8583bac20f1ffa708c3913ca605c611" uuid = "b835a17e-a41a-41e7-81f0-2f016b05efe0" -version = "0.1.2" +version = "0.1.5" [[deps.JpegTurbo_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc" +git-tree-sha1 = "c84a835e1a09b289ffcd2271bf2a337bbdda6637" uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8" -version = "2.1.91+0" +version = "3.0.3+0" [[deps.JuliaVariables]] deps = ["MLStyle", "NameResolution"] @@ -1263,57 +1350,67 @@ uuid = "b14d175d-62b4-44ba-8fb7-3064adc8c3ec" version = "0.2.4" [[deps.KernelAbstractions]] -deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"] -git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4" +deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "Requires", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"] +git-tree-sha1 = "d0448cebd5919e06ca5edc7a264631790de810ec" uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c" -version = "0.9.4" +version = "0.9.22" + + [deps.KernelAbstractions.extensions] + EnzymeExt = "EnzymeCore" + + [deps.KernelAbstractions.weakdeps] + EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869" [[deps.KernelDensity]] deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"] -git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035" +git-tree-sha1 = "7d703202e65efa1369de1279c162b915e245eed1" uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b" -version = "0.6.7" +version = "0.6.9" [[deps.KrylovKit]] -deps = ["ChainRulesCore", "GPUArraysCore", "LinearAlgebra", "Printf"] -git-tree-sha1 = "1a5e1d9941c783b0119897d29f2eb665d876ecf3" +deps = ["ChainRulesCore", "GPUArraysCore", "LinearAlgebra", "Printf", "VectorInterface"] +git-tree-sha1 = "3f3a92bbe8f568b689a7f7bc193f7c717d793751" uuid = "0b1a1467-8014-51b9-945f-bf0ae24f4b77" -version = "0.6.0" +version = "0.7.1" [[deps.LAME_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "f6250b16881adf048549549fba48b1161acdac8c" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "170b660facf5df5de098d866564877e119141cbd" uuid = "c1c5ebd0-6772-5130-a774-d5fcae4a789d" -version = "3.100.1+0" +version = "3.100.2+0" [[deps.LLVM]] -deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"] -git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818" +deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Preferences", "Printf", "Requires", "Unicode"] +git-tree-sha1 = "020abd49586480c1be84f57da0017b5d3db73f7c" uuid = "929cbde3-209d-540e-8aea-75f648917ca0" -version = "5.2.0" +version = "8.0.0" +weakdeps = ["BFloat16s"] + + [deps.LLVM.extensions] + BFloat16sExt = "BFloat16s" [[deps.LLVMExtra_jll]] deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217" +git-tree-sha1 = "c2636c264861edc6d305e6b4d528f09566d24c5e" uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab" -version = "0.0.22+0" +version = "0.0.30+0" [[deps.LLVMOpenMP_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "d986ce2d884d49126836ea94ed5bfb0f12679713" uuid = "1d63c593-3942-5779-bab2-d838dc0a180e" -version = "15.0.4+0" +version = "15.0.7+0" [[deps.LZO_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "e5b909bcf985c5e2605737d2ce278ed791b89be6" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "70c5da094887fd2cae843b8db33920bac4b6f07d" uuid = "dd4b983a-f0e5-5f8d-a1b7-129d4a5fb1ac" -version = "2.10.1+0" +version = "2.10.2+0" [[deps.LaTeXStrings]] -git-tree-sha1 = "f2355693d6778a178ade15952b7ac47a4ff97996" +git-tree-sha1 = "50901ebc375ed41dbf8058da26f9de442febbbec" uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f" -version = "1.3.0" +version = "1.3.1" [[deps.LazyArtifacts]] deps = ["Artifacts", "Pkg"] @@ -1327,21 +1424,26 @@ version = "0.3.1" [[deps.LibCURL]] deps = ["LibCURL_jll", "MozillaCACerts_jll"] uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21" -version = "0.6.3" +version = "0.6.4" [[deps.LibCURL_jll]] deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"] uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0" -version = "7.84.0+0" +version = "8.4.0+0" [[deps.LibGit2]] -deps = ["Base64", "NetworkOptions", "Printf", "SHA"] +deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"] uuid = "76f85450-5226-5b5a-8eaa-529ad045b433" +[[deps.LibGit2_jll]] +deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"] +uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5" +version = "1.6.4+0" + [[deps.LibSSH2_jll]] deps = ["Artifacts", "Libdl", "MbedTLS_jll"] uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8" -version = "1.10.2+0" +version = "1.11.0+1" [[deps.Libdl]] uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb" @@ -1353,34 +1455,34 @@ uuid = "e9f186c6-92d2-5b65-8a66-fee21dc1b490" version = "3.2.2+1" [[deps.Libgcrypt_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll", "Pkg"] -git-tree-sha1 = "64613c82a59c120435c067c2b809fc61cf5166ae" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll"] +git-tree-sha1 = "9fd170c4bbfd8b935fdc5f8b7aa33532c991a673" uuid = "d4300ac3-e22c-5743-9152-c294e39db1e4" -version = "1.8.7+0" +version = "1.8.11+0" [[deps.Libgpg_error_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "c333716e46366857753e273ce6a69ee0945a6db9" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "fbb1f2bef882392312feb1ede3615ddc1e9b99ed" uuid = "7add5ba3-2f88-524e-9cd5-f83b8a55f7b8" -version = "1.42.0+0" +version = "1.49.0+0" [[deps.Libiconv_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "c7cb1f5d892775ba13767a87c7ada0b980ea0a71" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "f9557a255370125b405568f9767d6d195822a175" uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531" -version = "1.16.1+2" +version = "1.17.0+0" [[deps.Libmount_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "9c30530bf0effd46e15e0fdcf2b8636e78cbbd73" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "0c4f9c4f1a50d8f35048fa0532dabbadf702f81e" uuid = "4b2f31a3-9ecc-558c-b454-b3730dcb73e9" -version = "2.35.0+0" +version = "2.40.1+0" [[deps.Libuuid_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "7f3efec06033682db852f8b3bc3c1d2b0a0ab066" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "5ee6203157c120d79034c748a2acba45b82b8807" uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700" -version = "2.36.0+0" +version = "2.40.1+0" [[deps.LinearAlgebra]] deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"] @@ -1388,9 +1490,9 @@ uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" [[deps.LogExpFunctions]] deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"] -git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f" +git-tree-sha1 = "a2d09619db4e765091ee5c6ffe8872849de0feea" uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688" -version = "0.3.24" +version = "0.3.28" [deps.LogExpFunctions.extensions] LogExpFunctionsChainRulesCoreExt = "ChainRulesCore" @@ -1407,15 +1509,15 @@ uuid = "56ddb016-857b-54e1-b83d-db4d58db5568" [[deps.LoggingExtras]] deps = ["Dates", "Logging"] -git-tree-sha1 = "cedb76b37bc5a6c702ade66be44f831fa23c681e" +git-tree-sha1 = "c1dd6d7978c12545b4179fb6153b9250c96b0075" uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36" -version = "1.0.0" +version = "1.0.3" [[deps.MAT]] deps = ["BufferedStreams", "CodecZlib", "HDF5", "SparseArrays"] -git-tree-sha1 = "79fd0b5ee384caf8ebba6c8fb3f365ca3e2c5493" +git-tree-sha1 = "1d2dd9b186742b0f317f2530ddcbf00eebb18e96" uuid = "23992714-dd62-5051-b70f-ba57cb901cac" -version = "0.10.5" +version = "0.10.7" [[deps.MIMEs]] git-tree-sha1 = "65f28ad4b594aebe22157d6fac869786a255b7eb" @@ -1423,16 +1525,16 @@ uuid = "6c6e2e6c-3030-632d-7369-2d6c69616d65" version = "0.1.4" [[deps.MKL_jll]] -deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"] -git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9" +deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "oneTBB_jll"] +git-tree-sha1 = "f046ccd0c6db2832a9f639e2c669c6fe867e5f4f" uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7" -version = "2022.2.0+0" +version = "2024.2.0+0" [[deps.MLDatasets]] -deps = ["CSV", "Chemfiles", "DataDeps", "DataFrames", "DelimitedFiles", "FileIO", "FixedPointNumbers", "GZip", "Glob", "HDF5", "ImageShow", "JLD2", "JSON3", "LazyModules", "MAT", "MLUtils", "NPZ", "Pickle", "Printf", "Requires", "SparseArrays", "Tables"] -git-tree-sha1 = "498b37aa3ebb4407adea36df1b244fa4e397de5e" +deps = ["CSV", "Chemfiles", "DataDeps", "DataFrames", "DelimitedFiles", "FileIO", "FixedPointNumbers", "GZip", "Glob", "HDF5", "ImageShow", "JLD2", "JSON3", "LazyModules", "MAT", "MLUtils", "NPZ", "Pickle", "Printf", "Requires", "SparseArrays", "Statistics", "Tables"] +git-tree-sha1 = "55ed5f79697232389d894d05e93633a03e774818" uuid = "eb30cadb-4394-5ae3-aed4-317e484a6458" -version = "0.7.9" +version = "0.7.16" [[deps.MLStyle]] git-tree-sha1 = "bc38dff0548128765760c79eb7388a4b37fae2c8" @@ -1440,28 +1542,46 @@ uuid = "d8e11817-5142-5d16-987a-aa16d5891078" version = "0.4.17" [[deps.MLUtils]] -deps = ["ChainRulesCore", "Compat", "DataAPI", "DelimitedFiles", "FLoops", "FoldsThreads", "NNlib", "Random", "ShowCases", "SimpleTraits", "Statistics", "StatsBase", "Tables", "Transducers"] -git-tree-sha1 = "ca31739905ddb08c59758726e22b9e25d0d1521b" +deps = ["ChainRulesCore", "Compat", "DataAPI", "DelimitedFiles", "FLoops", "NNlib", "Random", "ShowCases", "SimpleTraits", "Statistics", "StatsBase", "Tables", "Transducers"] +git-tree-sha1 = "b45738c2e3d0d402dffa32b2c1654759a2ac35a4" uuid = "f1d291b0-491e-4a28-83b9-f70985020b54" -version = "0.4.2" +version = "0.4.4" + +[[deps.MPICH_jll]] +deps = ["Artifacts", "CompilerSupportLibraries_jll", "Hwloc_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"] +git-tree-sha1 = "19d4bd098928a3263693991500d05d74dbdc2004" +uuid = "7cb0a576-ebde-5e09-9194-50597f1243b4" +version = "4.2.2+0" + +[[deps.MPIPreferences]] +deps = ["Libdl", "Preferences"] +git-tree-sha1 = "c105fe467859e7f6e9a852cb15cb4301126fac07" +uuid = "3da0fdf6-3ccc-4f1b-acd9-58baa6c99267" +version = "0.1.11" + +[[deps.MPItrampoline_jll]] +deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"] +git-tree-sha1 = "8c35d5420193841b2f367e658540e8d9e0601ed0" +uuid = "f1f71cc9-e9ae-5b93-9b94-4fe0e1ad3748" +version = "5.4.0+0" [[deps.MacroTools]] deps = ["Markdown", "Random"] -git-tree-sha1 = "42324d08725e200c23d4dfb549e0d5d89dede2d2" +git-tree-sha1 = "2fa9ee3e63fd3a4f7a9a4f4744a52f4856de82df" uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09" -version = "0.5.10" +version = "0.5.13" [[deps.Makie]] -deps = ["Animations", "Base64", "ColorBrewer", "ColorSchemes", "ColorTypes", "Colors", "Contour", "Distributions", "DocStringExtensions", "Downloads", "FFMPEG", "FileIO", "FixedPointNumbers", "Formatting", "FreeType", "FreeTypeAbstraction", "GeometryBasics", "GridLayoutBase", "ImageIO", "InteractiveUtils", "IntervalSets", "Isoband", "KernelDensity", "LaTeXStrings", "LinearAlgebra", "MacroTools", "MakieCore", "Markdown", "Match", "MathTeXEngine", "MiniQhull", "Observables", "OffsetArrays", "Packing", "PlotUtils", "PolygonOps", "PrecompileTools", "Printf", "REPL", "Random", "RelocatableFolders", "Setfield", "Showoff", "SignedDistanceFields", "SparseArrays", "StableHashTraits", "Statistics", "StatsBase", "StatsFuns", "StructArrays", "TriplotBase", "UnicodeFun"] -git-tree-sha1 = "a6695a632992a2e19ae1a1d0c9bee0e137e2f3cb" +deps = ["Animations", "Base64", "CRC32c", "ColorBrewer", "ColorSchemes", "ColorTypes", "Colors", "Contour", "Dates", "DelaunayTriangulation", "Distributions", "DocStringExtensions", "Downloads", "FFMPEG_jll", "FileIO", "FilePaths", "FixedPointNumbers", "Format", "FreeType", "FreeTypeAbstraction", "GeometryBasics", "GridLayoutBase", "ImageIO", "InteractiveUtils", "IntervalSets", "Isoband", "KernelDensity", "LaTeXStrings", "LinearAlgebra", "MacroTools", "MakieCore", "Markdown", "MathTeXEngine", "Observables", "OffsetArrays", "Packing", "PlotUtils", "PolygonOps", "PrecompileTools", "Printf", "REPL", "Random", "RelocatableFolders", "Scratch", "ShaderAbstractions", "Showoff", "SignedDistanceFields", "SparseArrays", "Statistics", "StatsBase", "StatsFuns", "StructArrays", "TriplotBase", "UnicodeFun", "Unitful"] +git-tree-sha1 = "863b9e666b5a099c8835e85476a5834f9d77c4c1" uuid = "ee78f7c6-11fb-53f2-987a-cfe4a2b5a57a" -version = "0.19.6" +version = "0.21.5" [[deps.MakieCore]] -deps = ["Observables"] -git-tree-sha1 = "9926529455a331ed73c19ff06d16906737a876ed" +deps = ["ColorTypes", "GeometryBasics", "IntervalSets", "Observables"] +git-tree-sha1 = "c1c950560397ee68ad7302ee0e3efa1b07466a2f" uuid = "20f20a25-4f0e-4fdf-b5d1-57303727442b" -version = "0.6.3" +version = "0.8.4" [[deps.MappedArrays]] git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e" @@ -1472,45 +1592,40 @@ version = "0.4.2" deps = ["Base64"] uuid = "d6f4376e-aef5-505a-96c1-9c027394607a" -[[deps.Match]] -git-tree-sha1 = "1d9bc5c1a6e7ee24effb93f175c9342f9154d97f" -uuid = "7eb4fadd-790c-5f42-8a69-bfa0b872bfbf" -version = "1.2.0" - [[deps.MathTeXEngine]] -deps = ["AbstractTrees", "Automa", "DataStructures", "FreeTypeAbstraction", "GeometryBasics", "LaTeXStrings", "REPL", "RelocatableFolders", "Test", "UnicodeFun"] -git-tree-sha1 = "8f52dbaa1351ce4cb847d95568cb29e62a307d93" +deps = ["AbstractTrees", "Automa", "DataStructures", "FreeTypeAbstraction", "GeometryBasics", "LaTeXStrings", "REPL", "RelocatableFolders", "UnicodeFun"] +git-tree-sha1 = "e1641f32ae592e415e3dbae7f4a188b5316d4b62" uuid = "0a4f8689-d25c-4efe-a92b-7142dfc1aa53" -version = "0.5.6" +version = "0.6.1" [[deps.MbedTLS]] -deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "Random", "Sockets"] -git-tree-sha1 = "03a9b9718f5682ecb107ac9f7308991db4ce395b" +deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "NetworkOptions", "Random", "Sockets"] +git-tree-sha1 = "c067a280ddc25f196b5e7df3877c6b226d390aaf" uuid = "739be429-bea8-5141-9913-cc70e7f3736d" -version = "1.1.7" +version = "1.1.9" [[deps.MbedTLS_jll]] deps = ["Artifacts", "Libdl"] uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1" -version = "2.28.2+0" +version = "2.28.2+1" [[deps.MicroCollections]] -deps = ["BangBang", "InitialValues", "Setfield"] -git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e" +deps = ["Accessors", "BangBang", "InitialValues"] +git-tree-sha1 = "44d32db644e84c75dab479f1bc15ee76a1a3618f" uuid = "128add7d-3638-4c79-886c-908ea0c25c34" -version = "0.1.4" +version = "0.2.0" -[[deps.MiniQhull]] -deps = ["QhullMiniWrapper_jll"] -git-tree-sha1 = "9dc837d180ee49eeb7c8b77bb1c860452634b0d1" -uuid = "978d7f02-9e05-4691-894f-ae31a51d76ca" -version = "0.4.0" +[[deps.MicrosoftMPI_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "f12a29c4400ba812841c6ace3f4efbb6dbb3ba01" +uuid = "9237b28f-5490-5468-be7b-bb81f5f5e6cf" +version = "10.1.4+2" [[deps.Missings]] deps = ["DataAPI"] -git-tree-sha1 = "f66bdc5de519e8f8ae43bdc598782d35a25b1272" +git-tree-sha1 = "ec4f7fbeab05d7747bdf98eb74d130a2a2ed298d" uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28" -version = "1.1.0" +version = "1.2.0" [[deps.Mmap]] uuid = "a63ad114-7e13-5084-954f-fe012c677804" @@ -1523,25 +1638,27 @@ version = "0.3.4" [[deps.MozillaCACerts_jll]] uuid = "14a3606d-f60d-562e-9121-12d972cd8159" -version = "2022.10.11" +version = "2023.1.10" [[deps.NNlib]] deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"] -git-tree-sha1 = "99e6dbb50d8a96702dc60954569e9fe7291cc55d" +git-tree-sha1 = "190dcada8cf9520198058c4544862b1f88c6c577" uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd" -version = "0.8.20" +version = "0.9.21" [deps.NNlib.extensions] NNlibAMDGPUExt = "AMDGPU" + NNlibCUDACUDNNExt = ["CUDA", "cuDNN"] + NNlibCUDAExt = "CUDA" + NNlibEnzymeCoreExt = "EnzymeCore" + NNlibFFTWExt = "FFTW" [deps.NNlib.weakdeps] AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e" - -[[deps.NNlibCUDA]] -deps = ["Adapt", "CUDA", "LinearAlgebra", "NNlib", "Random", "Statistics", "cuDNN"] -git-tree-sha1 = "f94a9684394ff0d325cc12b06da7032d8be01aaf" -uuid = "a00861dc-f156-4864-bf3c-e6376f28a68d" -version = "0.2.7" + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" + EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869" + FFTW = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341" + cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" [[deps.NPZ]] deps = ["FileIO", "ZipFile"] @@ -1563,36 +1680,43 @@ version = "0.1.5" [[deps.NearestNeighbors]] deps = ["Distances", "StaticArrays"] -git-tree-sha1 = "2c3726ceb3388917602169bed973dbc97f1b51a8" +git-tree-sha1 = "91a67b4d73842da90b526011fa85c5c4c9343fe0" uuid = "b8a86587-4115-5ab1-83bc-aa920d37bbce" -version = "0.4.13" +version = "0.4.18" [[deps.Netpbm]] deps = ["FileIO", "ImageCore", "ImageMetadata"] -git-tree-sha1 = "5ae7ca23e13855b3aba94550f26146c01d259267" +git-tree-sha1 = "d92b107dbb887293622df7697a2223f9f8176fcd" uuid = "f09324ee-3d7c-5217-9330-fc30815ba969" -version = "1.1.0" +version = "1.1.1" [[deps.NetworkLayout]] -deps = ["GeometryBasics", "LinearAlgebra", "Random", "Requires", "SparseArrays", "StaticArrays"] -git-tree-sha1 = "2bfd8cd7fba3e46ce48139ae93904ee848153660" +deps = ["GeometryBasics", "LinearAlgebra", "Random", "Requires", "StaticArrays"] +git-tree-sha1 = "91bb2fedff8e43793650e7a677ccda6e6e6e166b" uuid = "46757867-2c16-5918-afeb-47bfcb05e46a" -version = "0.4.5" +version = "0.4.6" +weakdeps = ["Graphs"] + + [deps.NetworkLayout.extensions] + NetworkLayoutGraphsExt = "Graphs" [[deps.NetworkOptions]] uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908" version = "1.2.0" [[deps.Observables]] -git-tree-sha1 = "6862738f9796b3edc1c09d0890afce4eca9e7e93" +git-tree-sha1 = "7438a59546cf62428fc9d1bc94729146d37a7225" uuid = "510215fc-4207-5dde-b226-833fc4488ee2" -version = "0.5.4" +version = "0.5.5" [[deps.OffsetArrays]] -deps = ["Adapt"] -git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4" +git-tree-sha1 = "1a27764e945a152f7ca7efa04de513d473e9542e" uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881" -version = "1.12.9" +version = "1.14.1" +weakdeps = ["Adapt"] + + [deps.OffsetArrays.extensions] + OffsetArraysAdaptExt = "Adapt" [[deps.Ogg_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -1602,14 +1726,14 @@ version = "1.3.5+1" [[deps.OneHotArrays]] deps = ["Adapt", "ChainRulesCore", "Compat", "GPUArraysCore", "LinearAlgebra", "NNlib"] -git-tree-sha1 = "f511fca956ed9e70b80cd3417bb8c2dde4b68644" +git-tree-sha1 = "963a3f28a2e65bb87a68033ea4a616002406037d" uuid = "0b1bfda6-eb8a-41d2-88d8-f5af5cad476f" -version = "0.2.3" +version = "0.2.5" [[deps.OpenBLAS_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"] uuid = "4536629a-c528-5b80-bd46-f80d51c5b363" -version = "0.3.21+4" +version = "0.3.23+4" [[deps.OpenEXR]] deps = ["Colors", "FileIO", "OpenEXR_jll"] @@ -1619,26 +1743,32 @@ version = "0.3.2" [[deps.OpenEXR_jll]] deps = ["Artifacts", "Imath_jll", "JLLWrappers", "Libdl", "Zlib_jll"] -git-tree-sha1 = "a4ca623df1ae99d09bc9868b008262d0c0ac1e4f" +git-tree-sha1 = "8292dd5c8a38257111ada2174000a33745b06d4e" uuid = "18a262bb-aa17-5467-a713-aee519bc75cb" -version = "3.1.4+0" +version = "3.2.4+0" [[deps.OpenLibm_jll]] deps = ["Artifacts", "Libdl"] uuid = "05823500-19ac-5b8b-9628-191a04bc5112" -version = "0.8.1+0" +version = "0.8.1+2" + +[[deps.OpenMPI_jll]] +deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"] +git-tree-sha1 = "e25c1778a98e34219a00455d6e4384e017ea9762" +uuid = "fe0851c0-eecd-5654-98d4-656369965a5c" +version = "4.1.6+0" [[deps.OpenSSL]] deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"] -git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2" +git-tree-sha1 = "38cb508d080d21dc1128f7fb04f20387ed4c0af4" uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c" -version = "1.4.1" +version = "1.4.3" [[deps.OpenSSL_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5" +git-tree-sha1 = "a028ee3cb5641cccc4c24e90c36b0a4f7707bdf5" uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95" -version = "1.1.21+0" +version = "3.0.14+0" [[deps.OpenSpecFun_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"] @@ -1648,9 +1778,9 @@ version = "0.5.5+0" [[deps.Optimisers]] deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"] -git-tree-sha1 = "6a01f65dd8583dee82eecc2a19b0ff21521aa749" +git-tree-sha1 = "6572fe0c5b74431aaeb0b18a4aa5ef03c84678be" uuid = "3bd65402-5787-11e9-1adc-39752487f4e2" -version = "0.2.18" +version = "0.3.3" [[deps.Opus_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -1659,26 +1789,32 @@ uuid = "91d4177d-7536-5919-b921-800302f37372" version = "1.3.2+0" [[deps.OrderedCollections]] -git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282" +git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5" uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d" -version = "1.6.0" +version = "1.6.3" [[deps.PCRE2_jll]] deps = ["Artifacts", "Libdl"] uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15" -version = "10.42.0+0" +version = "10.42.0+1" [[deps.PDMats]] deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"] -git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1" +git-tree-sha1 = "949347156c25054de2db3b166c52ac4728cbad65" uuid = "90014a1f-27ba-587c-ab20-58faa44d9150" -version = "0.11.17" +version = "0.11.31" [[deps.PNGFiles]] deps = ["Base64", "CEnum", "ImageCore", "IndirectArrays", "OffsetArrays", "libpng_jll"] -git-tree-sha1 = "f809158b27eba0c18c269cf2a2be6ed751d3e81d" +git-tree-sha1 = "67186a2bc9a90f9f85ff3cc8277868961fb57cbd" uuid = "f57f5aa1-a3ce-4bc8-8ab9-96f992907883" -version = "0.3.17" +version = "0.4.3" + +[[deps.PackageExtensionCompat]] +git-tree-sha1 = "fb28e33b8a95c4cee25ce296c817d89cc2e53518" +uuid = "65ce6f38-6b18-4e1d-a461-8949797d7930" +version = "1.0.2" +weakdeps = ["Requires", "TOML"] [[deps.Packing]] deps = ["GeometryBasics"] @@ -1693,51 +1829,57 @@ uuid = "5432bcbf-9aad-5242-b902-cca2824c8663" version = "0.5.12" [[deps.Pango_jll]] -deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "FriBidi_jll", "Glib_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "84a314e3926ba9ec66ac097e3635e270986b0f10" +deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "FriBidi_jll", "Glib_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl"] +git-tree-sha1 = "cb5a2ab6763464ae0f19c86c56c63d4a2b0f5bda" uuid = "36c8627f-9965-5494-a995-c6b170f724f3" -version = "1.50.9+0" +version = "1.52.2+0" [[deps.Parsers]] deps = ["Dates", "PrecompileTools", "UUIDs"] -git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0" +git-tree-sha1 = "8489905bcdbcfac64d1daa51ca07c0d8f0283821" uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" -version = "2.7.0" +version = "2.8.1" + +[[deps.PeriodicTable]] +deps = ["Base64", "Unitful"] +git-tree-sha1 = "238aa6298007565529f911b734e18addd56985e1" +uuid = "7b2266bf-644c-5ea3-82d8-af4bbd25a884" +version = "1.2.1" [[deps.Pickle]] -deps = ["DataStructures", "InternedStrings", "Serialization", "SparseArrays", "Strided", "StringEncodings", "ZipFile"] -git-tree-sha1 = "e6a34eb1dc0c498f0774bbfbbbeff2de101f4235" +deps = ["BFloat16s", "DataStructures", "InternedStrings", "Mmap", "Serialization", "SparseArrays", "StridedViews", "StringEncodings", "ZipFile"] +git-tree-sha1 = "e99da19b86b7e1547b423fc1721b260cfbe83acb" uuid = "fbb45041-c46e-462f-888f-7c521cafbc2c" -version = "0.3.2" +version = "0.3.5" [[deps.Pixman_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"] -git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87" +git-tree-sha1 = "35621f10a7531bc8fa58f74610b1bfb70a3cfc6b" uuid = "30392449-352a-5448-841d-b1acce4e97dc" -version = "0.42.2+0" +version = "0.43.4+0" [[deps.Pkg]] deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"] uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" -version = "1.9.0" +version = "1.10.0" [[deps.PkgVersion]] deps = ["Pkg"] -git-tree-sha1 = "f6cf8e7944e50901594838951729a1861e668cb8" +git-tree-sha1 = "f9501cc0430a26bc3d156ae1b5b0c1b47af4d6da" uuid = "eebad327-c553-4316-9ea0-9fa01ccd7688" -version = "0.3.2" +version = "0.3.3" [[deps.PlotUtils]] deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"] -git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227" +git-tree-sha1 = "7b1a9df27f072ac4c9c7cbe5efb198489258d1f5" uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043" -version = "1.3.5" +version = "1.4.1" [[deps.PlutoUI]] deps = ["AbstractPlutoDingetjes", "Base64", "ColorTypes", "Dates", "FixedPointNumbers", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "MIMEs", "Markdown", "Random", "Reexport", "URIs", "UUIDs"] -git-tree-sha1 = "b478a748be27bd2f2c73a7690da219d0844db305" +git-tree-sha1 = "ab55ee1510ad2af0ff674dbcced5e94921f867a9" uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8" -version = "0.7.51" +version = "0.7.59" [[deps.PolygonOps]] git-tree-sha1 = "77b3d3605fc1cd0b42d95eba87dfcd2bf67d5ff6" @@ -1751,21 +1893,21 @@ version = "1.0.0" [[deps.PooledArrays]] deps = ["DataAPI", "Future"] -git-tree-sha1 = "a6062fe4063cdafe78f4a0a81cfffb89721b30e7" +git-tree-sha1 = "36d8b4b899628fb92c2749eb488d884a926614d3" uuid = "2dfb63ee-cc39-5dd5-95bd-886bf059d720" -version = "1.4.2" +version = "1.4.3" [[deps.PrecompileTools]] deps = ["Preferences"] -git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81" +git-tree-sha1 = "5aa36f7049a63a1528fe8f7c3f2113413ffd4e1f" uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a" -version = "1.1.2" +version = "1.2.1" [[deps.Preferences]] deps = ["TOML"] -git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1" +git-tree-sha1 = "9306f6085165d270f7e3db02af26a400d580f5c6" uuid = "21216c6a-2e73-6563-6e65-726566657250" -version = "1.4.0" +version = "1.4.3" [[deps.PrettyPrint]] git-tree-sha1 = "632eb4abab3449ab30c5e1afaa874f0b98b586e4" @@ -1773,10 +1915,10 @@ uuid = "8162dcfd-2161-5ef2-ae6c-7681170c5f98" version = "0.2.0" [[deps.PrettyTables]] -deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"] -git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c" +deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "Reexport", "StringManipulation", "Tables"] +git-tree-sha1 = "66b20dd35966a748321d3b2537c4584cf40387c7" uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d" -version = "2.2.4" +version = "2.3.2" [[deps.Printf]] deps = ["Unicode"] @@ -1790,9 +1932,14 @@ version = "0.1.4" [[deps.ProgressMeter]] deps = ["Distributed", "Printf"] -git-tree-sha1 = "d7a7aef8f8f2d537104f170139553b14dfe39fe9" +git-tree-sha1 = "8f6bc219586aef8baf0ff9a5fe16ee9c70cb65e4" uuid = "92933f4c-e287-5a05-a399-4b506db050ca" -version = "1.7.2" +version = "1.10.2" + +[[deps.PtrArrays]] +git-tree-sha1 = "f011fbb92c4d401059b2212c05c0601b70f8b759" +uuid = "43287f4e-b6f4-7ad1-bb20-aadabca52c3d" +version = "1.2.0" [[deps.QOI]] deps = ["ColorTypes", "FileIO", "FixedPointNumbers"] @@ -1800,44 +1947,20 @@ git-tree-sha1 = "18e8f4d1426e965c7b532ddd260599e1510d26ce" uuid = "4b34888f-f399-49d4-9bb3-47ed5cae4e65" version = "1.0.0" -[[deps.QhullMiniWrapper_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Qhull_jll"] -git-tree-sha1 = "607cf73c03f8a9f83b36db0b86a3a9c14179621f" -uuid = "460c41e3-6112-5d7f-b78c-b6823adb3f2d" -version = "1.0.0+1" - -[[deps.Qhull_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "be2449911f4d6cfddacdf7efc895eceda3eee5c1" -uuid = "784f63db-0788-585a-bace-daefebcd302b" -version = "8.0.1003+0" - [[deps.QuadGK]] deps = ["DataStructures", "LinearAlgebra"] -git-tree-sha1 = "6ec7ac8412e83d57e313393220879ede1740f9ee" +git-tree-sha1 = "9b23c31e76e333e6fb4c1595ae6afa74966a729e" uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc" -version = "2.8.2" +version = "2.9.4" [[deps.REPL]] deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"] uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" [[deps.Random]] -deps = ["SHA", "Serialization"] +deps = ["SHA"] uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" -[[deps.Random123]] -deps = ["Random", "RandomNumbers"] -git-tree-sha1 = "552f30e847641591ba3f39fd1bed559b9deb0ef3" -uuid = "74087812-796a-5b5d-8853-05524746bad3" -version = "1.6.1" - -[[deps.RandomNumbers]] -deps = ["Random", "Requires"] -git-tree-sha1 = "043da614cc7e95c703498a491e2c21f58a2b8111" -uuid = "e6cf234a-135c-5ec9-84dd-332b85af5143" -version = "1.5.3" - [[deps.RangeArrays]] git-tree-sha1 = "b9039e93773ddcfc828f12aadf7115b4b4d225f5" uuid = "b3c3ace0-ae52-54e7-9d0b-2c1406fd6b9d" @@ -1866,9 +1989,9 @@ version = "1.2.2" [[deps.RelocatableFolders]] deps = ["SHA", "Scratch"] -git-tree-sha1 = "90bc7a7c96410424509e4263e277e43250c05691" +git-tree-sha1 = "ffdaf70d81cf6ff22c2b6e733c900c3321cab864" uuid = "05181044-ff0b-4ac5-8273-598c1e38db00" -version = "1.0.0" +version = "1.0.1" [[deps.Requires]] deps = ["UUIDs"] @@ -1883,10 +2006,15 @@ uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa" version = "0.7.1" [[deps.Rmath_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "6ed52fdd3382cf21947b15e8870ac0ddbff736da" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "d483cd324ce5cf5d61b77930f0bbd6cb61927d21" uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f" -version = "0.4.0+0" +version = "0.4.2+0" + +[[deps.RoundingEmulator]] +git-tree-sha1 = "40b9edad2e5287e05bd413a38f61a8ff55b9557b" +uuid = "5eaf0fd0-dfba-4ccb-bf02-d820a40db705" +version = "0.2.1" [[deps.SHA]] uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce" @@ -1894,27 +2022,21 @@ version = "0.7.0" [[deps.SIMD]] deps = ["PrecompileTools"] -git-tree-sha1 = "0e270732477b9e551d884e6b07e23bb2ec947790" +git-tree-sha1 = "2803cab51702db743f3fda07dd1745aadfbf43bd" uuid = "fdea26ae-647d-5447-a871-4b548cad5224" -version = "3.4.5" - -[[deps.ScanByte]] -deps = ["Libdl", "SIMD"] -git-tree-sha1 = "2436b15f376005e8790e318329560dcc67188e84" -uuid = "7b38b023-a4d7-4c5e-8d43-3f3097f304eb" -version = "0.3.3" +version = "3.5.0" [[deps.Scratch]] deps = ["Dates"] -git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a" +git-tree-sha1 = "3bac05bc7e74a75fd9cba4295cde4045d9fe2386" uuid = "6c6a2e73-6563-6170-7368-637461726353" -version = "1.2.0" +version = "1.2.1" [[deps.SentinelArrays]] deps = ["Dates", "Random"] -git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39" +git-tree-sha1 = "ff11acffdb082493657550959d4feb4b6149e73a" uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c" -version = "1.4.0" +version = "1.4.5" [[deps.Serialization]] uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b" @@ -1925,6 +2047,12 @@ git-tree-sha1 = "e2cc6d8c88613c05e1defb55170bf5ff211fbeac" uuid = "efcf1570-3423-57d1-acb7-fd33fddbac46" version = "1.1.1" +[[deps.ShaderAbstractions]] +deps = ["ColorTypes", "FixedPointNumbers", "GeometryBasics", "LinearAlgebra", "Observables", "StaticArrays", "StructArrays", "Tables"] +git-tree-sha1 = "79123bc60c5507f035e6d1d9e563bb2971954ec8" +uuid = "65257c39-d410-5151-9873-9b3e5be5013e" +version = "0.4.1" + [[deps.SharedArrays]] deps = ["Distributed", "Mmap", "Random", "Serialization"] uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383" @@ -1959,34 +2087,35 @@ version = "0.9.4" [[deps.Sixel]] deps = ["Dates", "FileIO", "ImageCore", "IndirectArrays", "OffsetArrays", "REPL", "libsixel_jll"] -git-tree-sha1 = "8fb59825be681d451c246a795117f317ecbcaa28" +git-tree-sha1 = "2da10356e31327c7096832eb9cd86307a50b1eb6" uuid = "45858cf5-a6b0-47a3-bbea-62219f50df47" -version = "0.1.2" - -[[deps.SnoopPrecompile]] -deps = ["Preferences"] -git-tree-sha1 = "e760a70afdcd461cf01a575947738d359234665c" -uuid = "66db9d55-30c0-4569-8b51-7e840670fc0c" -version = "1.0.3" +version = "0.1.3" [[deps.Sockets]] uuid = "6462fe0b-24de-5631-8697-dd941f90decc" [[deps.SortingAlgorithms]] deps = ["DataStructures"] -git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00" +git-tree-sha1 = "66e0a8e672a0bdfca2c3f5937efb8538b9ddc085" uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c" -version = "1.1.0" +version = "1.2.1" [[deps.SparseArrays]] deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"] uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" +version = "1.10.0" + +[[deps.SparseInverseSubset]] +deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"] +git-tree-sha1 = "52962839426b75b3021296f7df242e40ecfc0852" +uuid = "dc90abb0-5640-4711-901d-7e5b23a2fada" +version = "0.1.2" [[deps.SpecialFunctions]] deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"] -git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880" +git-tree-sha1 = "2f5d4697f21388cbe1ff299430dd169ef97d7e14" uuid = "276daf66-3868-5448-9aa4-cd146d93841b" -version = "2.2.0" +version = "2.4.0" weakdeps = ["ChainRulesCore"] [deps.SpecialFunctions.extensions] @@ -1998,12 +2127,6 @@ git-tree-sha1 = "e08a62abc517eb79667d0a29dc08a3b589516bb5" uuid = "171d559e-b47b-412a-8079-5efa626c420e" version = "0.1.15" -[[deps.StableHashTraits]] -deps = ["CRC32c", "Compat", "Dates", "SHA", "Tables", "TupleTools", "UUIDs"] -git-tree-sha1 = "0b8b801b8f03a329a4e86b44c5e8a7d7f4fe10a3" -uuid = "c5dd0088-6c3f-4803-b00e-f31a60c170fa" -version = "0.3.1" - [[deps.StackViews]] deps = ["OffsetArrays"] git-tree-sha1 = "46e589465204cd0c08b4bd97385e4fa79a0c770c" @@ -2011,66 +2134,85 @@ uuid = "cae243ae-269e-4f55-b966-ac2d0dc13c15" version = "0.1.1" [[deps.StaticArrays]] -deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"] -git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83" +deps = ["LinearAlgebra", "PrecompileTools", "Random", "StaticArraysCore"] +git-tree-sha1 = "eeafab08ae20c62c44c8399ccb9354a04b80db50" uuid = "90137ffa-7385-5640-81b9-e52037218182" -version = "1.5.26" +version = "1.9.7" +weakdeps = ["ChainRulesCore", "Statistics"] + + [deps.StaticArrays.extensions] + StaticArraysChainRulesCoreExt = "ChainRulesCore" + StaticArraysStatisticsExt = "Statistics" [[deps.StaticArraysCore]] -git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a" +git-tree-sha1 = "192954ef1208c7019899fbf8049e717f92959682" uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c" -version = "1.4.0" +version = "1.4.3" [[deps.Statistics]] deps = ["LinearAlgebra", "SparseArrays"] uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" -version = "1.9.0" +version = "1.10.0" [[deps.StatsAPI]] deps = ["LinearAlgebra"] -git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7" +git-tree-sha1 = "1ff449ad350c9c4cbc756624d6f8a8c3ef56d3ed" uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0" -version = "1.6.0" +version = "1.7.0" [[deps.StatsBase]] deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"] -git-tree-sha1 = "75ebe04c5bed70b91614d684259b661c9e6274a4" +git-tree-sha1 = "5cf7606d6cef84b543b483848d4ae08ad9832b21" uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" -version = "0.34.0" +version = "0.34.3" [[deps.StatsFuns]] deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"] -git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a" +git-tree-sha1 = "cef0472124fab0695b58ca35a77c6fb942fdab8a" uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c" -version = "1.3.0" +version = "1.3.1" weakdeps = ["ChainRulesCore", "InverseFunctions"] [deps.StatsFuns.extensions] StatsFunsChainRulesCoreExt = "ChainRulesCore" StatsFunsInverseFunctionsExt = "InverseFunctions" -[[deps.Strided]] -deps = ["LinearAlgebra", "TupleTools"] -git-tree-sha1 = "a7a664c91104329c88222aa20264e1a05b6ad138" -uuid = "5e0ebb24-38b0-5f93-81fe-25c709ecae67" -version = "1.2.3" +[[deps.StridedViews]] +deps = ["LinearAlgebra", "PackageExtensionCompat"] +git-tree-sha1 = "5b765c4e401693ab08981989f74a36a010aa1d8e" +uuid = "4db3bf67-4bd7-4b4e-b153-31dc3fb37143" +version = "0.2.2" + + [deps.StridedViews.extensions] + StridedViewsCUDAExt = "CUDA" + + [deps.StridedViews.weakdeps] + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" [[deps.StringEncodings]] deps = ["Libiconv_jll"] -git-tree-sha1 = "33c0da881af3248dafefb939a21694b97cfece76" +git-tree-sha1 = "b765e46ba27ecf6b44faf70df40c57aa3a547dcb" uuid = "69024149-9ee7-55f6-a4c4-859efe599b68" -version = "0.3.6" +version = "0.3.7" [[deps.StringManipulation]] -git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123" +deps = ["PrecompileTools"] +git-tree-sha1 = "a04cabe79c5f01f4d723cc6704070ada0b9d46d5" uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e" -version = "0.3.0" +version = "0.3.4" [[deps.StructArrays]] -deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"] -git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389" +deps = ["ConstructionBase", "DataAPI", "Tables"] +git-tree-sha1 = "f4dc295e983502292c4c3f951dbb4e985e35b3be" uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a" -version = "0.6.15" +version = "0.6.18" +weakdeps = ["Adapt", "GPUArraysCore", "SparseArrays", "StaticArrays"] + + [deps.StructArrays.extensions] + StructArraysAdaptExt = "Adapt" + StructArraysGPUArraysCoreExt = "GPUArraysCore" + StructArraysSparseArraysExt = "SparseArrays" + StructArraysStaticArraysExt = "StaticArrays" [[deps.StructTypes]] deps = ["Dates", "UUIDs"] @@ -2083,9 +2225,9 @@ deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"] uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9" [[deps.SuiteSparse_jll]] -deps = ["Artifacts", "Libdl", "Pkg", "libblastrampoline_jll"] +deps = ["Artifacts", "Libdl", "libblastrampoline_jll"] uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c" -version = "5.10.1+6" +version = "7.2.1+1" [[deps.TOML]] deps = ["Dates"] @@ -2099,10 +2241,10 @@ uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c" version = "1.0.1" [[deps.Tables]] -deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"] -git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec" +deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "OrderedCollections", "TableTraits"] +git-tree-sha1 = "598cd7c1f68d1e205689b1c2fe65a9f85846f297" uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" -version = "1.10.1" +version = "1.12.0" [[deps.Tar]] deps = ["ArgTools", "SHA"] @@ -2120,48 +2262,54 @@ deps = ["InteractiveUtils", "Logging", "Random", "Serialization"] uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" [[deps.TiffImages]] -deps = ["ColorTypes", "DataStructures", "DocStringExtensions", "FileIO", "FixedPointNumbers", "IndirectArrays", "Inflate", "Mmap", "OffsetArrays", "PkgVersion", "ProgressMeter", "UUIDs"] -git-tree-sha1 = "8621f5c499a8aa4aa970b1ae381aae0ef1576966" +deps = ["ColorTypes", "DataStructures", "DocStringExtensions", "FileIO", "FixedPointNumbers", "IndirectArrays", "Inflate", "Mmap", "OffsetArrays", "PkgVersion", "ProgressMeter", "SIMD", "UUIDs"] +git-tree-sha1 = "bc7fd5c91041f44636b2c134041f7e5263ce58ae" uuid = "731e570b-9d59-4bfa-96dc-6df516fadf69" -version = "0.6.4" - -[[deps.TimerOutputs]] -deps = ["ExprTools", "Printf"] -git-tree-sha1 = "f548a9e9c490030e545f72074a41edfd0e5bcdd7" -uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f" -version = "0.5.23" +version = "0.10.0" [[deps.TranscodingStreams]] -deps = ["Random", "Test"] -git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769" +git-tree-sha1 = "96612ac5365777520c3c5396314c8cf7408f436a" uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" -version = "0.9.13" +version = "0.11.1" +weakdeps = ["Random", "Test"] + + [deps.TranscodingStreams.extensions] + TestExt = ["Test", "Random"] [[deps.Transducers]] -deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"] -git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37" +deps = ["Accessors", "Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "SplittablesBase", "Tables"] +git-tree-sha1 = "5215a069867476fc8e3469602006b9670e68da23" uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999" -version = "0.4.76" +version = "0.4.82" + + [deps.Transducers.extensions] + TransducersBlockArraysExt = "BlockArrays" + TransducersDataFramesExt = "DataFrames" + TransducersLazyArraysExt = "LazyArrays" + TransducersOnlineStatsBaseExt = "OnlineStatsBase" + TransducersReferenceablesExt = "Referenceables" + + [deps.Transducers.weakdeps] + BlockArrays = "8e7c35d0-a365-5155-bbbb-fb81a777f24e" + DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" + LazyArrays = "5078a376-72f3-5289-bfd5-ec5146d43c02" + OnlineStatsBase = "925886fa-5bf2-5e8e-b522-a9147a512338" + Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e" [[deps.Tricks]] -git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549" +git-tree-sha1 = "eae1bb484cd63b36999ee58be2de6c178105112f" uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775" -version = "0.1.7" +version = "0.1.8" [[deps.TriplotBase]] git-tree-sha1 = "4d4ed7f294cda19382ff7de4c137d24d16adc89b" uuid = "981d1d27-644d-49a2-9326-4793e63143c3" version = "0.1.0" -[[deps.TupleTools]] -git-tree-sha1 = "3c712976c47707ff893cf6ba4354aa14db1d8938" -uuid = "9d95972d-f1c8-5527-a6e0-b4b365fa01f6" -version = "1.3.0" - [[deps.URIs]] -git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a" +git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b" uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4" -version = "1.4.2" +version = "1.5.1" [[deps.UUIDs]] deps = ["Random", "SHA"] @@ -2176,6 +2324,23 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf" uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1" version = "0.4.1" +[[deps.Unitful]] +deps = ["Dates", "LinearAlgebra", "Random"] +git-tree-sha1 = "d95fe458f26209c66a187b1114df96fd70839efd" +uuid = "1986cc42-f94f-5a68-af5c-568840ba703d" +version = "1.21.0" +weakdeps = ["ConstructionBase", "InverseFunctions"] + + [deps.Unitful.extensions] + ConstructionBaseUnitfulExt = "ConstructionBase" + InverseFunctionsUnitfulExt = "InverseFunctions" + +[[deps.UnitfulAtomic]] +deps = ["Unitful"] +git-tree-sha1 = "903be579194534af1c4b4778d1ace676ca042238" +uuid = "a7773ee8-282e-5fa2-be4e-bd808c38a91a" +version = "1.0.0" + [[deps.UnsafeAtomics]] git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278" uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f" @@ -2183,9 +2348,15 @@ version = "0.2.1" [[deps.UnsafeAtomicsLLVM]] deps = ["LLVM", "UnsafeAtomics"] -git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175" +git-tree-sha1 = "bf2c553f25e954a9b38c9c0593a59bb13113f9e5" uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249" -version = "0.1.2" +version = "0.1.5" + +[[deps.VectorInterface]] +deps = ["LinearAlgebra"] +git-tree-sha1 = "7aff7d62bffad9bba9928eb6ab55226b32a351eb" +uuid = "409d34a3-91d5-4945-b6ec-7529ddf182d8" +version = "0.4.6" [[deps.WeakRefStrings]] deps = ["DataAPI", "InlineStrings", "Parsers"] @@ -2195,9 +2366,9 @@ version = "1.4.2" [[deps.WoodburyMatrices]] deps = ["LinearAlgebra", "SparseArrays"] -git-tree-sha1 = "de67fa59e33ad156a590055375a30b23c40299d3" +git-tree-sha1 = "c1a7aa6219628fcd757dede0ca95e245c5cd9511" uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6" -version = "0.5.5" +version = "1.0.0" [[deps.WorkerUtilities]] git-tree-sha1 = "cd1659ba0d57b71a464a29e64dbc67cfe83d54e7" @@ -2205,64 +2376,64 @@ uuid = "76eceee3-57b5-4d4a-8e66-0e911cebbf60" version = "1.6.1" [[deps.XML2_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "Zlib_jll"] -git-tree-sha1 = "93c41695bc1c08c46c5899f4fe06d6ead504bb73" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"] +git-tree-sha1 = "d9717ce3518dc68a99e6b96300813760d887a01d" uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a" -version = "2.10.3+0" +version = "2.13.1+0" [[deps.XSLT_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "Pkg", "XML2_jll", "Zlib_jll"] -git-tree-sha1 = "91844873c4085240b95e795f692c4cec4d805f8a" +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 = "1.1.34+0" +version = "1.1.41+0" [[deps.Xorg_libX11_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"] -git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"] +git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495" uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc" -version = "1.6.9+4" +version = "1.8.6+0" [[deps.Xorg_libXau_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8" uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec" -version = "1.0.9+4" +version = "1.0.11+0" [[deps.Xorg_libXdmcp_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7" uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05" -version = "1.1.3+4" +version = "1.1.4+0" [[deps.Xorg_libXext_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"] -git-tree-sha1 = "b7c0aa8c376b31e4852b360222848637f481f8c3" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"] +git-tree-sha1 = "d2d1a5c49fae4ba39983f63de6afcbea47194e85" uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3" -version = "1.3.4+4" +version = "1.3.6+0" [[deps.Xorg_libXrender_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"] -git-tree-sha1 = "19560f30fd49f4d4efbe7002a1037f8c43d43b96" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"] +git-tree-sha1 = "47e45cd78224c53109495b3e324df0c37bb61fbe" uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa" -version = "0.9.10+4" +version = "0.9.11+0" [[deps.Xorg_libpthread_stubs_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9" uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74" -version = "0.1.0+3" +version = "0.1.1+0" [[deps.Xorg_libxcb_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"] -git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6" +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 = "1.13.0+3" +version = "1.17.0+0" [[deps.Xorg_xtrans_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77" uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10" -version = "1.4.0+3" +version = "1.5.0+0" [[deps.ZipFile]] deps = ["Libdl", "Printf", "Zlib_jll"] @@ -2273,13 +2444,13 @@ version = "0.10.1" [[deps.Zlib_jll]] deps = ["Libdl"] uuid = "83775a58-1f1d-513f-b197-d71354ab007a" -version = "1.2.13+0" +version = "1.2.13+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 = "5be3ddb88fc992a7d8ea96c3f10a49a7e98ebc7b" +git-tree-sha1 = "19c586905e78a26f7e4e97f81716057bd6b1bc54" uuid = "e88e6eb3-aa80-5325-afca-941959d7151f" -version = "0.6.62" +version = "0.6.70" [deps.Zygote.extensions] ZygoteColorsExt = "Colors" @@ -2293,15 +2464,9 @@ version = "0.6.62" [[deps.ZygoteRules]] deps = ["ChainRulesCore", "MacroTools"] -git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d" +git-tree-sha1 = "27798139afc0a2afa7b1824c206d5e87ea587a00" uuid = "700de1a5-db45-46bc-99cf-38207098b444" -version = "0.2.3" - -[[deps.cuDNN]] -deps = ["CEnum", "CUDA", "CUDNN_jll"] -git-tree-sha1 = "f65490d187861d6222cb38bcbbff3fd949a7ec3e" -uuid = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" -version = "1.0.4" +version = "0.2.5" [[deps.isoband_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -2309,11 +2474,17 @@ git-tree-sha1 = "51b5eeb3f98367157a7a12a1fb0aa5328946c03c" uuid = "9a68df92-36a6-505f-a73e-abb412b6bfb4" version = "0.2.3+0" +[[deps.libaec_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "46bf7be2917b59b761247be3f317ddf75e50e997" +uuid = "477f73a3-ac25-53e9-8cc3-50b2fa2566f0" +version = "1.1.2+0" + [[deps.libaom_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "3a2ea60308f0996d26f1e5354e10c24e9ef905d4" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "1827acba325fdcdf1d2647fc8d5301dd9ba43a9d" uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b" -version = "3.4.0+0" +version = "3.9.0+0" [[deps.libass_jll]] deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"] @@ -2324,7 +2495,7 @@ version = "0.15.1+0" [[deps.libblastrampoline_jll]] deps = ["Artifacts", "Libdl"] uuid = "8e850b90-86db-534c-a0d3-1478176c7d93" -version = "5.8.0+0" +version = "5.8.0+1" [[deps.libfdk_aac_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -2333,10 +2504,10 @@ uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280" version = "2.0.2+0" [[deps.libpng_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"] -git-tree-sha1 = "94d180a6d2b5e55e447e2d27a29ed04fe79eb30c" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Zlib_jll"] +git-tree-sha1 = "d7015d2e18a5fd9a4f47de711837e980519781a4" uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f" -version = "1.6.38+0" +version = "1.6.43+1" [[deps.libsixel_jll]] deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Pkg", "libpng_jll"] @@ -2346,19 +2517,25 @@ version = "1.10.3+0" [[deps.libvorbis_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"] -git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c" +git-tree-sha1 = "490376214c4721cdaca654041f635213c6165cb3" uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a" -version = "1.3.7+1" +version = "1.3.7+2" [[deps.nghttp2_jll]] deps = ["Artifacts", "Libdl"] uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" -version = "1.48.0+0" +version = "1.52.0+1" + +[[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+0" +version = "17.4.0+2" [[deps.x264_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] diff --git a/docs/tutorials/introductory_tutorials/graph_classification_pluto.jl b/docs/tutorials/introductory_tutorials/graph_classification_pluto.jl index 76d6c59ef..0565912dc 100644 --- a/docs/tutorials/introductory_tutorials/graph_classification_pluto.jl +++ b/docs/tutorials/introductory_tutorials/graph_classification_pluto.jl @@ -1,5 +1,5 @@ ### A Pluto.jl notebook ### -# v0.19.26 +# v0.19.45 #> [frontmatter] #> author = "[Carlo Lucibello](https://github.com/CarloLucibello)" @@ -265,53 +265,57 @@ Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" [compat] -Flux = "~0.13.10" -GraphNeuralNetworks = "~0.6.6" -MLDatasets = "~0.7.8" -MLUtils = "~0.4.2" +Flux = "~0.14.16" +GraphNeuralNetworks = "~0.6.19" +MLDatasets = "~0.7.16" +MLUtils = "~0.4.4" """ # ╔═╡ 00000000-0000-0000-0000-000000000002 PLUTO_MANIFEST_TOML_CONTENTS = """ # This file is machine-generated - editing it directly is not advised -julia_version = "1.9.1" +julia_version = "1.10.4" manifest_format = "2.0" -project_hash = "f04cc096e9556fbdca6d876a64aac2129abb528a" +project_hash = "4d31565cd40e53ce5e158a179486a694e9c7da67" [[deps.AbstractFFTs]] deps = ["LinearAlgebra"] -git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0" +git-tree-sha1 = "d92ad398961a3ed262d8bf04a1a2b8340f915fef" uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c" -version = "1.3.1" -weakdeps = ["ChainRulesCore"] +version = "1.5.0" +weakdeps = ["ChainRulesCore", "Test"] [deps.AbstractFFTs.extensions] AbstractFFTsChainRulesCoreExt = "ChainRulesCore" + AbstractFFTsTestExt = "Test" [[deps.Accessors]] -deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Requires", "Test"] -git-tree-sha1 = "954634616d5846d8e216df1298be2298d55280b2" +deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Markdown", "Test"] +git-tree-sha1 = "f61b15be1d76846c0ce31d3fcfac5380ae53db6a" uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697" -version = "0.1.32" +version = "0.1.37" [deps.Accessors.extensions] AccessorsAxisKeysExt = "AxisKeys" AccessorsIntervalSetsExt = "IntervalSets" AccessorsStaticArraysExt = "StaticArrays" AccessorsStructArraysExt = "StructArrays" + AccessorsUnitfulExt = "Unitful" [deps.Accessors.weakdeps] AxisKeys = "94b1ba4f-4ee9-5380-92f1-94cde586c3c5" IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953" + Requires = "ae029012-a4dd-5104-9daa-d747884805df" StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a" + Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d" [[deps.Adapt]] deps = ["LinearAlgebra", "Requires"] -git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24" +git-tree-sha1 = "6a55b747d1812e699320963ffde36f1ebdda4099" uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e" -version = "3.6.2" +version = "4.0.4" weakdeps = ["StaticArrays"] [deps.Adapt.extensions] @@ -328,9 +332,9 @@ version = "1.1.1" [[deps.ArnoldiMethod]] deps = ["LinearAlgebra", "Random", "StaticArrays"] -git-tree-sha1 = "62e51b39331de8911e4a7ff6f5aaf38a5f4cc0ae" +git-tree-sha1 = "d57bd3762d308bded22c3b82d033bff85f6195c6" uuid = "ec485272-7323-5ecc-a04f-4719b315124d" -version = "0.2.0" +version = "0.4.0" [[deps.Artifacts]] uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33" @@ -341,23 +345,30 @@ git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be" uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458" version = "0.1.0" +[[deps.AtomsBase]] +deps = ["LinearAlgebra", "PeriodicTable", "Printf", "Requires", "StaticArrays", "Unitful", "UnitfulAtomic"] +git-tree-sha1 = "995c2b6b17840cd87b722ce9c6cdd72f47bab545" +uuid = "a963bdd2-2df7-4f54-a1ee-49d51e6be12a" +version = "0.3.5" + [[deps.BFloat16s]] deps = ["LinearAlgebra", "Printf", "Random", "Test"] -git-tree-sha1 = "dbf84058d0a8cbbadee18d25cf606934b22d7c66" +git-tree-sha1 = "2c7cc21e8678eff479978a0a2ef5ce2f51b63dff" uuid = "ab4f0b2a-ad5b-11e8-123f-65d77653426b" -version = "0.4.2" +version = "0.5.0" [[deps.BangBang]] -deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"] -git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed" +deps = ["Accessors", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires"] +git-tree-sha1 = "e2144b631226d9eeab2d746ca8880b7ccff504ae" uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66" -version = "0.3.39" +version = "0.4.3" [deps.BangBang.extensions] BangBangChainRulesCoreExt = "ChainRulesCore" BangBangDataFramesExt = "DataFrames" BangBangStaticArraysExt = "StaticArrays" BangBangStructArraysExt = "StructArrays" + BangBangTablesExt = "Tables" BangBangTypedTablesExt = "TypedTables" [deps.BangBang.weakdeps] @@ -365,6 +376,7 @@ version = "0.3.39" DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a" + Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" TypedTables = "9d95f2ec-7b3d-5a63-8d20-e2491e220bb9" [[deps.Base64]] @@ -376,73 +388,47 @@ uuid = "9718e550-a3fa-408a-8086-8db961cd8217" version = "0.1.1" [[deps.BitFlags]] -git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d" +git-tree-sha1 = "0691e34b3bb8be9307330f88d1a3c3f25466c24d" uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35" -version = "0.1.7" +version = "0.1.9" [[deps.BufferedStreams]] -git-tree-sha1 = "5bcb75a2979e40b29eb250cb26daab67aa8f97f5" +git-tree-sha1 = "4ae47f9a4b1dc19897d3743ff13685925c5202ec" uuid = "e1450e63-4bb3-523b-b2a4-4ffa8c0fd77d" -version = "1.2.0" +version = "1.2.1" [[deps.CEnum]] -git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90" +git-tree-sha1 = "389ad5c84de1ae7cf0e28e381131c98ea87d54fc" uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82" -version = "0.4.2" +version = "0.5.0" [[deps.CSV]] deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"] -git-tree-sha1 = "44dbf560808d49041989b8a96cae4cffbeb7966a" +git-tree-sha1 = "6c834533dc1fabd820c1db03c839bf97e45a3fab" uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" -version = "0.10.11" - -[[deps.CUDA]] -deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "UnsafeAtomicsLLVM"] -git-tree-sha1 = "442d989978ed3ff4e174c928ee879dc09d1ef693" -uuid = "052768ef-5323-5732-b1bb-66c8b64840ba" -version = "4.3.2" - -[[deps.CUDA_Driver_jll]] -deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"] -git-tree-sha1 = "498f45593f6ddc0adff64a9310bb6710e851781b" -uuid = "4ee394cb-3365-5eb0-8335-949819d2adfc" -version = "0.5.0+1" - -[[deps.CUDA_Runtime_Discovery]] -deps = ["Libdl"] -git-tree-sha1 = "bcc4a23cbbd99c8535a5318455dcf0f2546ec536" -uuid = "1af6417a-86b4-443c-805f-a4643ffb695f" -version = "0.2.2" - -[[deps.CUDA_Runtime_jll]] -deps = ["Artifacts", "CUDA_Driver_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "5248d9c45712e51e27ba9b30eebec65658c6ce29" -uuid = "76a88914-d11a-5bdc-97e0-2f5a05c973a2" -version = "0.6.0+0" - -[[deps.CUDNN_jll]] -deps = ["Artifacts", "CUDA_Runtime_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "2918fbffb50e3b7a0b9127617587afa76d4276e8" -uuid = "62b44479-cb7b-5706-934f-f13b2eb2e645" -version = "8.8.1+0" +version = "0.10.14" [[deps.ChainRules]] -deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"] -git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87" +deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "SparseInverseSubset", "Statistics", "StructArrays", "SuiteSparse"] +git-tree-sha1 = "227985d885b4dbce5e18a96f9326ea1e836e5a03" uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2" -version = "1.51.0" +version = "1.69.0" [[deps.ChainRulesCore]] -deps = ["Compat", "LinearAlgebra", "SparseArrays"] -git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644" +deps = ["Compat", "LinearAlgebra"] +git-tree-sha1 = "71acdbf594aab5bbb2cec89b208c41b4c411e49f" uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" -version = "1.16.0" +version = "1.24.0" +weakdeps = ["SparseArrays"] + + [deps.ChainRulesCore.extensions] + ChainRulesCoreSparseArraysExt = "SparseArrays" [[deps.Chemfiles]] -deps = ["Chemfiles_jll", "DocStringExtensions"] -git-tree-sha1 = "6951fe6a535a07041122a3a6860a63a7a83e081e" +deps = ["AtomsBase", "Chemfiles_jll", "DocStringExtensions", "PeriodicTable", "Unitful", "UnitfulAtomic"] +git-tree-sha1 = 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= ["MacroTools", "Test"] @@ -487,10 +477,10 @@ uuid = "bbf7d656-a473-5ed7-a52c-81e309532950" version = "0.3.0" [[deps.Compat]] -deps = ["UUIDs"] -git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957" +deps = ["TOML", "UUIDs"] +git-tree-sha1 = "b1c55339b7c6c350ee89f2c1604299660525b248" uuid = "34da2185-b29b-5c13-b0c7-acf172513d20" -version = "4.6.1" +version = "4.15.0" weakdeps = ["Dates", "LinearAlgebra"] [deps.Compat.extensions] @@ -499,7 +489,7 @@ weakdeps = ["Dates", "LinearAlgebra"] [[deps.CompilerSupportLibraries_jll]] deps = ["Artifacts", "Libdl"] uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae" -version = "1.0.2+0" +version = "1.1.1+0" [[deps.CompositionsBase]] git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad" @@ -512,15 +502,15 @@ weakdeps = ["InverseFunctions"] [[deps.ConcurrentUtilities]] deps = ["Serialization", "Sockets"] -git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9" +git-tree-sha1 = "ea32b83ca4fefa1768dc84e504cc0a94fb1ab8d1" uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb" -version = "2.2.0" +version = "2.4.2" [[deps.ConstructionBase]] deps = ["LinearAlgebra"] -git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c" +git-tree-sha1 = "d8a9c0b6ac2d9081bf76324b39c78ca3ce4f0c98" uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9" -version = "1.5.2" +version = "1.5.6" [deps.ConstructionBase.extensions] ConstructionBaseIntervalSetsExt = "IntervalSets" @@ -542,27 +532,27 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f" version = "4.1.1" [[deps.DataAPI]] -git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c" +git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe" uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a" -version = "1.15.0" +version = "1.16.0" [[deps.DataDeps]] -deps = ["HTTP", "Libdl", "Reexport", "SHA", "p7zip_jll"] -git-tree-sha1 = "bc0a264d3e7b3eeb0b6fc9f6481f970697f29805" +deps = ["HTTP", "Libdl", "Reexport", "SHA", "Scratch", "p7zip_jll"] +git-tree-sha1 = "8ae085b71c462c2cb1cfedcb10c3c877ec6cf03f" uuid = "124859b0-ceae-595e-8997-d05f6a7a8dfe" -version = "0.7.10" +version = "0.7.13" [[deps.DataFrames]] -deps = ["Compat", "DataAPI", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SnoopPrecompile", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] -git-tree-sha1 = "aa51303df86f8626a962fccb878430cdb0a97eee" +deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] +git-tree-sha1 = "04c738083f29f86e62c8afc341f0967d8717bdb8" uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" -version = "1.5.0" +version = "1.6.1" [[deps.DataStructures]] deps = ["Compat", "InteractiveUtils", "OrderedCollections"] -git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0" +git-tree-sha1 = "1d0a14036acb104d9e89698bd408f63ab58cdc82" uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" -version = "0.18.13" +version = "0.18.20" [[deps.DataValueInterfaces]] git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6" @@ -597,10 +587,15 @@ uuid = "b552c78f-8df3-52c6-915a-8e097449b14b" version = "1.15.1" [[deps.Distances]] -deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"] -git-tree-sha1 = "49eba9ad9f7ead780bfb7ee319f962c811c6d3b2" +deps = ["LinearAlgebra", "Statistics", "StatsAPI"] +git-tree-sha1 = "66c4c81f259586e8f002eacebc177e1fb06363b0" uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7" -version = "0.10.8" +version = "0.10.11" +weakdeps = ["ChainRulesCore", "SparseArrays"] + + [deps.Distances.extensions] + DistancesChainRulesCoreExt = "ChainRulesCore" + DistancesSparseArraysExt = "SparseArrays" [[deps.Distributed]] deps = ["Random", "Serialization", "Sockets"] @@ -617,16 +612,17 @@ deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"] uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6" version = "1.6.0" -[[deps.ExprTools]] -git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00" -uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04" -version = "0.1.9" +[[deps.ExceptionUnwrapping]] +deps = ["Test"] +git-tree-sha1 = "dcb08a0d93ec0b1cdc4af184b26b591e9695423a" +uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4" +version = "0.1.10" [[deps.FLoops]] deps = ["BangBang", "Compat", "FLoopsBase", "InitialValues", "JuliaVariables", "MLStyle", "Serialization", "Setfield", "Transducers"] -git-tree-sha1 = "ffb97765602e3cbe59a0589d237bf07f245a8576" +git-tree-sha1 = "0a2e5873e9a5f54abb06418d57a8df689336a660" uuid = "cc61a311-1640-44b5-9fba-1b764f453329" -version = "0.2.1" +version = "0.2.2" [[deps.FLoopsBase]] deps = ["ContextVariablesX"] @@ -636,75 +632,74 @@ version = "0.1.1" [[deps.FileIO]] deps = ["Pkg", "Requires", "UUIDs"] -git-tree-sha1 = "299dc33549f68299137e51e6d49a13b5b1da9673" +git-tree-sha1 = "82d8afa92ecf4b52d78d869f038ebfb881267322" uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549" -version = "1.16.1" +version = "1.16.3" [[deps.FilePathsBase]] deps = ["Compat", "Dates", "Mmap", "Printf", "Test", "UUIDs"] -git-tree-sha1 = "e27c4ebe80e8699540f2d6c805cc12203b614f12" +git-tree-sha1 = "9f00e42f8d99fdde64d40c8ea5d14269a2e2c1aa" uuid = "48062228-2e41-5def-b9a4-89aafe57970f" -version = "0.9.20" +version = "0.9.21" [[deps.FileWatching]] uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee" [[deps.FillArrays]] -deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"] -git-tree-sha1 = "589d3d3bff204bdd80ecc53293896b4f39175723" +deps = ["LinearAlgebra"] +git-tree-sha1 = "0653c0a2396a6da5bc4766c43041ef5fd3efbe57" uuid = "1a297f60-69ca-5386-bcde-b61e274b549b" -version = "1.1.1" +version = "1.11.0" + + [deps.FillArrays.extensions] + FillArraysPDMatsExt = "PDMats" + FillArraysSparseArraysExt = "SparseArrays" + FillArraysStatisticsExt = "Statistics" + + [deps.FillArrays.weakdeps] + PDMats = "90014a1f-27ba-587c-ab20-58faa44d9150" + SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" + Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" [[deps.FixedPointNumbers]] deps = ["Statistics"] -git-tree-sha1 = "335bfdceacc84c5cdf16aadc768aa5ddfc5383cc" +git-tree-sha1 = "05882d6995ae5c12bb5f36dd2ed3f61c98cbb172" uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93" -version = "0.8.4" +version = "0.8.5" [[deps.Flux]] -deps = ["Adapt", "CUDA", "ChainRulesCore", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NNlibCUDA", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote", "cuDNN"] -git-tree-sha1 = "64005071944bae14fc145661f617eb68b339189c" +deps = ["Adapt", "ChainRulesCore", "Compat", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote"] +git-tree-sha1 = "edacf029ed6276301e455e34d7ceeba8cc34078a" uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c" -version = "0.13.16" +version = "0.14.16" [deps.Flux.extensions] - AMDGPUExt = "AMDGPU" + FluxAMDGPUExt = "AMDGPU" + FluxCUDAExt = "CUDA" + FluxCUDAcuDNNExt = ["CUDA", "cuDNN"] + FluxMetalExt = "Metal" [deps.Flux.weakdeps] AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e" - -[[deps.FoldsThreads]] -deps = ["Accessors", "FunctionWrappers", "InitialValues", "SplittablesBase", "Transducers"] -git-tree-sha1 = "eb8e1989b9028f7e0985b4268dabe94682249025" -uuid = "9c68100b-dfe1-47cf-94c8-95104e173443" -version = "0.1.1" - -[[deps.Formatting]] -deps = ["Printf"] -git-tree-sha1 = "8339d61043228fdd3eb658d86c926cb282ae72a8" -uuid = "59287772-0a20-5a39-b81b-1366585eb4c0" -version = "0.4.2" + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" + Metal = "dde4c033-4e86-420c-a63e-0dd931031962" + cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" [[deps.ForwardDiff]] deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"] -git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d" +git-tree-sha1 = "cf0fe81336da9fb90944683b8c41984b08793dad" uuid = "f6369f11-7733-5829-9624-2563aa707210" -version = "0.10.35" +version = "0.10.36" weakdeps = ["StaticArrays"] [deps.ForwardDiff.extensions] ForwardDiffStaticArraysExt = "StaticArrays" -[[deps.FunctionWrappers]] -git-tree-sha1 = "d62485945ce5ae9c0c48f124a84998d755bae00e" -uuid = "069b7b12-0de2-55c6-9aab-29f3d0a68a2e" -version = "1.1.3" - [[deps.Functors]] deps = ["LinearAlgebra"] -git-tree-sha1 = "478f8c3145bb91d82c2cf20433e8c1b30df454cc" +git-tree-sha1 = "8a66c07630d6428eaab3506a0eabfcf4a9edea05" uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196" -version = "0.4.4" +version = "0.4.11" [[deps.Future]] deps = ["Random"] @@ -712,27 +707,21 @@ uuid = 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"Zlib_jll"] +git-tree-sha1 = "0085ccd5ec327c077ec5b91a5f937b759810ba62" uuid = "92fee26a-97fe-5a0c-ad85-20a5f3185b63" -version = "0.5.1" +version = "0.6.2" [[deps.Glob]] git-tree-sha1 = "97285bbd5230dd766e9ef6749b80fc617126d496" @@ -740,69 +729,83 @@ uuid = "c27321d9-0574-5035-807b-f59d2c89b15c" version = "1.3.1" [[deps.GraphNeuralNetworks]] -deps = ["Adapt", "CUDA", "ChainRulesCore", "DataStructures", "Flux", "Functors", "Graphs", "KrylovKit", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NNlibCUDA", "NearestNeighbors", "Random", "Reexport", "SparseArrays", "Statistics", "StatsBase"] -git-tree-sha1 = "9f6e956209a673862fccc1f467a91a8b8cbc4e88" +deps = ["Adapt", "ChainRulesCore", "DataStructures", "Flux", "Functors", "Graphs", "KrylovKit", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NearestNeighbors", "Random", "Reexport", "SparseArrays", "Statistics", "StatsBase"] +git-tree-sha1 = "6716650d17bf36a41921c679c4d046ac375d5907" uuid = "cffab07f-9bc2-4db1-8861-388f63bf7694" -version = "0.6.6" +version = "0.6.19" -[[deps.Graphics]] -deps = ["Colors", "LinearAlgebra", "NaNMath"] -git-tree-sha1 = "d61890399bc535850c4bf08e4e0d3a7ad0f21cbd" -uuid = "a2bd30eb-e257-5431-a919-1863eab51364" -version = "1.1.2" + [deps.GraphNeuralNetworks.extensions] + GraphNeuralNetworksCUDAExt = "CUDA" + GraphNeuralNetworksSimpleWeightedGraphsExt = "SimpleWeightedGraphs" + + [deps.GraphNeuralNetworks.weakdeps] + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" + SimpleWeightedGraphs = "47aef6b3-ad0c-573a-a1e2-d07658019622" [[deps.Graphs]] deps = ["ArnoldiMethod", "Compat", "DataStructures", "Distributed", "Inflate", "LinearAlgebra", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics"] -git-tree-sha1 = "1cf1d7dcb4bc32d7b4a5add4232db3750c27ecb4" +git-tree-sha1 = "ebd18c326fa6cee1efb7da9a3b45cf69da2ed4d9" uuid = "86223c79-3864-5bf0-83f7-82e725a168b6" -version = "1.8.0" +version = "1.11.2" [[deps.HDF5]] -deps = ["Compat", "HDF5_jll", "Libdl", "Mmap", "Random", "Requires", "UUIDs"] -git-tree-sha1 = "c73fdc3d9da7700691848b78c61841274076932a" +deps = ["Compat", "HDF5_jll", "Libdl", "MPIPreferences", "Mmap", "Preferences", "Printf", "Random", "Requires", "UUIDs"] +git-tree-sha1 = "e856eef26cf5bf2b0f95f8f4fc37553c72c8641c" uuid = "f67ccb44-e63f-5c2f-98bd-6dc0ccc4ba2f" -version = "0.16.15" +version = "0.17.2" + + [deps.HDF5.extensions] + MPIExt = "MPI" + + [deps.HDF5.weakdeps] + MPI = "da04e1cc-30fd-572f-bb4f-1f8673147195" [[deps.HDF5_jll]] -deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "LazyArtifacts", "LibCURL_jll", "Libdl", "MPICH_jll", "MPIPreferences", "MPItrampoline_jll", "MicrosoftMPI_jll", "OpenMPI_jll", "OpenSSL_jll", "TOML", "Zlib_jll", "libaec_jll"] -git-tree-sha1 = "3b20c3ce9c14aedd0adca2bc8c882927844bd53d" +deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "LibCURL_jll", "Libdl", "MPICH_jll", "MPIPreferences", "MPItrampoline_jll", "MicrosoftMPI_jll", "OpenMPI_jll", "OpenSSL_jll", "TOML", "Zlib_jll", "libaec_jll"] +git-tree-sha1 = "82a471768b513dc39e471540fdadc84ff80ff997" uuid = "0234f1f7-429e-5d53-9886-15a909be8d59" -version = "1.14.0+0" +version = "1.14.3+3" [[deps.HTTP]] -deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"] -git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272" +deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"] +git-tree-sha1 = "d1d712be3164d61d1fb98e7ce9bcbc6cc06b45ed" uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3" -version = "1.9.6" +version = "1.10.8" + +[[deps.Hwloc_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "5e19e1e4fa3e71b774ce746274364aef0234634e" +uuid = "e33a78d0-f292-5ffc-b300-72abe9b543c8" +version = "2.11.1+0" [[deps.IRTools]] -deps = ["InteractiveUtils", "MacroTools", "Test"] -git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5" +deps = ["InteractiveUtils", "MacroTools"] +git-tree-sha1 = "950c3717af761bc3ff906c2e8e52bd83390b6ec2" uuid = "7869d1d1-7146-5819-86e3-90919afe41df" -version = "0.4.10" +version = "0.4.14" [[deps.ImageBase]] deps = ["ImageCore", "Reexport"] -git-tree-sha1 = "b51bb8cae22c66d0f6357e3bcb6363145ef20835" +git-tree-sha1 = "eb49b82c172811fd2c86759fa0553a2221feb909" uuid = "c817782e-172a-44cc-b673-b171935fbb9e" -version = "0.1.5" +version = "0.1.7" [[deps.ImageCore]] -deps = ["AbstractFFTs", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Graphics", "MappedArrays", "MosaicViews", "OffsetArrays", "PaddedViews", "Reexport"] -git-tree-sha1 = "acf614720ef026d38400b3817614c45882d75500" +deps = ["ColorVectorSpace", "Colors", "FixedPointNumbers", "MappedArrays", "MosaicViews", "OffsetArrays", "PaddedViews", "PrecompileTools", "Reexport"] +git-tree-sha1 = "b2a7eaa169c13f5bcae8131a83bc30eff8f71be0" uuid = "a09fc81d-aa75-5fe9-8630-4744c3626534" -version = "0.9.4" +version = "0.10.2" [[deps.ImageShow]] deps = ["Base64", "ColorSchemes", "FileIO", "ImageBase", "ImageCore", "OffsetArrays", "StackViews"] -git-tree-sha1 = "ce28c68c900eed3cdbfa418be66ed053e54d4f56" +git-tree-sha1 = "3b5344bcdbdc11ad58f3b1956709b5b9345355de" uuid = "4e3cecfd-b093-5904-9786-8bbb286a6a31" -version = "0.3.7" +version = "0.3.8" [[deps.Inflate]] -git-tree-sha1 = "5cd07aab533df5170988219191dfad0519391428" +git-tree-sha1 = "d1b1b796e47d94588b3757fe84fbf65a5ec4a80d" uuid = "d25df0c9-e2be-5dd7-82c8-3ad0b3e990b9" -version = "0.1.3" +version = "0.1.5" [[deps.InitialValues]] git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3" @@ -810,10 +813,17 @@ uuid = "22cec73e-a1b8-11e9-2c92-598750a2cf9c" version = "0.3.1" [[deps.InlineStrings]] -deps = ["Parsers"] -git-tree-sha1 = "9cc2baf75c6d09f9da536ddf58eb2f29dedaf461" +git-tree-sha1 = "45521d31238e87ee9f9732561bfee12d4eebd52d" uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48" -version = "1.4.0" +version = "1.4.2" + + [deps.InlineStrings.extensions] + ArrowTypesExt = "ArrowTypes" + ParsersExt = "Parsers" + + [deps.InlineStrings.weakdeps] + ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd" + Parsers = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" [[deps.InteractiveUtils]] deps = ["Markdown"] @@ -827,9 +837,13 @@ version = "0.7.0" [[deps.InverseFunctions]] deps = ["Test"] -git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67" +git-tree-sha1 = "18c59411ece4838b18cd7f537e56cf5e41ce5bfd" uuid = "3587e190-3f89-42d0-90ee-14403ec27112" -version = "0.1.9" +version = "0.1.15" +weakdeps = ["Dates"] + + [deps.InverseFunctions.extensions] + DatesExt = "Dates" [[deps.InvertedIndices]] git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038" @@ -847,22 +861,28 @@ uuid = "82899510-4779-5014-852e-03e436cf321d" version = "1.0.0" [[deps.JLD2]] -deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "Printf", "Reexport", "Requires", "TranscodingStreams", "UUIDs"] -git-tree-sha1 = "42c17b18ced77ff0be65957a591d34f4ed57c631" +deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "PrecompileTools", "Reexport", "Requires", "TranscodingStreams", "UUIDs", "Unicode"] +git-tree-sha1 = "5fe858cb863e211c6dedc8cce2dc0752d4ab6e2b" uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819" -version = "0.4.31" +version = "0.4.50" [[deps.JLLWrappers]] -deps = ["Preferences"] -git-tree-sha1 = "abc9885a7ca2052a736a600f7fa66209f96506e1" +deps = ["Artifacts", "Preferences"] +git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca" uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210" -version = "1.4.1" +version = "1.5.0" [[deps.JSON3]] deps = ["Dates", "Mmap", "Parsers", "PrecompileTools", "StructTypes", "UUIDs"] -git-tree-sha1 = "5b62d93f2582b09e469b3099d839c2d2ebf5066d" +git-tree-sha1 = "eb3edce0ed4fa32f75a0a11217433c31d56bd48b" uuid = "0f8b85d8-7281-11e9-16c2-39a750bddbf1" -version = "1.13.1" +version = "1.14.0" + + [deps.JSON3.extensions] + JSON3ArrowExt = ["ArrowTypes"] + + [deps.JSON3.weakdeps] + ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd" [[deps.JuliaVariables]] deps = ["MLStyle", "NameResolution"] @@ -871,39 +891,43 @@ uuid = "b14d175d-62b4-44ba-8fb7-3064adc8c3ec" version = "0.2.4" [[deps.KernelAbstractions]] -deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"] -git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4" +deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "Requires", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"] +git-tree-sha1 = "d0448cebd5919e06ca5edc7a264631790de810ec" uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c" -version = "0.9.4" +version = "0.9.22" + + [deps.KernelAbstractions.extensions] + EnzymeExt = "EnzymeCore" + + [deps.KernelAbstractions.weakdeps] + EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869" [[deps.KrylovKit]] -deps = ["ChainRulesCore", "GPUArraysCore", "LinearAlgebra", "Printf"] -git-tree-sha1 = "1a5e1d9941c783b0119897d29f2eb665d876ecf3" +deps = ["ChainRulesCore", "GPUArraysCore", "LinearAlgebra", "Printf", "VectorInterface"] +git-tree-sha1 = "3f3a92bbe8f568b689a7f7bc193f7c717d793751" uuid = "0b1a1467-8014-51b9-945f-bf0ae24f4b77" -version = "0.6.0" +version = "0.7.1" [[deps.LLVM]] -deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"] -git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818" +deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Preferences", "Printf", "Requires", "Unicode"] +git-tree-sha1 = "020abd49586480c1be84f57da0017b5d3db73f7c" uuid = "929cbde3-209d-540e-8aea-75f648917ca0" -version = "5.2.0" +version = "8.0.0" +weakdeps = ["BFloat16s"] + + [deps.LLVM.extensions] + BFloat16sExt = "BFloat16s" [[deps.LLVMExtra_jll]] deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217" +git-tree-sha1 = "c2636c264861edc6d305e6b4d528f09566d24c5e" uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab" -version = "0.0.22+0" - -[[deps.LLVMOpenMP_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b" -uuid = "1d63c593-3942-5779-bab2-d838dc0a180e" -version = "15.0.4+0" +version = "0.0.30+0" [[deps.LaTeXStrings]] -git-tree-sha1 = "f2355693d6778a178ade15952b7ac47a4ff97996" +git-tree-sha1 = "50901ebc375ed41dbf8058da26f9de442febbbec" uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f" -version = "1.3.0" +version = "1.3.1" [[deps.LazyArtifacts]] deps = ["Artifacts", "Pkg"] @@ -917,30 +941,35 @@ version = "0.3.1" [[deps.LibCURL]] deps = ["LibCURL_jll", "MozillaCACerts_jll"] uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21" -version = "0.6.3" +version = "0.6.4" [[deps.LibCURL_jll]] deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"] uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0" -version = "7.84.0+0" +version = "8.4.0+0" [[deps.LibGit2]] -deps = ["Base64", "NetworkOptions", "Printf", "SHA"] +deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"] uuid = "76f85450-5226-5b5a-8eaa-529ad045b433" +[[deps.LibGit2_jll]] +deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"] +uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5" +version = "1.6.4+0" + [[deps.LibSSH2_jll]] deps = ["Artifacts", "Libdl", "MbedTLS_jll"] uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8" -version = "1.10.2+0" +version = "1.11.0+1" [[deps.Libdl]] uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb" [[deps.Libiconv_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "c7cb1f5d892775ba13767a87c7ada0b980ea0a71" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "f9557a255370125b405568f9767d6d195822a175" uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531" -version = "1.16.1+2" +version = "1.17.0+0" [[deps.LinearAlgebra]] deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"] @@ -948,9 +977,9 @@ uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" [[deps.LogExpFunctions]] deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"] -git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f" +git-tree-sha1 = "a2d09619db4e765091ee5c6ffe8872849de0feea" uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688" -version = "0.3.24" +version = "0.3.28" [deps.LogExpFunctions.extensions] LogExpFunctionsChainRulesCoreExt = "ChainRulesCore" @@ -967,21 +996,21 @@ uuid = "56ddb016-857b-54e1-b83d-db4d58db5568" [[deps.LoggingExtras]] deps = ["Dates", "Logging"] -git-tree-sha1 = "cedb76b37bc5a6c702ade66be44f831fa23c681e" +git-tree-sha1 = "c1dd6d7978c12545b4179fb6153b9250c96b0075" uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36" -version = "1.0.0" +version = "1.0.3" [[deps.MAT]] deps = ["BufferedStreams", "CodecZlib", "HDF5", "SparseArrays"] -git-tree-sha1 = "79fd0b5ee384caf8ebba6c8fb3f365ca3e2c5493" +git-tree-sha1 = "1d2dd9b186742b0f317f2530ddcbf00eebb18e96" uuid = "23992714-dd62-5051-b70f-ba57cb901cac" -version = "0.10.5" +version = "0.10.7" [[deps.MLDatasets]] -deps = ["CSV", "Chemfiles", "DataDeps", "DataFrames", "DelimitedFiles", "FileIO", "FixedPointNumbers", "GZip", "Glob", "HDF5", "ImageShow", "JLD2", "JSON3", "LazyModules", "MAT", "MLUtils", "NPZ", "Pickle", "Printf", "Requires", "SparseArrays", "Tables"] -git-tree-sha1 = "498b37aa3ebb4407adea36df1b244fa4e397de5e" +deps = ["CSV", "Chemfiles", "DataDeps", "DataFrames", "DelimitedFiles", "FileIO", "FixedPointNumbers", "GZip", "Glob", "HDF5", "ImageShow", "JLD2", "JSON3", "LazyModules", "MAT", "MLUtils", "NPZ", "Pickle", "Printf", "Requires", "SparseArrays", "Statistics", "Tables"] +git-tree-sha1 = "55ed5f79697232389d894d05e93633a03e774818" uuid = "eb30cadb-4394-5ae3-aed4-317e484a6458" -version = "0.7.9" +version = "0.7.16" [[deps.MLStyle]] git-tree-sha1 = "bc38dff0548128765760c79eb7388a4b37fae2c8" @@ -989,34 +1018,34 @@ uuid = "d8e11817-5142-5d16-987a-aa16d5891078" version = "0.4.17" [[deps.MLUtils]] -deps = ["ChainRulesCore", "Compat", "DataAPI", "DelimitedFiles", "FLoops", "FoldsThreads", "NNlib", "Random", "ShowCases", "SimpleTraits", "Statistics", "StatsBase", "Tables", "Transducers"] -git-tree-sha1 = "ca31739905ddb08c59758726e22b9e25d0d1521b" +deps = ["ChainRulesCore", "Compat", "DataAPI", "DelimitedFiles", "FLoops", "NNlib", "Random", "ShowCases", "SimpleTraits", "Statistics", "StatsBase", "Tables", "Transducers"] +git-tree-sha1 = "b45738c2e3d0d402dffa32b2c1654759a2ac35a4" uuid = "f1d291b0-491e-4a28-83b9-f70985020b54" -version = "0.4.2" +version = "0.4.4" [[deps.MPICH_jll]] -deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"] -git-tree-sha1 = "d790fbd913f85e8865c55bf4725aff197c5155c8" +deps = ["Artifacts", "CompilerSupportLibraries_jll", "Hwloc_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"] +git-tree-sha1 = "19d4bd098928a3263693991500d05d74dbdc2004" uuid = "7cb0a576-ebde-5e09-9194-50597f1243b4" -version = "4.1.1+1" +version = "4.2.2+0" [[deps.MPIPreferences]] deps = ["Libdl", "Preferences"] -git-tree-sha1 = "d86a788b336e8ae96429c0c42740ccd60ac0dfcc" +git-tree-sha1 = "c105fe467859e7f6e9a852cb15cb4301126fac07" uuid = "3da0fdf6-3ccc-4f1b-acd9-58baa6c99267" -version = "0.1.8" +version = "0.1.11" [[deps.MPItrampoline_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"] -git-tree-sha1 = "b3dcf8e1c610a10458df3c62038c8cc3a4d6291d" +git-tree-sha1 = "8c35d5420193841b2f367e658540e8d9e0601ed0" uuid = "f1f71cc9-e9ae-5b93-9b94-4fe0e1ad3748" -version = "5.3.0+0" +version = "5.4.0+0" [[deps.MacroTools]] deps = ["Markdown", "Random"] -git-tree-sha1 = "42324d08725e200c23d4dfb549e0d5d89dede2d2" +git-tree-sha1 = "2fa9ee3e63fd3a4f7a9a4f4744a52f4856de82df" uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09" -version = "0.5.10" +version = "0.5.13" [[deps.MappedArrays]] git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e" @@ -1028,33 +1057,33 @@ deps = ["Base64"] uuid = "d6f4376e-aef5-505a-96c1-9c027394607a" [[deps.MbedTLS]] -deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "Random", "Sockets"] -git-tree-sha1 = "03a9b9718f5682ecb107ac9f7308991db4ce395b" +deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "NetworkOptions", "Random", "Sockets"] +git-tree-sha1 = "c067a280ddc25f196b5e7df3877c6b226d390aaf" uuid = "739be429-bea8-5141-9913-cc70e7f3736d" -version = "1.1.7" +version = "1.1.9" [[deps.MbedTLS_jll]] deps = ["Artifacts", "Libdl"] uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1" -version = "2.28.2+0" +version = "2.28.2+1" [[deps.MicroCollections]] -deps = ["BangBang", "InitialValues", "Setfield"] -git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e" +deps = ["Accessors", "BangBang", "InitialValues"] +git-tree-sha1 = "44d32db644e84c75dab479f1bc15ee76a1a3618f" uuid = "128add7d-3638-4c79-886c-908ea0c25c34" -version = "0.1.4" +version = "0.2.0" [[deps.MicrosoftMPI_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "a8027af3d1743b3bfae34e54872359fdebb31422" +git-tree-sha1 = "f12a29c4400ba812841c6ace3f4efbb6dbb3ba01" uuid = "9237b28f-5490-5468-be7b-bb81f5f5e6cf" -version = "10.1.3+4" +version = "10.1.4+2" [[deps.Missings]] deps = ["DataAPI"] -git-tree-sha1 = "f66bdc5de519e8f8ae43bdc598782d35a25b1272" +git-tree-sha1 = "ec4f7fbeab05d7747bdf98eb74d130a2a2ed298d" uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28" -version = "1.1.0" +version = "1.2.0" [[deps.Mmap]] uuid = "a63ad114-7e13-5084-954f-fe012c677804" @@ -1067,25 +1096,27 @@ version = "0.3.4" [[deps.MozillaCACerts_jll]] uuid = "14a3606d-f60d-562e-9121-12d972cd8159" -version = "2022.10.11" +version = "2023.1.10" [[deps.NNlib]] deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"] -git-tree-sha1 = "99e6dbb50d8a96702dc60954569e9fe7291cc55d" +git-tree-sha1 = "190dcada8cf9520198058c4544862b1f88c6c577" uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd" -version = "0.8.20" +version = "0.9.21" [deps.NNlib.extensions] NNlibAMDGPUExt = "AMDGPU" + NNlibCUDACUDNNExt = ["CUDA", "cuDNN"] + NNlibCUDAExt = "CUDA" + NNlibEnzymeCoreExt = "EnzymeCore" + NNlibFFTWExt = "FFTW" [deps.NNlib.weakdeps] AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e" - -[[deps.NNlibCUDA]] -deps = ["Adapt", "CUDA", "LinearAlgebra", "NNlib", "Random", "Statistics", "cuDNN"] -git-tree-sha1 = "f94a9684394ff0d325cc12b06da7032d8be01aaf" -uuid = "a00861dc-f156-4864-bf3c-e6376f28a68d" -version = "0.2.7" + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" + EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869" + FFTW = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341" + cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" [[deps.NPZ]] deps = ["FileIO", "ZipFile"] @@ -1107,53 +1138,56 @@ version = "0.1.5" [[deps.NearestNeighbors]] deps = ["Distances", "StaticArrays"] -git-tree-sha1 = "2c3726ceb3388917602169bed973dbc97f1b51a8" +git-tree-sha1 = "91a67b4d73842da90b526011fa85c5c4c9343fe0" uuid = "b8a86587-4115-5ab1-83bc-aa920d37bbce" -version = "0.4.13" +version = "0.4.18" [[deps.NetworkOptions]] uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908" version = "1.2.0" [[deps.OffsetArrays]] -deps = ["Adapt"] -git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4" +git-tree-sha1 = "1a27764e945a152f7ca7efa04de513d473e9542e" uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881" -version = "1.12.9" +version = "1.14.1" +weakdeps = ["Adapt"] + + [deps.OffsetArrays.extensions] + OffsetArraysAdaptExt = "Adapt" [[deps.OneHotArrays]] deps = ["Adapt", "ChainRulesCore", "Compat", "GPUArraysCore", "LinearAlgebra", "NNlib"] -git-tree-sha1 = "f511fca956ed9e70b80cd3417bb8c2dde4b68644" +git-tree-sha1 = "963a3f28a2e65bb87a68033ea4a616002406037d" uuid = 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-version = "1.4.1" +version = "1.4.3" [[deps.OpenSSL_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "cae3153c7f6cf3f069a853883fd1919a6e5bab5b" +git-tree-sha1 = "a028ee3cb5641cccc4c24e90c36b0a4f7707bdf5" uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95" -version = "3.0.9+0" +version = "3.0.14+0" [[deps.OpenSpecFun_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"] @@ -1163,14 +1197,20 @@ version = "0.5.5+0" [[deps.Optimisers]] deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"] -git-tree-sha1 = "6a01f65dd8583dee82eecc2a19b0ff21521aa749" +git-tree-sha1 = "6572fe0c5b74431aaeb0b18a4aa5ef03c84678be" uuid = "3bd65402-5787-11e9-1adc-39752487f4e2" -version = "0.2.18" +version = "0.3.3" [[deps.OrderedCollections]] -git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282" +git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5" uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d" -version = "1.6.0" +version = "1.6.3" + +[[deps.PackageExtensionCompat]] +git-tree-sha1 = "fb28e33b8a95c4cee25ce296c817d89cc2e53518" +uuid = "65ce6f38-6b18-4e1d-a461-8949797d7930" +version = "1.0.2" +weakdeps = ["Requires", "TOML"] [[deps.PaddedViews]] deps = ["OffsetArrays"] @@ -1180,38 +1220,44 @@ version = "0.5.12" [[deps.Parsers]] deps = ["Dates", "PrecompileTools", "UUIDs"] -git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0" +git-tree-sha1 = "8489905bcdbcfac64d1daa51ca07c0d8f0283821" uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" -version = "2.7.0" +version = "2.8.1" + +[[deps.PeriodicTable]] +deps = ["Base64", "Unitful"] +git-tree-sha1 = "238aa6298007565529f911b734e18addd56985e1" +uuid = "7b2266bf-644c-5ea3-82d8-af4bbd25a884" +version = "1.2.1" [[deps.Pickle]] -deps = ["DataStructures", "InternedStrings", "Serialization", "SparseArrays", "Strided", "StringEncodings", "ZipFile"] -git-tree-sha1 = "e6a34eb1dc0c498f0774bbfbbbeff2de101f4235" +deps = ["BFloat16s", "DataStructures", "InternedStrings", "Mmap", "Serialization", "SparseArrays", "StridedViews", "StringEncodings", "ZipFile"] +git-tree-sha1 = "e99da19b86b7e1547b423fc1721b260cfbe83acb" uuid = "fbb45041-c46e-462f-888f-7c521cafbc2c" -version = "0.3.2" +version = "0.3.5" [[deps.Pkg]] deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"] uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" -version = "1.9.0" +version = "1.10.0" [[deps.PooledArrays]] deps = ["DataAPI", "Future"] -git-tree-sha1 = "a6062fe4063cdafe78f4a0a81cfffb89721b30e7" +git-tree-sha1 = "36d8b4b899628fb92c2749eb488d884a926614d3" uuid = "2dfb63ee-cc39-5dd5-95bd-886bf059d720" -version = "1.4.2" +version = "1.4.3" [[deps.PrecompileTools]] deps = ["Preferences"] -git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81" +git-tree-sha1 = "5aa36f7049a63a1528fe8f7c3f2113413ffd4e1f" uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a" -version = "1.1.2" +version = "1.2.1" [[deps.Preferences]] deps = ["TOML"] -git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1" +git-tree-sha1 = "9306f6085165d270f7e3db02af26a400d580f5c6" uuid = "21216c6a-2e73-6563-6e65-726566657250" -version = "1.4.0" +version = "1.4.3" [[deps.PrettyPrint]] git-tree-sha1 = "632eb4abab3449ab30c5e1afaa874f0b98b586e4" @@ -1219,10 +1265,10 @@ uuid = "8162dcfd-2161-5ef2-ae6c-7681170c5f98" version = "0.2.0" [[deps.PrettyTables]] -deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"] -git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c" +deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "Reexport", "StringManipulation", "Tables"] +git-tree-sha1 = "66b20dd35966a748321d3b2537c4584cf40387c7" uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d" -version = "2.2.4" +version = "2.3.2" [[deps.Printf]] deps = ["Unicode"] @@ -1239,21 +1285,9 @@ deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"] uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" [[deps.Random]] -deps = ["SHA", "Serialization"] +deps = ["SHA"] uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" -[[deps.Random123]] -deps = ["Random", "RandomNumbers"] -git-tree-sha1 = "552f30e847641591ba3f39fd1bed559b9deb0ef3" -uuid = "74087812-796a-5b5d-8853-05524746bad3" -version = "1.6.1" - -[[deps.RandomNumbers]] -deps = ["Random", "Requires"] -git-tree-sha1 = "043da614cc7e95c703498a491e2c21f58a2b8111" -uuid = "e6cf234a-135c-5ec9-84dd-332b85af5143" -version = "1.5.3" - [[deps.RealDot]] deps = ["LinearAlgebra"] git-tree-sha1 = "9f0a1b71baaf7650f4fa8a1d168c7fb6ee41f0c9" @@ -1277,15 +1311,15 @@ version = "0.7.0" [[deps.Scratch]] deps = ["Dates"] -git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a" +git-tree-sha1 = "3bac05bc7e74a75fd9cba4295cde4045d9fe2386" uuid = "6c6a2e73-6563-6170-7368-637461726353" -version = "1.2.0" +version = "1.2.1" [[deps.SentinelArrays]] deps = ["Dates", "Random"] -git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39" +git-tree-sha1 = "ff11acffdb082493657550959d4feb4b6149e73a" uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c" -version = "1.4.0" +version = "1.4.5" [[deps.Serialization]] uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b" @@ -1316,30 +1350,31 @@ git-tree-sha1 = "5d7e3f4e11935503d3ecaf7186eac40602e7d231" uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d" version = "0.9.4" -[[deps.SnoopPrecompile]] -deps = ["Preferences"] -git-tree-sha1 = "e760a70afdcd461cf01a575947738d359234665c" -uuid = "66db9d55-30c0-4569-8b51-7e840670fc0c" -version = "1.0.3" - [[deps.Sockets]] uuid = "6462fe0b-24de-5631-8697-dd941f90decc" [[deps.SortingAlgorithms]] deps = ["DataStructures"] -git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00" +git-tree-sha1 = "66e0a8e672a0bdfca2c3f5937efb8538b9ddc085" uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c" -version = "1.1.0" +version = "1.2.1" [[deps.SparseArrays]] deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"] uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" +version = "1.10.0" + +[[deps.SparseInverseSubset]] +deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"] +git-tree-sha1 = "52962839426b75b3021296f7df242e40ecfc0852" +uuid = "dc90abb0-5640-4711-901d-7e5b23a2fada" +version = "0.1.2" [[deps.SpecialFunctions]] deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"] -git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880" +git-tree-sha1 = "2f5d4697f21388cbe1ff299430dd169ef97d7e14" uuid = "276daf66-3868-5448-9aa4-cd146d93841b" -version = "2.2.0" +version = "2.4.0" weakdeps = ["ChainRulesCore"] [deps.SpecialFunctions.extensions] @@ -1358,55 +1393,74 @@ uuid = "cae243ae-269e-4f55-b966-ac2d0dc13c15" version = "0.1.1" [[deps.StaticArrays]] -deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"] -git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83" +deps = ["LinearAlgebra", "PrecompileTools", "Random", "StaticArraysCore"] 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"LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"] -git-tree-sha1 = "75ebe04c5bed70b91614d684259b661c9e6274a4" +git-tree-sha1 = "5cf7606d6cef84b543b483848d4ae08ad9832b21" uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" -version = "0.34.0" +version = "0.34.3" + +[[deps.StridedViews]] +deps = ["LinearAlgebra", "PackageExtensionCompat"] +git-tree-sha1 = "5b765c4e401693ab08981989f74a36a010aa1d8e" +uuid = "4db3bf67-4bd7-4b4e-b153-31dc3fb37143" +version = "0.2.2" -[[deps.Strided]] -deps = ["LinearAlgebra", "TupleTools"] -git-tree-sha1 = "a7a664c91104329c88222aa20264e1a05b6ad138" -uuid = "5e0ebb24-38b0-5f93-81fe-25c709ecae67" -version = "1.2.3" + [deps.StridedViews.extensions] + StridedViewsCUDAExt = "CUDA" + + [deps.StridedViews.weakdeps] + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" [[deps.StringEncodings]] deps = ["Libiconv_jll"] -git-tree-sha1 = "33c0da881af3248dafefb939a21694b97cfece76" +git-tree-sha1 = 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StructArraysStaticArraysExt = "StaticArrays" [[deps.StructTypes]] deps = ["Dates", "UUIDs"] @@ -1414,10 +1468,14 @@ git-tree-sha1 = "ca4bccb03acf9faaf4137a9abc1881ed1841aa70" uuid = "856f2bd8-1eba-4b0a-8007-ebc267875bd4" version = "1.10.0" +[[deps.SuiteSparse]] +deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"] +uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9" + [[deps.SuiteSparse_jll]] -deps = ["Artifacts", "Libdl", "Pkg", "libblastrampoline_jll"] +deps = ["Artifacts", "Libdl", "libblastrampoline_jll"] uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c" -version = "5.10.1+6" +version = "7.2.1+1" [[deps.TOML]] deps = ["Dates"] @@ -1431,10 +1489,10 @@ uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c" version = "1.0.1" [[deps.Tables]] -deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"] -git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec" +deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "OrderedCollections", "TableTraits"] +git-tree-sha1 = "598cd7c1f68d1e205689b1c2fe65a9f85846f297" uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" -version = "1.10.1" +version = "1.12.0" [[deps.Tar]] deps = ["ArgTools", "SHA"] @@ -1451,33 +1509,39 @@ version = "0.1.1" deps = ["InteractiveUtils", "Logging", "Random", "Serialization"] uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" -[[deps.TimerOutputs]] -deps = ["ExprTools", "Printf"] -git-tree-sha1 = "f548a9e9c490030e545f72074a41edfd0e5bcdd7" -uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f" -version = "0.5.23" - [[deps.TranscodingStreams]] -deps = ["Random", "Test"] -git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769" +git-tree-sha1 = "96612ac5365777520c3c5396314c8cf7408f436a" uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" -version = "0.9.13" +version = "0.11.1" +weakdeps = ["Random", "Test"] + + [deps.TranscodingStreams.extensions] + TestExt = ["Test", "Random"] [[deps.Transducers]] -deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"] -git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37" +deps = ["Accessors", "Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "SplittablesBase", "Tables"] +git-tree-sha1 = "5215a069867476fc8e3469602006b9670e68da23" uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999" -version = "0.4.76" +version = "0.4.82" -[[deps.TupleTools]] -git-tree-sha1 = "3c712976c47707ff893cf6ba4354aa14db1d8938" -uuid = "9d95972d-f1c8-5527-a6e0-b4b365fa01f6" -version = "1.3.0" + [deps.Transducers.extensions] + TransducersBlockArraysExt = "BlockArrays" + TransducersDataFramesExt = "DataFrames" + TransducersLazyArraysExt = "LazyArrays" + TransducersOnlineStatsBaseExt = "OnlineStatsBase" + TransducersReferenceablesExt = "Referenceables" + + [deps.Transducers.weakdeps] + BlockArrays = "8e7c35d0-a365-5155-bbbb-fb81a777f24e" + DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" + LazyArrays = "5078a376-72f3-5289-bfd5-ec5146d43c02" + OnlineStatsBase = "925886fa-5bf2-5e8e-b522-a9147a512338" + Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e" [[deps.URIs]] -git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a" +git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b" uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4" -version = "1.4.2" +version = "1.5.1" [[deps.UUIDs]] deps = ["Random", "SHA"] @@ -1486,6 +1550,23 @@ uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" [[deps.Unicode]] uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5" +[[deps.Unitful]] +deps = ["Dates", "LinearAlgebra", "Random"] +git-tree-sha1 = "d95fe458f26209c66a187b1114df96fd70839efd" +uuid = "1986cc42-f94f-5a68-af5c-568840ba703d" +version = "1.21.0" +weakdeps = ["ConstructionBase", "InverseFunctions"] + + [deps.Unitful.extensions] + ConstructionBaseUnitfulExt = "ConstructionBase" + InverseFunctionsUnitfulExt = "InverseFunctions" + +[[deps.UnitfulAtomic]] +deps = ["Unitful"] +git-tree-sha1 = "903be579194534af1c4b4778d1ace676ca042238" +uuid = "a7773ee8-282e-5fa2-be4e-bd808c38a91a" +version = "1.0.0" + [[deps.UnsafeAtomics]] git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278" uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f" @@ -1493,9 +1574,15 @@ version = "0.2.1" [[deps.UnsafeAtomicsLLVM]] deps = ["LLVM", "UnsafeAtomics"] -git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175" +git-tree-sha1 = "bf2c553f25e954a9b38c9c0593a59bb13113f9e5" uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249" -version = "0.1.2" +version = "0.1.5" + +[[deps.VectorInterface]] +deps = ["LinearAlgebra"] +git-tree-sha1 = "7aff7d62bffad9bba9928eb6ab55226b32a351eb" +uuid = "409d34a3-91d5-4945-b6ec-7529ddf182d8" +version = "0.4.6" [[deps.WeakRefStrings]] deps = ["DataAPI", "InlineStrings", "Parsers"] @@ -1517,13 +1604,13 @@ version = "0.10.1" [[deps.Zlib_jll]] deps = ["Libdl"] uuid = "83775a58-1f1d-513f-b197-d71354ab007a" -version = "1.2.13+0" +version = "1.2.13+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 = "5be3ddb88fc992a7d8ea96c3f10a49a7e98ebc7b" +git-tree-sha1 = "19c586905e78a26f7e4e97f81716057bd6b1bc54" uuid = "e88e6eb3-aa80-5325-afca-941959d7151f" -version = "0.6.62" +version = "0.6.70" [deps.Zygote.extensions] ZygoteColorsExt = "Colors" @@ -1537,36 +1624,30 @@ version = "0.6.62" [[deps.ZygoteRules]] deps = ["ChainRulesCore", "MacroTools"] -git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d" +git-tree-sha1 = "27798139afc0a2afa7b1824c206d5e87ea587a00" uuid = "700de1a5-db45-46bc-99cf-38207098b444" -version = "0.2.3" - -[[deps.cuDNN]] -deps = ["CEnum", "CUDA", "CUDNN_jll"] -git-tree-sha1 = "f65490d187861d6222cb38bcbbff3fd949a7ec3e" -uuid = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" -version = "1.0.4" +version = "0.2.5" [[deps.libaec_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "eddd19a8dea6b139ea97bdc8a0e2667d4b661720" +git-tree-sha1 = "46bf7be2917b59b761247be3f317ddf75e50e997" uuid = "477f73a3-ac25-53e9-8cc3-50b2fa2566f0" -version = "1.0.6+1" +version = "1.1.2+0" [[deps.libblastrampoline_jll]] deps = ["Artifacts", "Libdl"] uuid = "8e850b90-86db-534c-a0d3-1478176c7d93" -version = "5.8.0+0" +version = "5.8.0+1" [[deps.nghttp2_jll]] deps = ["Artifacts", "Libdl"] uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" -version = "1.48.0+0" +version = "1.52.0+1" [[deps.p7zip_jll]] deps = ["Artifacts", "Libdl"] uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0" -version = "17.4.0+0" +version = "17.4.0+2" """ # ╔═╡ Cell order: diff --git a/docs/tutorials/introductory_tutorials/node_classification_pluto.jl b/docs/tutorials/introductory_tutorials/node_classification_pluto.jl index e1cf01f96..9b3876b20 100644 --- a/docs/tutorials/introductory_tutorials/node_classification_pluto.jl +++ b/docs/tutorials/introductory_tutorials/node_classification_pluto.jl @@ -1,5 +1,5 @@ ### A Pluto.jl notebook ### -# v0.19.26 +# v0.19.45 #> [frontmatter] #> author = "[Deeptendu Santra](https://github.com/Dsantra92)" @@ -378,11 +378,11 @@ Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" TSne = "24678dba-d5e9-5843-a4c6-250288b04835" [compat] -Flux = "~0.13.16" -GraphNeuralNetworks = "~0.6.6" -MLDatasets = "~0.7.9" -Plots = "~1.38.16" -PlutoUI = "~0.7.51" +Flux = "~0.14.16" +GraphNeuralNetworks = "~0.6.19" +MLDatasets = "~0.7.16" +Plots = "~1.40.5" +PlutoUI = "~0.7.59" TSne = "~1.3.0" """ @@ -390,49 +390,53 @@ TSne = "~1.3.0" PLUTO_MANIFEST_TOML_CONTENTS = """ # This file is machine-generated - editing it directly is not advised -julia_version = "1.9.1" +julia_version = "1.10.4" manifest_format = "2.0" -project_hash = "e6a3d73a547b07b276f328b7d279f88621b88446" +project_hash = "fb2b669c9e43473fabf01e07c834a510ae36fa5e" [[deps.AbstractFFTs]] deps = ["LinearAlgebra"] -git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0" +git-tree-sha1 = "d92ad398961a3ed262d8bf04a1a2b8340f915fef" uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c" -version = "1.3.1" -weakdeps = ["ChainRulesCore"] +version = "1.5.0" +weakdeps = ["ChainRulesCore", "Test"] [deps.AbstractFFTs.extensions] AbstractFFTsChainRulesCoreExt = "ChainRulesCore" + AbstractFFTsTestExt = "Test" [[deps.AbstractPlutoDingetjes]] deps = ["Pkg"] -git-tree-sha1 = "8eaf9f1b4921132a4cff3f36a1d9ba923b14a481" +git-tree-sha1 = "6e1d2a35f2f90a4bc7c2ed98079b2ba09c35b83a" uuid = "6e696c72-6542-2067-7265-42206c756150" -version = "1.1.4" +version = "1.3.2" [[deps.Accessors]] -deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Requires", "Test"] -git-tree-sha1 = "954634616d5846d8e216df1298be2298d55280b2" +deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Markdown", "Test"] +git-tree-sha1 = "f61b15be1d76846c0ce31d3fcfac5380ae53db6a" uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697" -version = "0.1.32" +version = "0.1.37" [deps.Accessors.extensions] AccessorsAxisKeysExt = "AxisKeys" AccessorsIntervalSetsExt = "IntervalSets" AccessorsStaticArraysExt = "StaticArrays" AccessorsStructArraysExt = "StructArrays" + AccessorsUnitfulExt = "Unitful" [deps.Accessors.weakdeps] AxisKeys = "94b1ba4f-4ee9-5380-92f1-94cde586c3c5" IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953" + Requires = "ae029012-a4dd-5104-9daa-d747884805df" StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a" + Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d" [[deps.Adapt]] deps = ["LinearAlgebra", "Requires"] -git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24" +git-tree-sha1 = "6a55b747d1812e699320963ffde36f1ebdda4099" uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e" -version = "3.6.2" +version = "4.0.4" weakdeps = ["StaticArrays"] [deps.Adapt.extensions] @@ -449,9 +453,9 @@ version = "1.1.1" [[deps.ArnoldiMethod]] deps = ["LinearAlgebra", "Random", "StaticArrays"] -git-tree-sha1 = "62e51b39331de8911e4a7ff6f5aaf38a5f4cc0ae" +git-tree-sha1 = "d57bd3762d308bded22c3b82d033bff85f6195c6" uuid = "ec485272-7323-5ecc-a04f-4719b315124d" -version = "0.2.0" +version = "0.4.0" [[deps.Artifacts]] uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33" @@ -462,23 +466,30 @@ git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be" uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458" version = "0.1.0" +[[deps.AtomsBase]] +deps = ["LinearAlgebra", "PeriodicTable", "Printf", "Requires", "StaticArrays", "Unitful", "UnitfulAtomic"] +git-tree-sha1 = "995c2b6b17840cd87b722ce9c6cdd72f47bab545" +uuid = "a963bdd2-2df7-4f54-a1ee-49d51e6be12a" +version = "0.3.5" + [[deps.BFloat16s]] deps = ["LinearAlgebra", "Printf", "Random", "Test"] -git-tree-sha1 = "dbf84058d0a8cbbadee18d25cf606934b22d7c66" +git-tree-sha1 = "2c7cc21e8678eff479978a0a2ef5ce2f51b63dff" uuid = "ab4f0b2a-ad5b-11e8-123f-65d77653426b" -version = "0.4.2" +version = "0.5.0" [[deps.BangBang]] -deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"] -git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed" +deps = ["Accessors", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires"] +git-tree-sha1 = "e2144b631226d9eeab2d746ca8880b7ccff504ae" uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66" -version = "0.3.39" +version = "0.4.3" [deps.BangBang.extensions] BangBangChainRulesCoreExt = "ChainRulesCore" BangBangDataFramesExt = "DataFrames" BangBangStaticArraysExt = "StaticArrays" BangBangStructArraysExt = "StructArrays" + BangBangTablesExt = "Tables" BangBangTypedTablesExt = "TypedTables" [deps.BangBang.weakdeps] @@ -486,6 +497,7 @@ version = "0.3.39" DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a" + Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" TypedTables = "9d95f2ec-7b3d-5a63-8d20-e2491e220bb9" [[deps.Base64]] @@ -497,85 +509,59 @@ uuid = "9718e550-a3fa-408a-8086-8db961cd8217" version = "0.1.1" [[deps.BitFlags]] -git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d" +git-tree-sha1 = "0691e34b3bb8be9307330f88d1a3c3f25466c24d" uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35" -version = "0.1.7" +version = "0.1.9" [[deps.BufferedStreams]] -git-tree-sha1 = "5bcb75a2979e40b29eb250cb26daab67aa8f97f5" +git-tree-sha1 = "4ae47f9a4b1dc19897d3743ff13685925c5202ec" uuid = "e1450e63-4bb3-523b-b2a4-4ffa8c0fd77d" -version = "1.2.0" +version = "1.2.1" [[deps.Bzip2_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2" +git-tree-sha1 = "9e2a6b69137e6969bab0152632dcb3bc108c8bdd" uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0" -version = "1.0.8+0" +version = "1.0.8+1" [[deps.CEnum]] -git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90" +git-tree-sha1 = "389ad5c84de1ae7cf0e28e381131c98ea87d54fc" uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82" -version = "0.4.2" +version = "0.5.0" [[deps.CSV]] deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"] -git-tree-sha1 = "44dbf560808d49041989b8a96cae4cffbeb7966a" +git-tree-sha1 = "6c834533dc1fabd820c1db03c839bf97e45a3fab" uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" -version = "0.10.11" - -[[deps.CUDA]] -deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "UnsafeAtomicsLLVM"] -git-tree-sha1 = "442d989978ed3ff4e174c928ee879dc09d1ef693" -uuid = "052768ef-5323-5732-b1bb-66c8b64840ba" -version = "4.3.2" - -[[deps.CUDA_Driver_jll]] -deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"] -git-tree-sha1 = "498f45593f6ddc0adff64a9310bb6710e851781b" -uuid = "4ee394cb-3365-5eb0-8335-949819d2adfc" -version = "0.5.0+1" - -[[deps.CUDA_Runtime_Discovery]] -deps = ["Libdl"] -git-tree-sha1 = "bcc4a23cbbd99c8535a5318455dcf0f2546ec536" -uuid = "1af6417a-86b4-443c-805f-a4643ffb695f" -version = "0.2.2" - -[[deps.CUDA_Runtime_jll]] -deps = ["Artifacts", "CUDA_Driver_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "5248d9c45712e51e27ba9b30eebec65658c6ce29" -uuid = 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+version = "1.18.0+2" [[deps.ChainRules]] -deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"] -git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87" +deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "SparseInverseSubset", "Statistics", "StructArrays", "SuiteSparse"] +git-tree-sha1 = "227985d885b4dbce5e18a96f9326ea1e836e5a03" uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2" -version = "1.51.0" +version = "1.69.0" [[deps.ChainRulesCore]] -deps = ["Compat", "LinearAlgebra", "SparseArrays"] -git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644" +deps = ["Compat", "LinearAlgebra"] +git-tree-sha1 = "71acdbf594aab5bbb2cec89b208c41b4c411e49f" uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" -version = "1.16.0" +version = "1.24.0" +weakdeps = ["SparseArrays"] + + [deps.ChainRulesCore.extensions] + ChainRulesCoreSparseArraysExt = "SparseArrays" [[deps.Chemfiles]] -deps = ["Chemfiles_jll", "DocStringExtensions"] -git-tree-sha1 = "6951fe6a535a07041122a3a6860a63a7a83e081e" +deps = ["AtomsBase", "Chemfiles_jll", "DocStringExtensions", "PeriodicTable", "Unitful", "UnitfulAtomic"] +git-tree-sha1 = "82fe5e341c793cb51149d993307da9543824b206" uuid = "46823bd8-5fb3-5f92-9aa0-96921f3dd015" -version = "0.10.40" +version = "0.10.41" [[deps.Chemfiles_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] @@ -585,33 +571,37 @@ version = "0.10.4+0" [[deps.CodecZlib]] deps = ["TranscodingStreams", "Zlib_jll"] -git-tree-sha1 = "9c209fb7536406834aa938fb149964b985de6c83" +git-tree-sha1 = "b8fe8546d52ca154ac556809e10c75e6e7430ac8" uuid = "944b1d66-785c-5afd-91f1-9de20f533193" -version = "0.7.1" +version = "0.7.5" [[deps.ColorSchemes]] deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"] -git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba" +git-tree-sha1 = "b5278586822443594ff615963b0c09755771b3e0" uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4" -version = "3.21.0" +version = "3.26.0" [[deps.ColorTypes]] deps = ["FixedPointNumbers", "Random"] -git-tree-sha1 = "eb7f0f8307f71fac7c606984ea5fb2817275d6e4" +git-tree-sha1 = "b10d0b65641d57b8b4d5e234446582de5047050d" uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f" -version = "0.11.4" +version = "0.11.5" [[deps.ColorVectorSpace]] -deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "SpecialFunctions", "Statistics", "TensorCore"] -git-tree-sha1 = "600cc5508d66b78aae350f7accdb58763ac18589" +deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "Requires", "Statistics", "TensorCore"] +git-tree-sha1 = "a1f44953f2382ebb937d60dafbe2deea4bd23249" uuid = "c3611d14-8923-5661-9e6a-0046d554d3a4" -version = "0.9.10" +version = "0.10.0" +weakdeps = ["SpecialFunctions"] + + [deps.ColorVectorSpace.extensions] + SpecialFunctionsExt = "SpecialFunctions" [[deps.Colors]] deps = ["ColorTypes", "FixedPointNumbers", "Reexport"] -git-tree-sha1 = "fc08e5930ee9a4e03f84bfb5211cb54e7769758a" +git-tree-sha1 = "362a287c3aa50601b0bc359053d5c2468f0e7ce0" uuid = "5ae59095-9a9b-59fe-a467-6f913c188581" -version = "0.12.10" +version = "0.12.11" [[deps.CommonSubexpressions]] deps = ["MacroTools", "Test"] @@ -620,10 +610,10 @@ uuid = "bbf7d656-a473-5ed7-a52c-81e309532950" version = "0.3.0" [[deps.Compat]] -deps = ["UUIDs"] -git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957" +deps = ["TOML", "UUIDs"] +git-tree-sha1 = "b1c55339b7c6c350ee89f2c1604299660525b248" uuid = "34da2185-b29b-5c13-b0c7-acf172513d20" -version = "4.6.1" +version = "4.15.0" weakdeps = ["Dates", "LinearAlgebra"] [deps.Compat.extensions] @@ -632,7 +622,7 @@ weakdeps = ["Dates", "LinearAlgebra"] [[deps.CompilerSupportLibraries_jll]] deps = ["Artifacts", "Libdl"] uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae" -version = "1.0.2+0" +version = "1.1.1+0" [[deps.CompositionsBase]] git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad" @@ -645,15 +635,15 @@ weakdeps = ["InverseFunctions"] [[deps.ConcurrentUtilities]] deps = ["Serialization", "Sockets"] -git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9" +git-tree-sha1 = "ea32b83ca4fefa1768dc84e504cc0a94fb1ab8d1" uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb" -version = "2.2.0" +version = "2.4.2" [[deps.ConstructionBase]] deps = ["LinearAlgebra"] -git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c" +git-tree-sha1 = "d8a9c0b6ac2d9081bf76324b39c78ca3ce4f0c98" uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9" -version = "1.5.2" +version = "1.5.6" [deps.ConstructionBase.extensions] ConstructionBaseIntervalSetsExt = "IntervalSets" @@ -670,9 +660,9 @@ uuid = "6add18c4-b38d-439d-96f6-d6bc489c04c5" version = "0.1.3" [[deps.Contour]] -git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781" +git-tree-sha1 = "439e35b0b36e2e5881738abc8857bd92ad6ff9a8" uuid = "d38c429a-6771-53c6-b99e-75d170b6e991" -version = "0.6.2" +version = "0.6.3" [[deps.Crayons]] git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15" @@ -680,27 +670,27 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f" version = "4.1.1" [[deps.DataAPI]] -git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c" +git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe" uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a" -version = "1.15.0" +version = "1.16.0" [[deps.DataDeps]] -deps = ["HTTP", "Libdl", "Reexport", "SHA", "p7zip_jll"] -git-tree-sha1 = "bc0a264d3e7b3eeb0b6fc9f6481f970697f29805" +deps = ["HTTP", "Libdl", "Reexport", "SHA", "Scratch", "p7zip_jll"] +git-tree-sha1 = "8ae085b71c462c2cb1cfedcb10c3c877ec6cf03f" uuid = "124859b0-ceae-595e-8997-d05f6a7a8dfe" -version = "0.7.10" +version = "0.7.13" [[deps.DataFrames]] -deps = ["Compat", "DataAPI", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SnoopPrecompile", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] -git-tree-sha1 = "aa51303df86f8626a962fccb878430cdb0a97eee" +deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] +git-tree-sha1 = "04c738083f29f86e62c8afc341f0967d8717bdb8" uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" -version = "1.5.0" +version = "1.6.1" [[deps.DataStructures]] deps = ["Compat", "InteractiveUtils", "OrderedCollections"] -git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0" +git-tree-sha1 = "1d0a14036acb104d9e89698bd408f63ab58cdc82" uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" -version = "0.18.13" +version = "0.18.20" [[deps.DataValueInterfaces]] git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6" @@ -735,10 +725,15 @@ uuid = "b552c78f-8df3-52c6-915a-8e097449b14b" version = "1.15.1" [[deps.Distances]] -deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"] -git-tree-sha1 = "49eba9ad9f7ead780bfb7ee319f962c811c6d3b2" +deps = ["LinearAlgebra", "Statistics", "StatsAPI"] +git-tree-sha1 = "66c4c81f259586e8f002eacebc177e1fb06363b0" uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7" -version = "0.10.8" +version = "0.10.11" +weakdeps = ["ChainRulesCore", "SparseArrays"] + + [deps.Distances.extensions] + DistancesChainRulesCoreExt = "ChainRulesCore" + DistancesSparseArraysExt = "SparseArrays" [[deps.Distributed]] deps = ["Random", "Serialization", "Sockets"] @@ -755,16 +750,23 @@ deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"] uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6" version = "1.6.0" +[[deps.EpollShim_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "8e9441ee83492030ace98f9789a654a6d0b1f643" +uuid = "2702e6a9-849d-5ed8-8c21-79e8b8f9ee43" +version = "0.0.20230411+0" + +[[deps.ExceptionUnwrapping]] +deps = ["Test"] +git-tree-sha1 = "dcb08a0d93ec0b1cdc4af184b26b591e9695423a" +uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4" +version = "0.1.10" + [[deps.Expat_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "1c6317308b9dc757616f0b5cb379db10494443a7" uuid = "2e619515-83b5-522b-bb60-26c02a35a201" -version = "2.4.8+0" - -[[deps.ExprTools]] -git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00" -uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04" -version = "0.1.9" +version = "2.6.2+0" [[deps.FFMPEG]] deps = ["FFMPEG_jll"] @@ -773,16 +775,16 @@ uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a" version = "0.4.1" [[deps.FFMPEG_jll]] -deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "PCRE2_jll", "Pkg", "Zlib_jll", "libaom_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"] -git-tree-sha1 = "74faea50c1d007c85837327f6775bea60b5492dd" +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"] +git-tree-sha1 = "466d45dc38e15794ec7d5d63ec03d776a9aff36e" uuid = "b22a6f82-2f65-5046-a5b2-351ab43fb4e5" -version = "4.4.2+2" +version = "4.4.4+1" [[deps.FLoops]] deps = ["BangBang", "Compat", "FLoopsBase", "InitialValues", "JuliaVariables", "MLStyle", "Serialization", "Setfield", "Transducers"] -git-tree-sha1 = "ffb97765602e3cbe59a0589d237bf07f245a8576" +git-tree-sha1 = "0a2e5873e9a5f54abb06418d57a8df689336a660" uuid = "cc61a311-1640-44b5-9fba-1b764f453329" -version = "0.2.1" +version = "0.2.2" [[deps.FLoopsBase]] deps = ["ContextVariablesX"] @@ -792,139 +794,137 @@ version = "0.1.1" [[deps.FileIO]] deps = ["Pkg", "Requires", "UUIDs"] -git-tree-sha1 = "299dc33549f68299137e51e6d49a13b5b1da9673" +git-tree-sha1 = "82d8afa92ecf4b52d78d869f038ebfb881267322" uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549" -version = "1.16.1" +version = "1.16.3" [[deps.FilePathsBase]] deps = ["Compat", "Dates", "Mmap", "Printf", "Test", "UUIDs"] -git-tree-sha1 = "e27c4ebe80e8699540f2d6c805cc12203b614f12" +git-tree-sha1 = "9f00e42f8d99fdde64d40c8ea5d14269a2e2c1aa" uuid = "48062228-2e41-5def-b9a4-89aafe57970f" -version = "0.9.20" +version = "0.9.21" [[deps.FileWatching]] uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee" [[deps.FillArrays]] -deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"] -git-tree-sha1 = "589d3d3bff204bdd80ecc53293896b4f39175723" +deps = ["LinearAlgebra"] +git-tree-sha1 = "0653c0a2396a6da5bc4766c43041ef5fd3efbe57" uuid = "1a297f60-69ca-5386-bcde-b61e274b549b" -version = "1.1.1" +version = "1.11.0" + + [deps.FillArrays.extensions] + FillArraysPDMatsExt = "PDMats" + FillArraysSparseArraysExt = "SparseArrays" + FillArraysStatisticsExt = "Statistics" + + [deps.FillArrays.weakdeps] + PDMats = "90014a1f-27ba-587c-ab20-58faa44d9150" + SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" + Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" [[deps.FixedPointNumbers]] deps = ["Statistics"] -git-tree-sha1 = "335bfdceacc84c5cdf16aadc768aa5ddfc5383cc" +git-tree-sha1 = "05882d6995ae5c12bb5f36dd2ed3f61c98cbb172" uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93" -version = "0.8.4" +version = "0.8.5" [[deps.Flux]] -deps = ["Adapt", "CUDA", "ChainRulesCore", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NNlibCUDA", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote", "cuDNN"] -git-tree-sha1 = "64005071944bae14fc145661f617eb68b339189c" +deps = ["Adapt", "ChainRulesCore", "Compat", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote"] +git-tree-sha1 = "edacf029ed6276301e455e34d7ceeba8cc34078a" uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c" -version = "0.13.16" +version = "0.14.16" [deps.Flux.extensions] - AMDGPUExt = "AMDGPU" + FluxAMDGPUExt = "AMDGPU" + FluxCUDAExt = "CUDA" + FluxCUDAcuDNNExt = ["CUDA", "cuDNN"] + FluxMetalExt = "Metal" [deps.Flux.weakdeps] AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e" - -[[deps.FoldsThreads]] -deps = ["Accessors", "FunctionWrappers", "InitialValues", "SplittablesBase", "Transducers"] -git-tree-sha1 = "eb8e1989b9028f7e0985b4268dabe94682249025" -uuid = "9c68100b-dfe1-47cf-94c8-95104e173443" -version = "0.1.1" + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" + Metal = "dde4c033-4e86-420c-a63e-0dd931031962" + cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" [[deps.Fontconfig_jll]] -deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Pkg", "Zlib_jll"] -git-tree-sha1 = "21efd19106a55620a188615da6d3d06cd7f6ee03" +deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Zlib_jll"] +git-tree-sha1 = "db16beca600632c95fc8aca29890d83788dd8b23" uuid = "a3f928ae-7b40-5064-980b-68af3947d34b" -version = "2.13.93+0" +version = "2.13.96+0" -[[deps.Formatting]] -deps = ["Printf"] -git-tree-sha1 = "8339d61043228fdd3eb658d86c926cb282ae72a8" -uuid = "59287772-0a20-5a39-b81b-1366585eb4c0" -version = "0.4.2" +[[deps.Format]] +git-tree-sha1 = "9c68794ef81b08086aeb32eeaf33531668d5f5fc" +uuid = "1fa38f19-a742-5d3f-a2b9-30dd87b9d5f8" +version = "1.3.7" [[deps.ForwardDiff]] deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"] -git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d" +git-tree-sha1 = "cf0fe81336da9fb90944683b8c41984b08793dad" uuid = "f6369f11-7733-5829-9624-2563aa707210" -version = "0.10.35" +version = "0.10.36" weakdeps = ["StaticArrays"] [deps.ForwardDiff.extensions] ForwardDiffStaticArraysExt = "StaticArrays" [[deps.FreeType2_jll]] -deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"] -git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9" +deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"] +git-tree-sha1 = "5c1d8ae0efc6c2e7b1fc502cbe25def8f661b7bc" uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7" -version = "2.10.4+0" +version = "2.13.2+0" [[deps.FriBidi_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "aa31987c2ba8704e23c6c8ba8a4f769d5d7e4f91" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "1ed150b39aebcc805c26b93a8d0122c940f64ce2" uuid = "559328eb-81f9-559d-9380-de523a88c83c" -version = "1.0.10+0" - -[[deps.FunctionWrappers]] -git-tree-sha1 = "d62485945ce5ae9c0c48f124a84998d755bae00e" -uuid = "069b7b12-0de2-55c6-9aab-29f3d0a68a2e" -version = "1.1.3" +version = "1.0.14+0" [[deps.Functors]] deps = ["LinearAlgebra"] -git-tree-sha1 = "478f8c3145bb91d82c2cf20433e8c1b30df454cc" +git-tree-sha1 = "8a66c07630d6428eaab3506a0eabfcf4a9edea05" uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196" -version = "0.4.4" +version = "0.4.11" [[deps.Future]] deps = ["Random"] uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820" [[deps.GLFW_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Pkg", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll"] -git-tree-sha1 = "d972031d28c8c8d9d7b41a536ad7bb0c2579caca" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll", "xkbcommon_jll"] +git-tree-sha1 = "3f74912a156096bd8fdbef211eff66ab446e7297" uuid = "0656b61e-2033-5cc2-a64a-77c0f6c09b89" -version = "3.3.8+0" +version = "3.4.0+0" [[deps.GPUArrays]] deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"] -git-tree-sha1 = "a3351bc577a6b49297248aadc23a4add1097c2ac" +git-tree-sha1 = "a74c3f1cf56a3dfcdef0605f8cdb7015926aae30" uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7" -version = "8.7.1" +version = "10.3.0" [[deps.GPUArraysCore]] deps = ["Adapt"] -git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0" +git-tree-sha1 = "ec632f177c0d990e64d955ccc1b8c04c485a0950" uuid = "46192b85-c4d5-4398-a991-12ede77f4527" -version = "0.1.5" - -[[deps.GPUCompiler]] -deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "Scratch", "TimerOutputs", "UUIDs"] -git-tree-sha1 = "cb090aea21c6ca78d59672a7e7d13bd56d09de64" -uuid = "61eb1bfa-7361-4325-ad38-22787b887f55" -version = "0.20.3" +version = "0.1.6" [[deps.GR]] -deps = ["Artifacts", "Base64", "DelimitedFiles", "Downloads", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Preferences", "Printf", "Random", "Serialization", "Sockets", "TOML", "Tar", "Test", "UUIDs", "p7zip_jll"] -git-tree-sha1 = "8b8a2fd4536ece6e554168c21860b6820a8a83db" +deps = ["Artifacts", "Base64", "DelimitedFiles", "Downloads", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Preferences", "Printf", "Qt6Wayland_jll", "Random", "Serialization", "Sockets", "TOML", "Tar", "Test", "p7zip_jll"] +git-tree-sha1 = "629693584cef594c3f6f99e76e7a7ad17e60e8d5" uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71" -version = "0.72.7" +version = "0.73.7" [[deps.GR_jll]] -deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"] -git-tree-sha1 = "19fad9cd9ae44847fe842558a744748084a722d1" +deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "FreeType2_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt6Base_jll", "Zlib_jll", "libpng_jll"] +git-tree-sha1 = "a8863b69c2a0859f2c2c87ebdc4c6712e88bdf0d" uuid = "d2c73de3-f751-5644-a686-071e5b155ba9" -version = "0.72.7+0" +version = "0.73.7+0" [[deps.GZip]] -deps = ["Libdl"] -git-tree-sha1 = "039be665faf0b8ae36e089cd694233f5dee3f7d6" +deps = ["Libdl", "Zlib_jll"] +git-tree-sha1 = "0085ccd5ec327c077ec5b91a5f937b759810ba62" uuid = "92fee26a-97fe-5a0c-ad85-20a5f3185b63" -version = "0.5.1" +version = "0.6.2" [[deps.Gettext_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"] @@ -933,10 +933,10 @@ uuid = "78b55507-aeef-58d4-861c-77aaff3498b1" version = "0.21.0+0" [[deps.Glib_jll]] -deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Pkg", "Zlib_jll"] -git-tree-sha1 = "d3b3624125c1474292d0d8ed0f65554ac37ddb23" +deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Zlib_jll"] +git-tree-sha1 = "7c82e6a6cd34e9d935e9aa4051b66c6ff3af59ba" uuid = "7746bdde-850d-59dc-9ae8-88ece973131d" -version = "2.74.0+2" +version = "2.80.2+0" [[deps.Glob]] git-tree-sha1 = "97285bbd5230dd766e9ef6749b80fc617126d496" @@ -944,16 +944,18 @@ uuid = "c27321d9-0574-5035-807b-f59d2c89b15c" version = "1.3.1" [[deps.GraphNeuralNetworks]] -deps = ["Adapt", "CUDA", "ChainRulesCore", "DataStructures", "Flux", "Functors", "Graphs", "KrylovKit", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NNlibCUDA", "NearestNeighbors", "Random", "Reexport", "SparseArrays", "Statistics", "StatsBase"] -git-tree-sha1 = "9f6e956209a673862fccc1f467a91a8b8cbc4e88" +deps = ["Adapt", "ChainRulesCore", "DataStructures", "Flux", "Functors", "Graphs", "KrylovKit", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NearestNeighbors", "Random", "Reexport", "SparseArrays", "Statistics", "StatsBase"] +git-tree-sha1 = "6716650d17bf36a41921c679c4d046ac375d5907" uuid = "cffab07f-9bc2-4db1-8861-388f63bf7694" -version = "0.6.6" +version = "0.6.19" + + [deps.GraphNeuralNetworks.extensions] + GraphNeuralNetworksCUDAExt = "CUDA" + GraphNeuralNetworksSimpleWeightedGraphsExt = "SimpleWeightedGraphs" -[[deps.Graphics]] -deps = ["Colors", "LinearAlgebra", "NaNMath"] -git-tree-sha1 = "d61890399bc535850c4bf08e4e0d3a7ad0f21cbd" -uuid = "a2bd30eb-e257-5431-a919-1863eab51364" -version = "1.1.2" + [deps.GraphNeuralNetworks.weakdeps] + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" + SimpleWeightedGraphs = "47aef6b3-ad0c-573a-a1e2-d07658019622" [[deps.Graphite2_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -963,9 +965,9 @@ version = "1.3.14+0" [[deps.Graphs]] deps = ["ArnoldiMethod", "Compat", "DataStructures", "Distributed", "Inflate", "LinearAlgebra", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics"] -git-tree-sha1 = "1cf1d7dcb4bc32d7b4a5add4232db3750c27ecb4" +git-tree-sha1 = "ebd18c326fa6cee1efb7da9a3b45cf69da2ed4d9" uuid = "86223c79-3864-5bf0-83f7-82e725a168b6" -version = "1.8.0" +version = "1.11.2" [[deps.Grisu]] git-tree-sha1 = "53bb909d1151e57e2484c3d1b53e19552b887fb2" @@ -973,22 +975,28 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe" version = "1.0.2" [[deps.HDF5]] -deps = ["Compat", "HDF5_jll", "Libdl", "Mmap", "Random", "Requires", "UUIDs"] -git-tree-sha1 = "c73fdc3d9da7700691848b78c61841274076932a" +deps = ["Compat", "HDF5_jll", "Libdl", "MPIPreferences", "Mmap", "Preferences", "Printf", "Random", "Requires", "UUIDs"] +git-tree-sha1 = "e856eef26cf5bf2b0f95f8f4fc37553c72c8641c" uuid = "f67ccb44-e63f-5c2f-98bd-6dc0ccc4ba2f" -version = "0.16.15" +version = "0.17.2" + + [deps.HDF5.extensions] + MPIExt = "MPI" + + [deps.HDF5.weakdeps] + MPI = "da04e1cc-30fd-572f-bb4f-1f8673147195" [[deps.HDF5_jll]] -deps = ["Artifacts", "JLLWrappers", "LibCURL_jll", "Libdl", "OpenSSL_jll", "Pkg", "Zlib_jll"] -git-tree-sha1 = "4cc2bb72df6ff40b055295fdef6d92955f9dede8" +deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "LazyArtifacts", "LibCURL_jll", "Libdl", "MPICH_jll", "MPIPreferences", "MPItrampoline_jll", "MicrosoftMPI_jll", "OpenMPI_jll", "OpenSSL_jll", "TOML", "Zlib_jll", "libaec_jll"] +git-tree-sha1 = "38c8874692d48d5440d5752d6c74b0c6b0b60739" uuid = "0234f1f7-429e-5d53-9886-15a909be8d59" -version = "1.12.2+2" +version = "1.14.2+1" [[deps.HTTP]] -deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"] -git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272" +deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"] +git-tree-sha1 = "d1d712be3164d61d1fb98e7ce9bcbc6cc06b45ed" uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3" -version = "1.9.6" +version = "1.10.8" [[deps.HarfBuzz_jll]] deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"] @@ -996,52 +1004,58 @@ git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3" uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566" version = "2.8.1+1" +[[deps.Hwloc_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "5e19e1e4fa3e71b774ce746274364aef0234634e" +uuid = "e33a78d0-f292-5ffc-b300-72abe9b543c8" +version = "2.11.1+0" + [[deps.Hyperscript]] deps = ["Test"] -git-tree-sha1 = "8d511d5b81240fc8e6802386302675bdf47737b9" +git-tree-sha1 = "179267cfa5e712760cd43dcae385d7ea90cc25a4" uuid = "47d2ed2b-36de-50cf-bf87-49c2cf4b8b91" -version = "0.0.4" +version = "0.0.5" [[deps.HypertextLiteral]] deps = ["Tricks"] -git-tree-sha1 = "c47c5fa4c5308f27ccaac35504858d8914e102f9" +git-tree-sha1 = "7134810b1afce04bbc1045ca1985fbe81ce17653" uuid = "ac1192a8-f4b3-4bfe-ba22-af5b92cd3ab2" -version = "0.9.4" +version = "0.9.5" [[deps.IOCapture]] deps = ["Logging", "Random"] -git-tree-sha1 = "d75853a0bdbfb1ac815478bacd89cd27b550ace6" +git-tree-sha1 = "b6d6bfdd7ce25b0f9b2f6b3dd56b2673a66c8770" uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89" -version = "0.2.3" +version = "0.2.5" [[deps.IRTools]] -deps = ["InteractiveUtils", "MacroTools", "Test"] -git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5" +deps = ["InteractiveUtils", "MacroTools"] +git-tree-sha1 = "950c3717af761bc3ff906c2e8e52bd83390b6ec2" uuid = "7869d1d1-7146-5819-86e3-90919afe41df" -version = "0.4.10" +version = "0.4.14" [[deps.ImageBase]] deps = ["ImageCore", "Reexport"] -git-tree-sha1 = "b51bb8cae22c66d0f6357e3bcb6363145ef20835" +git-tree-sha1 = "eb49b82c172811fd2c86759fa0553a2221feb909" uuid = "c817782e-172a-44cc-b673-b171935fbb9e" -version = "0.1.5" +version = "0.1.7" [[deps.ImageCore]] -deps = ["AbstractFFTs", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Graphics", "MappedArrays", "MosaicViews", "OffsetArrays", "PaddedViews", "Reexport"] -git-tree-sha1 = "acf614720ef026d38400b3817614c45882d75500" +deps = ["ColorVectorSpace", "Colors", "FixedPointNumbers", "MappedArrays", "MosaicViews", "OffsetArrays", "PaddedViews", "PrecompileTools", "Reexport"] +git-tree-sha1 = "b2a7eaa169c13f5bcae8131a83bc30eff8f71be0" uuid = "a09fc81d-aa75-5fe9-8630-4744c3626534" -version = "0.9.4" +version = "0.10.2" [[deps.ImageShow]] deps = ["Base64", "ColorSchemes", "FileIO", "ImageBase", "ImageCore", "OffsetArrays", "StackViews"] -git-tree-sha1 = "ce28c68c900eed3cdbfa418be66ed053e54d4f56" +git-tree-sha1 = "3b5344bcdbdc11ad58f3b1956709b5b9345355de" uuid = "4e3cecfd-b093-5904-9786-8bbb286a6a31" -version = "0.3.7" +version = "0.3.8" [[deps.Inflate]] -git-tree-sha1 = "5cd07aab533df5170988219191dfad0519391428" +git-tree-sha1 = "d1b1b796e47d94588b3757fe84fbf65a5ec4a80d" uuid = "d25df0c9-e2be-5dd7-82c8-3ad0b3e990b9" -version = "0.1.3" +version = "0.1.5" [[deps.InitialValues]] git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3" @@ -1049,10 +1063,17 @@ uuid = "22cec73e-a1b8-11e9-2c92-598750a2cf9c" version = "0.3.1" [[deps.InlineStrings]] -deps = ["Parsers"] -git-tree-sha1 = "9cc2baf75c6d09f9da536ddf58eb2f29dedaf461" +git-tree-sha1 = "45521d31238e87ee9f9732561bfee12d4eebd52d" uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48" -version = "1.4.0" +version = "1.4.2" + + [deps.InlineStrings.extensions] + ArrowTypesExt = "ArrowTypes" + ParsersExt = "Parsers" + + [deps.InlineStrings.weakdeps] + ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd" + Parsers = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" [[deps.InteractiveUtils]] deps = ["Markdown"] @@ -1066,9 +1087,13 @@ version = "0.7.0" [[deps.InverseFunctions]] deps = ["Test"] -git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67" +git-tree-sha1 = "18c59411ece4838b18cd7f537e56cf5e41ce5bfd" uuid = "3587e190-3f89-42d0-90ee-14403ec27112" -version = "0.1.9" +version = "0.1.15" +weakdeps = ["Dates"] + + [deps.InverseFunctions.extensions] + DatesExt = "Dates" [[deps.InvertedIndices]] git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038" @@ -1086,22 +1111,22 @@ uuid = "82899510-4779-5014-852e-03e436cf321d" version = "1.0.0" [[deps.JLD2]] -deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "Printf", "Reexport", "Requires", "TranscodingStreams", "UUIDs"] -git-tree-sha1 = "42c17b18ced77ff0be65957a591d34f4ed57c631" +deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "PrecompileTools", "Reexport", "Requires", "TranscodingStreams", "UUIDs", "Unicode"] +git-tree-sha1 = "5fe858cb863e211c6dedc8cce2dc0752d4ab6e2b" uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819" -version = "0.4.31" +version = "0.4.50" [[deps.JLFzf]] deps = ["Pipe", "REPL", "Random", "fzf_jll"] -git-tree-sha1 = "f377670cda23b6b7c1c0b3893e37451c5c1a2185" +git-tree-sha1 = "a53ebe394b71470c7f97c2e7e170d51df21b17af" uuid = "1019f520-868f-41f5-a6de-eb00f4b6a39c" -version = "0.1.5" +version = "0.1.7" [[deps.JLLWrappers]] -deps = ["Preferences"] -git-tree-sha1 = "abc9885a7ca2052a736a600f7fa66209f96506e1" +deps = ["Artifacts", "Preferences"] +git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca" uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210" -version = "1.4.1" +version = "1.5.0" [[deps.JSON]] deps = ["Dates", "Mmap", "Parsers", "Unicode"] @@ -1111,15 +1136,21 @@ version = "0.21.4" [[deps.JSON3]] deps = ["Dates", "Mmap", "Parsers", "PrecompileTools", "StructTypes", "UUIDs"] -git-tree-sha1 = "5b62d93f2582b09e469b3099d839c2d2ebf5066d" +git-tree-sha1 = "eb3edce0ed4fa32f75a0a11217433c31d56bd48b" uuid = "0f8b85d8-7281-11e9-16c2-39a750bddbf1" -version = "1.13.1" +version = "1.14.0" + + [deps.JSON3.extensions] + JSON3ArrowExt = ["ArrowTypes"] + + [deps.JSON3.weakdeps] + ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd" [[deps.JpegTurbo_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc" +git-tree-sha1 = "c84a835e1a09b289ffcd2271bf2a337bbdda6637" uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8" -version = "2.1.91+0" +version = "3.0.3+0" [[deps.JuliaVariables]] deps = ["MLStyle", "NameResolution"] @@ -1128,22 +1159,28 @@ uuid = "b14d175d-62b4-44ba-8fb7-3064adc8c3ec" version = "0.2.4" [[deps.KernelAbstractions]] -deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"] -git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4" +deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "Requires", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"] +git-tree-sha1 = "d0448cebd5919e06ca5edc7a264631790de810ec" uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c" -version = "0.9.4" +version = "0.9.22" + + [deps.KernelAbstractions.extensions] + EnzymeExt = "EnzymeCore" + + [deps.KernelAbstractions.weakdeps] + EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869" [[deps.KrylovKit]] -deps = ["ChainRulesCore", "GPUArraysCore", "LinearAlgebra", "Printf"] -git-tree-sha1 = "1a5e1d9941c783b0119897d29f2eb665d876ecf3" +deps = ["ChainRulesCore", "GPUArraysCore", "LinearAlgebra", "Printf", "VectorInterface"] +git-tree-sha1 = "3f3a92bbe8f568b689a7f7bc193f7c717d793751" uuid = "0b1a1467-8014-51b9-945f-bf0ae24f4b77" -version = "0.6.0" +version = "0.7.1" [[deps.LAME_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "f6250b16881adf048549549fba48b1161acdac8c" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "170b660facf5df5de098d866564877e119141cbd" uuid = "c1c5ebd0-6772-5130-a774-d5fcae4a789d" -version = "3.100.1+0" +version = "3.100.2+0" [[deps.LERC_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -1152,39 +1189,43 @@ uuid = "88015f11-f218-50d7-93a8-a6af411a945d" version = "3.0.0+1" [[deps.LLVM]] -deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"] -git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818" +deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Preferences", "Printf", "Requires", "Unicode"] +git-tree-sha1 = "020abd49586480c1be84f57da0017b5d3db73f7c" uuid = "929cbde3-209d-540e-8aea-75f648917ca0" -version = "5.2.0" +version = "8.0.0" +weakdeps = ["BFloat16s"] + + [deps.LLVM.extensions] + BFloat16sExt = "BFloat16s" [[deps.LLVMExtra_jll]] deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217" +git-tree-sha1 = "c2636c264861edc6d305e6b4d528f09566d24c5e" uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab" -version = "0.0.22+0" +version = "0.0.30+0" [[deps.LLVMOpenMP_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "d986ce2d884d49126836ea94ed5bfb0f12679713" uuid = "1d63c593-3942-5779-bab2-d838dc0a180e" -version = "15.0.4+0" +version = "15.0.7+0" [[deps.LZO_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "e5b909bcf985c5e2605737d2ce278ed791b89be6" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "70c5da094887fd2cae843b8db33920bac4b6f07d" uuid = "dd4b983a-f0e5-5f8d-a1b7-129d4a5fb1ac" -version = "2.10.1+0" +version = "2.10.2+0" [[deps.LaTeXStrings]] -git-tree-sha1 = "f2355693d6778a178ade15952b7ac47a4ff97996" +git-tree-sha1 = "50901ebc375ed41dbf8058da26f9de442febbbec" uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f" -version = "1.3.0" +version = "1.3.1" [[deps.Latexify]] -deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"] -git-tree-sha1 = "f428ae552340899a935973270b8d98e5a31c49fe" +deps = ["Format", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Requires"] +git-tree-sha1 = "5b0d630f3020b82c0775a51d05895852f8506f50" uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316" -version = "0.16.1" +version = "0.16.4" [deps.Latexify.extensions] DataFramesExt = "DataFrames" @@ -1206,21 +1247,26 @@ version = "0.3.1" [[deps.LibCURL]] deps = ["LibCURL_jll", "MozillaCACerts_jll"] uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21" -version = "0.6.3" +version = "0.6.4" [[deps.LibCURL_jll]] deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"] uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0" -version = "7.84.0+0" +version = "8.4.0+0" [[deps.LibGit2]] -deps = ["Base64", "NetworkOptions", "Printf", "SHA"] +deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"] uuid = "76f85450-5226-5b5a-8eaa-529ad045b433" +[[deps.LibGit2_jll]] +deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"] +uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5" +version = "1.6.4+0" + [[deps.LibSSH2_jll]] deps = ["Artifacts", "Libdl", "MbedTLS_jll"] uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8" -version = "1.10.2+0" +version = "1.11.0+1" [[deps.Libdl]] uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb" @@ -1232,10 +1278,10 @@ uuid = "e9f186c6-92d2-5b65-8a66-fee21dc1b490" version = "3.2.2+1" [[deps.Libgcrypt_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll", "Pkg"] -git-tree-sha1 = "64613c82a59c120435c067c2b809fc61cf5166ae" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll"] +git-tree-sha1 = "9fd170c4bbfd8b935fdc5f8b7aa33532c991a673" uuid = "d4300ac3-e22c-5743-9152-c294e39db1e4" -version = "1.8.7+0" +version = "1.8.11+0" [[deps.Libglvnd_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll", "Xorg_libXext_jll"] @@ -1244,34 +1290,34 @@ uuid = "7e76a0d4-f3c7-5321-8279-8d96eeed0f29" version = "1.6.0+0" [[deps.Libgpg_error_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "c333716e46366857753e273ce6a69ee0945a6db9" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "fbb1f2bef882392312feb1ede3615ddc1e9b99ed" uuid = "7add5ba3-2f88-524e-9cd5-f83b8a55f7b8" -version = "1.42.0+0" +version = "1.49.0+0" [[deps.Libiconv_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "c7cb1f5d892775ba13767a87c7ada0b980ea0a71" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "f9557a255370125b405568f9767d6d195822a175" uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531" -version = "1.16.1+2" +version = "1.17.0+0" [[deps.Libmount_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "9c30530bf0effd46e15e0fdcf2b8636e78cbbd73" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "0c4f9c4f1a50d8f35048fa0532dabbadf702f81e" uuid = "4b2f31a3-9ecc-558c-b454-b3730dcb73e9" -version = "2.35.0+0" +version = "2.40.1+0" [[deps.Libtiff_jll]] -deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "LERC_jll", "Libdl", "Pkg", "Zlib_jll", "Zstd_jll"] -git-tree-sha1 = "3eb79b0ca5764d4799c06699573fd8f533259713" +deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "LERC_jll", "Libdl", "XZ_jll", "Zlib_jll", "Zstd_jll"] +git-tree-sha1 = "2da088d113af58221c52828a80378e16be7d037a" uuid = "89763e89-9b03-5906-acba-b20f662cd828" -version = "4.4.0+0" +version = "4.5.1+1" [[deps.Libuuid_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "7f3efec06033682db852f8b3bc3c1d2b0a0ab066" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "5ee6203157c120d79034c748a2acba45b82b8807" uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700" -version = "2.36.0+0" +version = "2.40.1+0" [[deps.LinearAlgebra]] deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"] @@ -1279,9 +1325,9 @@ uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" [[deps.LogExpFunctions]] deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"] -git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f" +git-tree-sha1 = "a2d09619db4e765091ee5c6ffe8872849de0feea" uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688" -version = "0.3.24" +version = "0.3.28" [deps.LogExpFunctions.extensions] LogExpFunctionsChainRulesCoreExt = "ChainRulesCore" @@ -1298,15 +1344,15 @@ uuid = "56ddb016-857b-54e1-b83d-db4d58db5568" [[deps.LoggingExtras]] deps = ["Dates", "Logging"] -git-tree-sha1 = "cedb76b37bc5a6c702ade66be44f831fa23c681e" +git-tree-sha1 = "c1dd6d7978c12545b4179fb6153b9250c96b0075" uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36" -version = "1.0.0" +version = "1.0.3" [[deps.MAT]] deps = ["BufferedStreams", "CodecZlib", "HDF5", "SparseArrays"] -git-tree-sha1 = "79fd0b5ee384caf8ebba6c8fb3f365ca3e2c5493" +git-tree-sha1 = "1d2dd9b186742b0f317f2530ddcbf00eebb18e96" uuid = "23992714-dd62-5051-b70f-ba57cb901cac" -version = "0.10.5" +version = "0.10.7" [[deps.MIMEs]] git-tree-sha1 = "65f28ad4b594aebe22157d6fac869786a255b7eb" @@ -1314,10 +1360,10 @@ uuid = "6c6e2e6c-3030-632d-7369-2d6c69616d65" version = "0.1.4" [[deps.MLDatasets]] -deps = ["CSV", "Chemfiles", "DataDeps", "DataFrames", "DelimitedFiles", "FileIO", "FixedPointNumbers", "GZip", "Glob", "HDF5", "ImageShow", "JLD2", "JSON3", "LazyModules", "MAT", "MLUtils", "NPZ", "Pickle", "Printf", "Requires", "SparseArrays", "Tables"] -git-tree-sha1 = "498b37aa3ebb4407adea36df1b244fa4e397de5e" +deps = ["CSV", "Chemfiles", "DataDeps", "DataFrames", "DelimitedFiles", "FileIO", "FixedPointNumbers", "GZip", "Glob", "HDF5", "ImageShow", "JLD2", "JSON3", "LazyModules", "MAT", "MLUtils", "NPZ", "Pickle", "Printf", "Requires", "SparseArrays", "Statistics", "Tables"] +git-tree-sha1 = "55ed5f79697232389d894d05e93633a03e774818" uuid = "eb30cadb-4394-5ae3-aed4-317e484a6458" -version = "0.7.9" +version = "0.7.16" [[deps.MLStyle]] git-tree-sha1 = "bc38dff0548128765760c79eb7388a4b37fae2c8" @@ -1325,16 +1371,34 @@ uuid = "d8e11817-5142-5d16-987a-aa16d5891078" version = "0.4.17" [[deps.MLUtils]] -deps = ["ChainRulesCore", "Compat", "DataAPI", "DelimitedFiles", "FLoops", "FoldsThreads", "NNlib", "Random", "ShowCases", "SimpleTraits", "Statistics", "StatsBase", "Tables", "Transducers"] -git-tree-sha1 = "ca31739905ddb08c59758726e22b9e25d0d1521b" +deps = ["ChainRulesCore", "Compat", "DataAPI", "DelimitedFiles", "FLoops", "NNlib", "Random", "ShowCases", "SimpleTraits", "Statistics", "StatsBase", "Tables", "Transducers"] +git-tree-sha1 = "b45738c2e3d0d402dffa32b2c1654759a2ac35a4" uuid = "f1d291b0-491e-4a28-83b9-f70985020b54" -version = "0.4.2" +version = "0.4.4" + +[[deps.MPICH_jll]] +deps = ["Artifacts", "CompilerSupportLibraries_jll", "Hwloc_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"] +git-tree-sha1 = "19d4bd098928a3263693991500d05d74dbdc2004" +uuid = "7cb0a576-ebde-5e09-9194-50597f1243b4" +version = "4.2.2+0" + +[[deps.MPIPreferences]] +deps = ["Libdl", "Preferences"] +git-tree-sha1 = "c105fe467859e7f6e9a852cb15cb4301126fac07" +uuid = "3da0fdf6-3ccc-4f1b-acd9-58baa6c99267" +version = "0.1.11" + +[[deps.MPItrampoline_jll]] +deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"] +git-tree-sha1 = "8c35d5420193841b2f367e658540e8d9e0601ed0" +uuid = "f1f71cc9-e9ae-5b93-9b94-4fe0e1ad3748" +version = "5.4.0+0" [[deps.MacroTools]] deps = ["Markdown", "Random"] -git-tree-sha1 = "42324d08725e200c23d4dfb549e0d5d89dede2d2" +git-tree-sha1 = "2fa9ee3e63fd3a4f7a9a4f4744a52f4856de82df" uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09" -version = "0.5.10" +version = "0.5.13" [[deps.MappedArrays]] git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e" @@ -1346,15 +1410,15 @@ deps = ["Base64"] uuid = "d6f4376e-aef5-505a-96c1-9c027394607a" [[deps.MbedTLS]] -deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "Random", "Sockets"] -git-tree-sha1 = "03a9b9718f5682ecb107ac9f7308991db4ce395b" +deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "NetworkOptions", "Random", "Sockets"] +git-tree-sha1 = "c067a280ddc25f196b5e7df3877c6b226d390aaf" uuid = "739be429-bea8-5141-9913-cc70e7f3736d" -version = "1.1.7" +version = "1.1.9" [[deps.MbedTLS_jll]] deps = ["Artifacts", "Libdl"] uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1" -version = "2.28.2+0" +version = "2.28.2+1" [[deps.Measures]] git-tree-sha1 = "c13304c81eec1ed3af7fc20e75fb6b26092a1102" @@ -1362,16 +1426,22 @@ uuid = "442fdcdd-2543-5da2-b0f3-8c86c306513e" version = "0.3.2" [[deps.MicroCollections]] -deps = ["BangBang", "InitialValues", "Setfield"] -git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e" +deps = ["Accessors", "BangBang", "InitialValues"] +git-tree-sha1 = "44d32db644e84c75dab479f1bc15ee76a1a3618f" uuid = "128add7d-3638-4c79-886c-908ea0c25c34" -version = "0.1.4" +version = "0.2.0" + +[[deps.MicrosoftMPI_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "f12a29c4400ba812841c6ace3f4efbb6dbb3ba01" +uuid = "9237b28f-5490-5468-be7b-bb81f5f5e6cf" +version = "10.1.4+2" [[deps.Missings]] deps = ["DataAPI"] -git-tree-sha1 = "f66bdc5de519e8f8ae43bdc598782d35a25b1272" +git-tree-sha1 = "ec4f7fbeab05d7747bdf98eb74d130a2a2ed298d" uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28" -version = "1.1.0" +version = "1.2.0" [[deps.Mmap]] uuid = "a63ad114-7e13-5084-954f-fe012c677804" @@ -1384,25 +1454,27 @@ version = "0.3.4" [[deps.MozillaCACerts_jll]] uuid = "14a3606d-f60d-562e-9121-12d972cd8159" -version = "2022.10.11" +version = "2023.1.10" [[deps.NNlib]] deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"] -git-tree-sha1 = "99e6dbb50d8a96702dc60954569e9fe7291cc55d" +git-tree-sha1 = "190dcada8cf9520198058c4544862b1f88c6c577" uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd" -version = "0.8.20" +version = "0.9.21" [deps.NNlib.extensions] NNlibAMDGPUExt = "AMDGPU" + NNlibCUDACUDNNExt = ["CUDA", "cuDNN"] + NNlibCUDAExt = "CUDA" + NNlibEnzymeCoreExt = "EnzymeCore" + NNlibFFTWExt = "FFTW" [deps.NNlib.weakdeps] AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e" - -[[deps.NNlibCUDA]] -deps = ["Adapt", "CUDA", "LinearAlgebra", "NNlib", "Random", "Statistics", "cuDNN"] -git-tree-sha1 = "f94a9684394ff0d325cc12b06da7032d8be01aaf" -uuid = "a00861dc-f156-4864-bf3c-e6376f28a68d" -version = "0.2.7" + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" + EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869" + FFTW = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341" + cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" [[deps.NPZ]] deps = ["FileIO", "ZipFile"] @@ -1424,19 +1496,22 @@ version = "0.1.5" [[deps.NearestNeighbors]] deps = ["Distances", "StaticArrays"] -git-tree-sha1 = "2c3726ceb3388917602169bed973dbc97f1b51a8" +git-tree-sha1 = "91a67b4d73842da90b526011fa85c5c4c9343fe0" uuid = "b8a86587-4115-5ab1-83bc-aa920d37bbce" -version = "0.4.13" +version = "0.4.18" [[deps.NetworkOptions]] uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908" version = "1.2.0" [[deps.OffsetArrays]] -deps = ["Adapt"] -git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4" +git-tree-sha1 = "1a27764e945a152f7ca7efa04de513d473e9542e" uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881" -version = "1.12.9" +version = "1.14.1" +weakdeps = ["Adapt"] + + [deps.OffsetArrays.extensions] + OffsetArraysAdaptExt = "Adapt" [[deps.Ogg_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -1446,31 +1521,37 @@ version = "1.3.5+1" [[deps.OneHotArrays]] deps = ["Adapt", "ChainRulesCore", "Compat", "GPUArraysCore", "LinearAlgebra", "NNlib"] -git-tree-sha1 = "f511fca956ed9e70b80cd3417bb8c2dde4b68644" +git-tree-sha1 = "963a3f28a2e65bb87a68033ea4a616002406037d" uuid = "0b1bfda6-eb8a-41d2-88d8-f5af5cad476f" -version = "0.2.3" +version = "0.2.5" [[deps.OpenBLAS_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"] uuid = "4536629a-c528-5b80-bd46-f80d51c5b363" -version = "0.3.21+4" +version = "0.3.23+4" [[deps.OpenLibm_jll]] deps = ["Artifacts", "Libdl"] uuid = "05823500-19ac-5b8b-9628-191a04bc5112" -version = "0.8.1+0" +version = "0.8.1+2" + +[[deps.OpenMPI_jll]] +deps = ["Artifacts", "CompilerSupportLibraries_jll", "Hwloc_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML", "Zlib_jll"] +git-tree-sha1 = "2f0a1d8c79bc385ec3fcda12830c9d0e72b30e71" +uuid = "fe0851c0-eecd-5654-98d4-656369965a5c" +version = "5.0.4+0" [[deps.OpenSSL]] deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"] -git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2" +git-tree-sha1 = "38cb508d080d21dc1128f7fb04f20387ed4c0af4" uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c" -version = "1.4.1" +version = "1.4.3" [[deps.OpenSSL_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5" +git-tree-sha1 = "a028ee3cb5641cccc4c24e90c36b0a4f7707bdf5" uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95" -version = "1.1.21+0" +version = "3.0.14+0" [[deps.OpenSpecFun_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"] @@ -1480,9 +1561,9 @@ version = "0.5.5+0" [[deps.Optimisers]] deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"] -git-tree-sha1 = "6a01f65dd8583dee82eecc2a19b0ff21521aa749" +git-tree-sha1 = "6572fe0c5b74431aaeb0b18a4aa5ef03c84678be" uuid = "3bd65402-5787-11e9-1adc-39752487f4e2" -version = "0.2.18" +version = "0.3.3" [[deps.Opus_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -1491,14 +1572,20 @@ uuid = "91d4177d-7536-5919-b921-800302f37372" version = "1.3.2+0" [[deps.OrderedCollections]] -git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282" +git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5" uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d" -version = "1.6.0" +version = "1.6.3" [[deps.PCRE2_jll]] deps = ["Artifacts", "Libdl"] uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15" -version = "10.42.0+0" +version = "10.42.0+1" + +[[deps.PackageExtensionCompat]] +git-tree-sha1 = "fb28e33b8a95c4cee25ce296c817d89cc2e53518" +uuid = "65ce6f38-6b18-4e1d-a461-8949797d7930" +version = "1.0.2" +weakdeps = ["Requires", "TOML"] [[deps.PaddedViews]] deps = ["OffsetArrays"] @@ -1508,15 +1595,21 @@ version = "0.5.12" [[deps.Parsers]] deps = ["Dates", "PrecompileTools", "UUIDs"] -git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0" +git-tree-sha1 = "8489905bcdbcfac64d1daa51ca07c0d8f0283821" uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" -version = "2.7.0" +version = "2.8.1" + +[[deps.PeriodicTable]] +deps = ["Base64", "Unitful"] +git-tree-sha1 = "238aa6298007565529f911b734e18addd56985e1" +uuid = "7b2266bf-644c-5ea3-82d8-af4bbd25a884" +version = "1.2.1" [[deps.Pickle]] -deps = ["DataStructures", "InternedStrings", "Serialization", "SparseArrays", "Strided", "StringEncodings", "ZipFile"] -git-tree-sha1 = "e6a34eb1dc0c498f0774bbfbbbeff2de101f4235" +deps = ["BFloat16s", "DataStructures", "InternedStrings", "Mmap", "Serialization", "SparseArrays", "StridedViews", "StringEncodings", "ZipFile"] +git-tree-sha1 = "e99da19b86b7e1547b423fc1721b260cfbe83acb" uuid = "fbb45041-c46e-462f-888f-7c521cafbc2c" -version = "0.3.2" +version = "0.3.5" [[deps.Pipe]] git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d" @@ -1525,32 +1618,32 @@ version = "1.3.0" [[deps.Pixman_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"] -git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87" +git-tree-sha1 = "35621f10a7531bc8fa58f74610b1bfb70a3cfc6b" uuid = "30392449-352a-5448-841d-b1acce4e97dc" -version = "0.42.2+0" +version = "0.43.4+0" [[deps.Pkg]] deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"] uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" -version = "1.9.0" +version = "1.10.0" [[deps.PlotThemes]] deps = ["PlotUtils", "Statistics"] -git-tree-sha1 = "1f03a2d339f42dca4a4da149c7e15e9b896ad899" +git-tree-sha1 = "6e55c6841ce3411ccb3457ee52fc48cb698d6fb0" uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a" -version = "3.1.0" +version = "3.2.0" [[deps.PlotUtils]] deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"] -git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227" +git-tree-sha1 = "7b1a9df27f072ac4c9c7cbe5efb198489258d1f5" uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043" -version = "1.3.5" +version = "1.4.1" [[deps.Plots]] -deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"] -git-tree-sha1 = "75ca67b2c6512ad2d0c767a7cfc55e75075f8bbc" +deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "TOML", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"] +git-tree-sha1 = "082f0c4b70c202c37784ce4bfbc33c9f437685bf" uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" -version = "1.38.16" +version = "1.40.5" [deps.Plots.extensions] FileIOExt = "FileIO" @@ -1568,27 +1661,27 @@ version = "1.38.16" [[deps.PlutoUI]] deps = ["AbstractPlutoDingetjes", "Base64", "ColorTypes", "Dates", "FixedPointNumbers", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "MIMEs", "Markdown", "Random", "Reexport", "URIs", "UUIDs"] -git-tree-sha1 = "b478a748be27bd2f2c73a7690da219d0844db305" +git-tree-sha1 = "ab55ee1510ad2af0ff674dbcced5e94921f867a9" uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8" -version = "0.7.51" +version = "0.7.59" [[deps.PooledArrays]] deps = ["DataAPI", "Future"] -git-tree-sha1 = "a6062fe4063cdafe78f4a0a81cfffb89721b30e7" +git-tree-sha1 = "36d8b4b899628fb92c2749eb488d884a926614d3" uuid = "2dfb63ee-cc39-5dd5-95bd-886bf059d720" -version = "1.4.2" +version = "1.4.3" [[deps.PrecompileTools]] deps = ["Preferences"] -git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81" +git-tree-sha1 = "5aa36f7049a63a1528fe8f7c3f2113413ffd4e1f" uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a" -version = "1.1.2" +version = "1.2.1" [[deps.Preferences]] deps = ["TOML"] -git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1" +git-tree-sha1 = "9306f6085165d270f7e3db02af26a400d580f5c6" uuid = "21216c6a-2e73-6563-6e65-726566657250" -version = "1.4.0" +version = "1.4.3" [[deps.PrettyPrint]] git-tree-sha1 = "632eb4abab3449ab30c5e1afaa874f0b98b586e4" @@ -1596,10 +1689,10 @@ uuid = "8162dcfd-2161-5ef2-ae6c-7681170c5f98" version = "0.2.0" [[deps.PrettyTables]] -deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"] -git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c" +deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "Reexport", "StringManipulation", "Tables"] +git-tree-sha1 = "66b20dd35966a748321d3b2537c4584cf40387c7" uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d" -version = "2.2.4" +version = "2.3.2" [[deps.Printf]] deps = ["Unicode"] @@ -1613,36 +1706,42 @@ version = "0.1.4" [[deps.ProgressMeter]] deps = ["Distributed", "Printf"] -git-tree-sha1 = "d7a7aef8f8f2d537104f170139553b14dfe39fe9" +git-tree-sha1 = "8f6bc219586aef8baf0ff9a5fe16ee9c70cb65e4" uuid = "92933f4c-e287-5a05-a399-4b506db050ca" -version = "1.7.2" - -[[deps.Qt5Base_jll]] -deps = ["Artifacts", "CompilerSupportLibraries_jll", "Fontconfig_jll", "Glib_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "OpenSSL_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libxcb_jll", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_keysyms_jll", "Xorg_xcb_util_renderutil_jll", "Xorg_xcb_util_wm_jll", "Zlib_jll", "xkbcommon_jll"] -git-tree-sha1 = "0c03844e2231e12fda4d0086fd7cbe4098ee8dc5" -uuid = "ea2cea3b-5b76-57ae-a6ef-0a8af62496e1" -version = "5.15.3+2" +version = "1.10.2" + +[[deps.Qt6Base_jll]] +deps = ["Artifacts", "CompilerSupportLibraries_jll", "Fontconfig_jll", "Glib_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "OpenSSL_jll", "Vulkan_Loader_jll", "Xorg_libSM_jll", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Xorg_libxcb_jll", "Xorg_xcb_util_cursor_jll", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_keysyms_jll", "Xorg_xcb_util_renderutil_jll", "Xorg_xcb_util_wm_jll", "Zlib_jll", "libinput_jll", "xkbcommon_jll"] +git-tree-sha1 = "492601870742dcd38f233b23c3ec629628c1d724" +uuid = "c0090381-4147-56d7-9ebc-da0b1113ec56" +version = "6.7.1+1" + +[[deps.Qt6Declarative_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Qt6Base_jll", "Qt6ShaderTools_jll"] +git-tree-sha1 = "e5dd466bf2569fe08c91a2cc29c1003f4797ac3b" +uuid = "629bc702-f1f5-5709-abd5-49b8460ea067" +version = "6.7.1+2" + +[[deps.Qt6ShaderTools_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Qt6Base_jll"] +git-tree-sha1 = "1a180aeced866700d4bebc3120ea1451201f16bc" +uuid = "ce943373-25bb-56aa-8eca-768745ed7b5a" +version = "6.7.1+1" + +[[deps.Qt6Wayland_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Qt6Base_jll", "Qt6Declarative_jll"] +git-tree-sha1 = "729927532d48cf79f49070341e1d918a65aba6b0" +uuid = "e99dba38-086e-5de3-a5b1-6e4c66e897c3" +version = "6.7.1+1" [[deps.REPL]] deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"] uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" [[deps.Random]] -deps = ["SHA", "Serialization"] +deps = ["SHA"] uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" -[[deps.Random123]] -deps = ["Random", "RandomNumbers"] -git-tree-sha1 = "552f30e847641591ba3f39fd1bed559b9deb0ef3" -uuid = "74087812-796a-5b5d-8853-05524746bad3" -version = "1.6.1" - -[[deps.RandomNumbers]] -deps = ["Random", "Requires"] -git-tree-sha1 = "043da614cc7e95c703498a491e2c21f58a2b8111" -uuid = "e6cf234a-135c-5ec9-84dd-332b85af5143" -version = "1.5.3" - [[deps.RealDot]] deps = ["LinearAlgebra"] git-tree-sha1 = "9f0a1b71baaf7650f4fa8a1d168c7fb6ee41f0c9" @@ -1668,9 +1767,9 @@ version = "1.2.2" [[deps.RelocatableFolders]] deps = ["SHA", "Scratch"] -git-tree-sha1 = "90bc7a7c96410424509e4263e277e43250c05691" +git-tree-sha1 = "ffdaf70d81cf6ff22c2b6e733c900c3321cab864" uuid = "05181044-ff0b-4ac5-8273-598c1e38db00" -version = "1.0.0" +version = "1.0.1" [[deps.Requires]] deps = ["UUIDs"] @@ -1684,15 +1783,15 @@ version = "0.7.0" [[deps.Scratch]] deps = ["Dates"] -git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a" +git-tree-sha1 = "3bac05bc7e74a75fd9cba4295cde4045d9fe2386" uuid = "6c6a2e73-6563-6170-7368-637461726353" -version = "1.2.0" +version = "1.2.1" [[deps.SentinelArrays]] deps = ["Dates", "Random"] -git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39" +git-tree-sha1 = "ff11acffdb082493657550959d4feb4b6149e73a" uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c" -version = "1.4.0" +version = "1.4.5" [[deps.Serialization]] uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b" @@ -1729,30 +1828,31 @@ git-tree-sha1 = "5d7e3f4e11935503d3ecaf7186eac40602e7d231" uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d" version = "0.9.4" -[[deps.SnoopPrecompile]] -deps = ["Preferences"] -git-tree-sha1 = "e760a70afdcd461cf01a575947738d359234665c" -uuid = "66db9d55-30c0-4569-8b51-7e840670fc0c" -version = "1.0.3" - [[deps.Sockets]] uuid = "6462fe0b-24de-5631-8697-dd941f90decc" [[deps.SortingAlgorithms]] deps = ["DataStructures"] -git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00" +git-tree-sha1 = "66e0a8e672a0bdfca2c3f5937efb8538b9ddc085" uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c" -version = "1.1.0" +version = "1.2.1" [[deps.SparseArrays]] deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"] uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" +version = "1.10.0" + +[[deps.SparseInverseSubset]] +deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"] +git-tree-sha1 = "52962839426b75b3021296f7df242e40ecfc0852" +uuid = "dc90abb0-5640-4711-901d-7e5b23a2fada" +version = "0.1.2" [[deps.SpecialFunctions]] deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"] -git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880" +git-tree-sha1 = "2f5d4697f21388cbe1ff299430dd169ef97d7e14" uuid = "276daf66-3868-5448-9aa4-cd146d93841b" -version = "2.2.0" +version = "2.4.0" weakdeps = ["ChainRulesCore"] [deps.SpecialFunctions.extensions] @@ -1771,55 +1871,74 @@ uuid = "cae243ae-269e-4f55-b966-ac2d0dc13c15" version = "0.1.1" [[deps.StaticArrays]] -deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"] -git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83" +deps = ["LinearAlgebra", "PrecompileTools", "Random", "StaticArraysCore"] +git-tree-sha1 = "eeafab08ae20c62c44c8399ccb9354a04b80db50" uuid = "90137ffa-7385-5640-81b9-e52037218182" -version = "1.5.26" +version = "1.9.7" +weakdeps = ["ChainRulesCore", "Statistics"] + + [deps.StaticArrays.extensions] + StaticArraysChainRulesCoreExt = "ChainRulesCore" + StaticArraysStatisticsExt = "Statistics" [[deps.StaticArraysCore]] -git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a" +git-tree-sha1 = "192954ef1208c7019899fbf8049e717f92959682" uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c" -version = "1.4.0" +version = "1.4.3" [[deps.Statistics]] deps = ["LinearAlgebra", "SparseArrays"] uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" -version = "1.9.0" +version = "1.10.0" [[deps.StatsAPI]] deps = ["LinearAlgebra"] -git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7" +git-tree-sha1 = "1ff449ad350c9c4cbc756624d6f8a8c3ef56d3ed" uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0" -version = "1.6.0" +version = "1.7.0" [[deps.StatsBase]] deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"] -git-tree-sha1 = "75ebe04c5bed70b91614d684259b661c9e6274a4" +git-tree-sha1 = "5cf7606d6cef84b543b483848d4ae08ad9832b21" uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" -version = "0.34.0" +version = "0.34.3" -[[deps.Strided]] -deps = ["LinearAlgebra", "TupleTools"] -git-tree-sha1 = "a7a664c91104329c88222aa20264e1a05b6ad138" -uuid = "5e0ebb24-38b0-5f93-81fe-25c709ecae67" -version = "1.2.3" +[[deps.StridedViews]] +deps = ["LinearAlgebra", "PackageExtensionCompat"] +git-tree-sha1 = "5b765c4e401693ab08981989f74a36a010aa1d8e" +uuid = "4db3bf67-4bd7-4b4e-b153-31dc3fb37143" +version = "0.2.2" + + [deps.StridedViews.extensions] + StridedViewsCUDAExt = "CUDA" + + [deps.StridedViews.weakdeps] + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" [[deps.StringEncodings]] deps = ["Libiconv_jll"] -git-tree-sha1 = "33c0da881af3248dafefb939a21694b97cfece76" +git-tree-sha1 = "b765e46ba27ecf6b44faf70df40c57aa3a547dcb" uuid = "69024149-9ee7-55f6-a4c4-859efe599b68" -version = "0.3.6" +version = "0.3.7" [[deps.StringManipulation]] -git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123" +deps = ["PrecompileTools"] +git-tree-sha1 = "a04cabe79c5f01f4d723cc6704070ada0b9d46d5" uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e" -version = "0.3.0" +version = "0.3.4" [[deps.StructArrays]] -deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"] -git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389" +deps = ["ConstructionBase", "DataAPI", "Tables"] +git-tree-sha1 = "f4dc295e983502292c4c3f951dbb4e985e35b3be" uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a" -version = "0.6.15" +version = "0.6.18" +weakdeps = ["Adapt", "GPUArraysCore", "SparseArrays", "StaticArrays"] + + [deps.StructArrays.extensions] + StructArraysAdaptExt = "Adapt" + StructArraysGPUArraysCoreExt = "GPUArraysCore" + StructArraysSparseArraysExt = "SparseArrays" + StructArraysStaticArraysExt = "StaticArrays" [[deps.StructTypes]] deps = ["Dates", "UUIDs"] @@ -1827,10 +1946,14 @@ git-tree-sha1 = "ca4bccb03acf9faaf4137a9abc1881ed1841aa70" uuid = "856f2bd8-1eba-4b0a-8007-ebc267875bd4" version = "1.10.0" +[[deps.SuiteSparse]] +deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"] +uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9" + [[deps.SuiteSparse_jll]] -deps = ["Artifacts", "Libdl", "Pkg", "libblastrampoline_jll"] +deps = ["Artifacts", "Libdl", "libblastrampoline_jll"] uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c" -version = "5.10.1+6" +version = "7.2.1+1" [[deps.TOML]] deps = ["Dates"] @@ -1850,10 +1973,10 @@ uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c" version = "1.0.1" [[deps.Tables]] -deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"] -git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec" +deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "OrderedCollections", "TableTraits"] +git-tree-sha1 = "598cd7c1f68d1e205689b1c2fe65a9f85846f297" uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" -version = "1.10.1" +version = "1.12.0" [[deps.Tar]] deps = ["ArgTools", "SHA"] @@ -1870,38 +1993,44 @@ version = "0.1.1" deps = ["InteractiveUtils", "Logging", "Random", "Serialization"] uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" -[[deps.TimerOutputs]] -deps = ["ExprTools", "Printf"] -git-tree-sha1 = "f548a9e9c490030e545f72074a41edfd0e5bcdd7" -uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f" -version = "0.5.23" - [[deps.TranscodingStreams]] -deps = ["Random", "Test"] -git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769" +git-tree-sha1 = "96612ac5365777520c3c5396314c8cf7408f436a" uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" -version = "0.9.13" +version = "0.11.1" +weakdeps = ["Random", "Test"] + + [deps.TranscodingStreams.extensions] + TestExt = ["Test", "Random"] [[deps.Transducers]] -deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"] -git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37" +deps = ["Accessors", "Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "SplittablesBase", "Tables"] +git-tree-sha1 = "5215a069867476fc8e3469602006b9670e68da23" uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999" -version = "0.4.76" +version = "0.4.82" + + [deps.Transducers.extensions] + TransducersBlockArraysExt = "BlockArrays" + TransducersDataFramesExt = "DataFrames" + TransducersLazyArraysExt = "LazyArrays" + TransducersOnlineStatsBaseExt = "OnlineStatsBase" + TransducersReferenceablesExt = "Referenceables" + + [deps.Transducers.weakdeps] + BlockArrays = "8e7c35d0-a365-5155-bbbb-fb81a777f24e" + DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" + LazyArrays = "5078a376-72f3-5289-bfd5-ec5146d43c02" + OnlineStatsBase = "925886fa-5bf2-5e8e-b522-a9147a512338" + Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e" [[deps.Tricks]] -git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549" +git-tree-sha1 = "eae1bb484cd63b36999ee58be2de6c178105112f" uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775" -version = "0.1.7" - -[[deps.TupleTools]] -git-tree-sha1 = "3c712976c47707ff893cf6ba4354aa14db1d8938" -uuid = "9d95972d-f1c8-5527-a6e0-b4b365fa01f6" -version = "1.3.0" +version = "0.1.8" [[deps.URIs]] -git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a" +git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b" uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4" -version = "1.4.2" +version = "1.5.1" [[deps.UUIDs]] deps = ["Random", "SHA"] @@ -1917,20 +2046,27 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1" version = "0.4.1" [[deps.Unitful]] -deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"] -git-tree-sha1 = "ba4aa36b2d5c98d6ed1f149da916b3ba46527b2b" +deps = ["Dates", "LinearAlgebra", "Random"] +git-tree-sha1 = "d95fe458f26209c66a187b1114df96fd70839efd" uuid = "1986cc42-f94f-5a68-af5c-568840ba703d" -version = "1.14.0" -weakdeps = ["InverseFunctions"] +version = "1.21.0" +weakdeps = ["ConstructionBase", "InverseFunctions"] [deps.Unitful.extensions] + ConstructionBaseUnitfulExt = "ConstructionBase" InverseFunctionsUnitfulExt = "InverseFunctions" +[[deps.UnitfulAtomic]] +deps = ["Unitful"] +git-tree-sha1 = "903be579194534af1c4b4778d1ace676ca042238" +uuid = "a7773ee8-282e-5fa2-be4e-bd808c38a91a" +version = "1.0.0" + [[deps.UnitfulLatexify]] deps = ["LaTeXStrings", "Latexify", "Unitful"] -git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd" +git-tree-sha1 = "975c354fcd5f7e1ddcc1f1a23e6e091d99e99bc8" uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728" -version = "1.6.3" +version = "1.6.4" [[deps.UnsafeAtomics]] git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278" @@ -1939,26 +2075,38 @@ version = "0.2.1" [[deps.UnsafeAtomicsLLVM]] deps = ["LLVM", "UnsafeAtomics"] -git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175" +git-tree-sha1 = "bf2c553f25e954a9b38c9c0593a59bb13113f9e5" uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249" -version = "0.1.2" +version = "0.1.5" [[deps.Unzip]] git-tree-sha1 = "ca0969166a028236229f63514992fc073799bb78" uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d" version = "0.2.0" +[[deps.VectorInterface]] +deps = ["LinearAlgebra"] +git-tree-sha1 = "7aff7d62bffad9bba9928eb6ab55226b32a351eb" +uuid = "409d34a3-91d5-4945-b6ec-7529ddf182d8" +version = "0.4.6" + +[[deps.Vulkan_Loader_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Wayland_jll", "Xorg_libX11_jll", "Xorg_libXrandr_jll", "xkbcommon_jll"] +git-tree-sha1 = "2f0486047a07670caad3a81a075d2e518acc5c59" +uuid = "a44049a8-05dd-5a78-86c9-5fde0876e88c" +version = "1.3.243+0" + [[deps.Wayland_jll]] -deps = ["Artifacts", "Expat_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg", "XML2_jll"] -git-tree-sha1 = "ed8d92d9774b077c53e1da50fd81a36af3744c1c" +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+0" +version = "1.21.0+1" [[deps.Wayland_protocols_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "4528479aa01ee1b3b4cd0e6faef0e04cf16466da" +git-tree-sha1 = "93f43ab61b16ddfb2fd3bb13b3ce241cafb0e6c9" uuid = "2381bf8a-dfd0-557d-9999-79630e7b1b91" -version = "1.25.0+0" +version = "1.31.0+0" [[deps.WeakRefStrings]] deps = ["DataAPI", "InlineStrings", "Parsers"] @@ -1972,28 +2120,46 @@ uuid = "76eceee3-57b5-4d4a-8e66-0e911cebbf60" version = "1.6.1" [[deps.XML2_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "Zlib_jll"] -git-tree-sha1 = "93c41695bc1c08c46c5899f4fe06d6ead504bb73" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"] +git-tree-sha1 = "d9717ce3518dc68a99e6b96300813760d887a01d" uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a" -version = "2.10.3+0" +version = "2.13.1+0" [[deps.XSLT_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "Pkg", "XML2_jll", "Zlib_jll"] -git-tree-sha1 = "91844873c4085240b95e795f692c4cec4d805f8a" +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 = "1.1.34+0" +version = "1.1.41+0" + +[[deps.XZ_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "ac88fb95ae6447c8dda6a5503f3bafd496ae8632" +uuid = "ffd25f8a-64ca-5728-b0f7-c24cf3aae800" +version = "5.4.6+0" + +[[deps.Xorg_libICE_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "326b4fea307b0b39892b3e85fa451692eda8d46c" +uuid = "f67eecfb-183a-506d-b269-f58e52b52d7c" +version = "1.1.1+0" + +[[deps.Xorg_libSM_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libICE_jll"] +git-tree-sha1 = "3796722887072218eabafb494a13c963209754ce" +uuid = "c834827a-8449-5923-a945-d239c165b7dd" +version = "1.2.4+0" [[deps.Xorg_libX11_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"] -git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"] +git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495" uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc" -version = "1.6.9+4" +version = "1.8.6+0" [[deps.Xorg_libXau_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8" uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec" -version = "1.0.9+4" +version = "1.0.11+0" [[deps.Xorg_libXcursor_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"] @@ -2002,16 +2168,16 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724" version = "1.2.0+4" [[deps.Xorg_libXdmcp_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] -git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4" +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7" uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05" -version = "1.1.3+4" +version = "1.1.4+0" [[deps.Xorg_libXext_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"] -git-tree-sha1 = "b7c0aa8c376b31e4852b360222848637f481f8c3" +deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"] +git-tree-sha1 = "d2d1a5c49fae4ba39983f63de6afcbea47194e85" uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3" -version = "1.3.4+4" +version = "1.3.6+0" [[deps.Xorg_libXfixes_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"] @@ -2038,28 +2204,34 @@ uuid = 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uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b" -version = "3.4.0+0" +version = "3.9.0+0" [[deps.libass_jll]] deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"] @@ -2175,7 +2359,13 @@ version = "0.15.1+0" [[deps.libblastrampoline_jll]] deps = ["Artifacts", "Libdl"] uuid = "8e850b90-86db-534c-a0d3-1478176c7d93" -version = "5.8.0+0" +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"] @@ -2183,27 +2373,39 @@ 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 = 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["Artifacts", "Libdl"] uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" -version = "1.48.0+0" +version = "1.52.0+1" [[deps.p7zip_jll]] deps = ["Artifacts", "Libdl"] uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0" -version = "17.4.0+0" +version = "17.4.0+2" [[deps.x264_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -2219,9 +2421,9 @@ version = "3.5.0+0" [[deps.xkbcommon_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"] -git-tree-sha1 = "9ebfc140cc56e8c2156a15ceac2f0302e327ac0a" +git-tree-sha1 = "9c304562909ab2bab0262639bd4f444d7bc2be37" uuid = "d8fb68d0-12a3-5cfd-a85a-d49703b185fd" -version = "1.4.1+0" +version = "1.4.1+1" """ # ╔═╡ Cell order: diff --git a/docs/tutorials/introductory_tutorials/traffic_prediction.jl b/docs/tutorials/introductory_tutorials/traffic_prediction.jl deleted file mode 100644 index fee111a2c..000000000 --- a/docs/tutorials/introductory_tutorials/traffic_prediction.jl +++ /dev/null @@ -1,246 +0,0 @@ -### A Pluto.jl notebook ### -# v0.19.26 - -#> [frontmatter] -#> author = "[Aurora Rossi](https://github.com/aurorarossi)" -#> title = "Traffic Prediction using recurrent Temporal Graph Convolutional Network" -#> date = "2023-08-21" -#> description = "Traffic Prediction using GraphNeuralNetworks.jl" -#> cover = "assets/traffic.gif" - -using Markdown -using InteractiveUtils - -# ╔═╡ 177a835d-e91d-4f5f-8484-afb2abad400c -# ╠═╡ show_logs = false -begin - using Pkg - Pkg.develop("GraphNeuralNetworks") - Pkg.add("MLDatasets") - Pkg.add("Plots") -end - -# ╔═╡ 1f95ad97-a007-4724-84db-392b0026e1a4 -begin - using GraphNeuralNetworks - using Flux - using Flux.Losses: mae - using MLDatasets: METRLA - using Statistics - using Plots -end - -# ╔═╡ 5fdab668-4003-11ee-33f5-3953225b0c0f -md" -In this tutorial, we will learn how to use a recurrent Temporal Graph Convolutional Network (TGCN) to predict traffic in a spatio-temporal setting. Traffic forecasting is the problem of predicting future traffic trends on a road network given historical traffic data, such as, in our case, traffic speed and time of day. -" - -# ╔═╡ 3dd0ce32-2339-4d5a-9a6f-1f662bc5500b -md" -## Import - -We start by importing the necessary libraries. We use `GraphNeuralNetworks.jl`, `Flux.jl` and `MLDatasets.jl`, among others. -" - -# ╔═╡ ec5caeb6-1f95-4cb9-8739-8cadba29a22d -md" -## Dataset: METR-LA - -We use the `METR-LA` dataset from the paper [Diffusion Convolutional Recurrent Neural Network: Data-driven Traffic Forecasting](https://arxiv.org/pdf/1707.01926.pdf), which contains traffic data from loop detectors in the highway of Los Angeles County. The dataset contains traffic speed data from March 1, 2012 to June 30, 2012. The data is collected every 5 minutes, resulting in 12 observations per hour, from 207 sensors. Each sensor is a node in the graph, and the edges represent the distances between the sensors. -" - -# ╔═╡ f531e39c-6842-494a-b4ac-8904321098c9 -dataset_metrla = METRLA(; num_timesteps = 3) - -# ╔═╡ d5ebf9aa-cec8-4417-baaf-f2e8e19f1cad - g = dataset_metrla[1] - -# ╔═╡ dc2d5e98-2201-4754-bfc6-8ed2bbb82153 -md" -`edge_data` contains the weights of the edges of the graph and -`node_data` contains a node feature vector and a target vector. The latter vectors contain batches of dimension `num_timesteps`, which means that they contain vectors with the node features and targets of `num_timesteps` time steps. Two consecutive batches are shifted by one-time step. -The node features are the traffic speed of the sensors and the time of the day, and the targets are the traffic speed of the sensors in the next time step. -Let's see some examples: -" - -# ╔═╡ 0dde5fd3-72d0-4b15-afb3-9a5b102327c9 -size(g.node_data.features[1]) - -# ╔═╡ f7a6d572-28cf-4d69-a9be-d49f367eca37 -md" -The first dimension correspond to the two features (first line the speed value and the second line the time of the day), the second to the nodes and the third to the number of timestep `num_timesteps`. -" - -# ╔═╡ 3d5503bc-bb97-422e-9465-becc7d3dbe07 -size(g.node_data.targets[1]) - -# ╔═╡ 3569715d-08f5-4605-b946-9ef7ccd86ae5 -md" -In the case of the targets the first dimension is 1 because they store just the speed value. -" - -# ╔═╡ aa4eb172-2a42-4c01-a6ef-c6c95208d5b2 -g.node_data.features[1][:,1,:] - -# ╔═╡ 367ed417-4f53-44d4-8135-0c91c842a75f -g.node_data.features[2][:,1,:] - -# ╔═╡ 7c084eaa-655c-4251-a342-6b6f4df76ddb -g.node_data.targets[1][:,1,:] - -# ╔═╡ bf0d820d-32c0-4731-8053-53d5d499e009 -function plot_data(data,sensor) - p = plot(legend=false, xlabel="Time (h)", ylabel="Normalized speed") - plotdata = [] - for i in 1:3:length(data) - push!(plotdata,data[i][1,sensor,:]) - end - plotdata = reduce(vcat,plotdata) - plot!(p, collect(1:length(data)), plotdata, color = :green, xticks =([i for i in 0:50:250], ["$(i)" for i in 0:4:24])) - return p -end - -# ╔═╡ cb89d1a3-b4ff-421a-8717-a0b7f21dea1a -plot_data(g.node_data.features[1:288],1) - -# ╔═╡ 3b49a612-3a04-4eb5-bfbc-360614f4581a -md" -Now let's construct the static graph, the temporal features and targets from the dataset. -" - -# ╔═╡ 95d8bd24-a40d-409f-a1e7-4174428ef860 -begin - graph = GNNGraph(g.edge_index; edata = g.edge_data, g.num_nodes) - features = g.node_data.features - targets = g.node_data.targets -end; - -# ╔═╡ fde2ac9e-b121-4105-8428-1820b9c17a43 -md" -Now let's construct the `train_loader` and `data_loader`. -" - - -# ╔═╡ 111b7d5d-c7e3-44c0-9e5e-2ed1a86854d3 -begin - train_loader = zip(features[1:200], targets[1:200]) - test_loader = zip(features[2001:2288], targets[2001:2288]) -end; - -# ╔═╡ 572a6633-875b-4d7e-9afc-543b442948fb -md" -## Model: T-GCN - -We use the T-GCN model from the paper [T-GCN: A Temporal Graph Convolutional Network for Traffic Prediction] (https://arxiv.org/pdf/1811.05320.pdf), which consists of a graph convolutional network (GCN) and a gated recurrent unit (GRU). The GCN is used to capture spatial features from the graph, and the GRU is used to capture temporal features from the feature time series. -" - -# ╔═╡ 5502f4fa-3201-4980-b766-2ab88b175b11 -model = GNNChain(TGCN(2 => 100), Dense(100, 1)) - -# ╔═╡ 4a1ec34a-1092-4b4a-b8a8-bd91939ffd9e -md" -![](https://www.researchgate.net/profile/Haifeng-Li-3/publication/335353434/figure/fig4/AS:851870352437249@1580113127759/The-architecture-of-the-Gated-Recurrent-Unit-model.jpg) -" - -# ╔═╡ 755a88c2-c2e5-46d1-9582-af4b2c5a6bbd -md" -## Training - -We train the model for 100 epochs, using the Adam optimizer with a learning rate of 0.001. We use the mean absolute error (MAE) as the loss function. -" - -# ╔═╡ e83253b2-9f3a-44e2-a747-cce1661657c4 -function train(graph, train_loader, model) - - opt = Flux.setup(Adam(0.001), model) - - for epoch in 1:100 - for (x, y) in train_loader - x, y = (x, y) - grads = Flux.gradient(model) do model - ŷ = model(graph, x) - Flux.mae(ŷ, y) - end - Flux.update!(opt, model, grads[1]) - end - - if epoch % 10 == 0 - loss = mean([Flux.mae(model(graph,x), y) for (x, y) in train_loader]) - @show epoch, loss - end - end - return model -end - -# ╔═╡ 85a923da-3027-4f71-8db6-96852c115c03 -train(graph, train_loader, model) - -# ╔═╡ 39c82234-97ea-48d6-98dd-915f072b7f85 -function plot_predicted_data(graph,features,targets, sensor) - p = plot(xlabel="Time (h)", ylabel="Normalized speed") - prediction = [] - grand_truth = [] - for i in 1:3:length(features) - push!(grand_truth,targets[i][1,sensor,:]) - push!(prediction, model(graph, features[i])[1,sensor,:]) - end - prediction = reduce(vcat,prediction) - grand_truth = reduce(vcat, grand_truth) - plot!(p, collect(1:length(features)), grand_truth, color = :blue, label = "Grand Truth", xticks =([i for i in 0:50:250], ["$(i)" for i in 0:4:24])) - plot!(p, collect(1:length(features)), prediction, color = :red, label= "Prediction") - return p -end - -# ╔═╡ 8c3a903b-2c8a-4d4f-8eef-74d5611f2ce4 -plot_predicted_data(graph,features[301:588],targets[301:588], 1) - -# ╔═╡ 2c5f6250-ee7a-41b1-9551-bcfeba83ca8b -accuracy(ŷ, y) = 1 - Statistics.norm(y-ŷ)/Statistics.norm(y) - -# ╔═╡ 1008dad4-d784-4c38-a7cf-d9b64728e28d -mean([accuracy(model(graph,x), y) for (x, y) in test_loader]) - -# ╔═╡ 8d0e8b9f-226f-4bff-9deb-046e6a897b71 -md"The accuracy is not very good but can be improved by training using more data. We used a small subset of the dataset for this tutorial because of the computational cost of training the model. From the plot of the predictions, we can see that the model is able to capture the general trend of the traffic speed, but it is not able to capture the peaks of the traffic." - -# ╔═╡ a7e4bb23-6687-476a-a0c2-1b2736873d9d -md" -## Conclusion - -In this tutorial, we learned how to use a recurrent temporal graph convolutional network to predict traffic in a spatio-temporal setting. We used the TGCN model, which consists of a graph convolutional network (GCN) and a gated recurrent unit (GRU). We then trained the model for 100 epochs on a small subset of the METR-LA dataset. The accuracy of the model is not very good, but it can be improved by training on more data. -" - -# ╔═╡ Cell order: -# ╟─5fdab668-4003-11ee-33f5-3953225b0c0f -# ╠═177a835d-e91d-4f5f-8484-afb2abad400c -# ╟─3dd0ce32-2339-4d5a-9a6f-1f662bc5500b -# ╠═1f95ad97-a007-4724-84db-392b0026e1a4 -# ╟─ec5caeb6-1f95-4cb9-8739-8cadba29a22d -# ╠═f531e39c-6842-494a-b4ac-8904321098c9 -# ╠═d5ebf9aa-cec8-4417-baaf-f2e8e19f1cad -# ╟─dc2d5e98-2201-4754-bfc6-8ed2bbb82153 -# ╠═0dde5fd3-72d0-4b15-afb3-9a5b102327c9 -# ╟─f7a6d572-28cf-4d69-a9be-d49f367eca37 -# ╠═3d5503bc-bb97-422e-9465-becc7d3dbe07 -# ╟─3569715d-08f5-4605-b946-9ef7ccd86ae5 -# ╠═aa4eb172-2a42-4c01-a6ef-c6c95208d5b2 -# ╠═367ed417-4f53-44d4-8135-0c91c842a75f -# ╠═7c084eaa-655c-4251-a342-6b6f4df76ddb -# ╠═bf0d820d-32c0-4731-8053-53d5d499e009 -# ╠═cb89d1a3-b4ff-421a-8717-a0b7f21dea1a -# ╟─3b49a612-3a04-4eb5-bfbc-360614f4581a -# ╠═95d8bd24-a40d-409f-a1e7-4174428ef860 -# ╟─fde2ac9e-b121-4105-8428-1820b9c17a43 -# ╠═111b7d5d-c7e3-44c0-9e5e-2ed1a86854d3 -# ╟─572a6633-875b-4d7e-9afc-543b442948fb -# ╠═5502f4fa-3201-4980-b766-2ab88b175b11 -# ╟─4a1ec34a-1092-4b4a-b8a8-bd91939ffd9e -# ╟─755a88c2-c2e5-46d1-9582-af4b2c5a6bbd -# ╠═e83253b2-9f3a-44e2-a747-cce1661657c4 -# ╠═85a923da-3027-4f71-8db6-96852c115c03 -# ╠═39c82234-97ea-48d6-98dd-915f072b7f85 -# ╠═8c3a903b-2c8a-4d4f-8eef-74d5611f2ce4 -# ╠═2c5f6250-ee7a-41b1-9551-bcfeba83ca8b -# ╠═1008dad4-d784-4c38-a7cf-d9b64728e28d -# ╟─8d0e8b9f-226f-4bff-9deb-046e6a897b71 -# ╟─a7e4bb23-6687-476a-a0c2-1b2736873d9d diff --git a/docs/tutorials/introductory_tutorials/temporal_graph_classification_pluto.jl b/docs/tutorials_broken/temporal_graph_classification_pluto.jl similarity index 82% rename from docs/tutorials/introductory_tutorials/temporal_graph_classification_pluto.jl rename to docs/tutorials_broken/temporal_graph_classification_pluto.jl index 8dfaccbee..b5460c1ec 100644 --- a/docs/tutorials/introductory_tutorials/temporal_graph_classification_pluto.jl +++ b/docs/tutorials_broken/temporal_graph_classification_pluto.jl @@ -1,5 +1,5 @@ ### A Pluto.jl notebook ### -# v0.19.39 +# v0.19.45 #> [frontmatter] #> author = "[Aurora Rossi](https://github.com/aurorarossi)" @@ -226,20 +226,20 @@ Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" [compat] -CUDA = "~5.2.0" -Flux = "~0.14.13" -GraphNeuralNetworks = "~0.6.18" -MLDatasets = "~0.7.14" -cuDNN = "~1.3.0" +CUDA = "~5.4.3" +Flux = "~0.14.16" +GraphNeuralNetworks = "~0.6.19" +MLDatasets = "~0.7.16" +cuDNN = "~1.3.2" """ # ╔═╡ 00000000-0000-0000-0000-000000000002 PLUTO_MANIFEST_TOML_CONTENTS = """ # This file is machine-generated - editing it directly is not advised -julia_version = "1.9.2" +julia_version = "1.10.4" manifest_format = "2.0" -project_hash = "1fa6881859d6c994f6e511ad5e2c8c160c221413" +project_hash = "25724970092e282d6cd2d6ea9e021d61f3714205" [[deps.AbstractFFTs]] deps = ["LinearAlgebra"] @@ -252,11 +252,32 @@ weakdeps = ["ChainRulesCore", "Test"] AbstractFFTsChainRulesCoreExt = "ChainRulesCore" AbstractFFTsTestExt = "Test" +[[deps.Accessors]] +deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Markdown", "Test"] +git-tree-sha1 = "f61b15be1d76846c0ce31d3fcfac5380ae53db6a" +uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697" +version = "0.1.37" + + [deps.Accessors.extensions] + AccessorsAxisKeysExt = "AxisKeys" + AccessorsIntervalSetsExt = "IntervalSets" + AccessorsStaticArraysExt = "StaticArrays" + AccessorsStructArraysExt = "StructArrays" + AccessorsUnitfulExt = "Unitful" + + [deps.Accessors.weakdeps] + AxisKeys = "94b1ba4f-4ee9-5380-92f1-94cde586c3c5" + IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953" + Requires = "ae029012-a4dd-5104-9daa-d747884805df" + StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" + StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a" + Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d" + [[deps.Adapt]] deps = ["LinearAlgebra", "Requires"] -git-tree-sha1 = "cea4ac3f5b4bc4b3000aa55afb6e5626518948fa" +git-tree-sha1 = "6a55b747d1812e699320963ffde36f1ebdda4099" uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e" -version = "4.0.3" +version = "4.0.4" weakdeps = ["StaticArrays"] [deps.Adapt.extensions] @@ -273,9 +294,9 @@ version = "1.1.1" [[deps.ArnoldiMethod]] deps = ["LinearAlgebra", "Random", "StaticArrays"] -git-tree-sha1 = "62e51b39331de8911e4a7ff6f5aaf38a5f4cc0ae" +git-tree-sha1 = "d57bd3762d308bded22c3b82d033bff85f6195c6" uuid = "ec485272-7323-5ecc-a04f-4719b315124d" -version = "0.2.0" +version = "0.4.0" [[deps.Artifacts]] uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33" @@ -294,21 +315,22 @@ version = "0.3.5" [[deps.BFloat16s]] deps = ["LinearAlgebra", "Printf", "Random", "Test"] -git-tree-sha1 = "dbf84058d0a8cbbadee18d25cf606934b22d7c66" +git-tree-sha1 = "2c7cc21e8678eff479978a0a2ef5ce2f51b63dff" uuid = "ab4f0b2a-ad5b-11e8-123f-65d77653426b" -version = "0.4.2" +version = "0.5.0" [[deps.BangBang]] -deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"] -git-tree-sha1 = "7aa7ad1682f3d5754e3491bb59b8103cae28e3a3" +deps = ["Accessors", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires"] +git-tree-sha1 = "e2144b631226d9eeab2d746ca8880b7ccff504ae" uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66" -version = "0.3.40" +version = "0.4.3" [deps.BangBang.extensions] BangBangChainRulesCoreExt = "ChainRulesCore" BangBangDataFramesExt = "DataFrames" BangBangStaticArraysExt = "StaticArrays" BangBangStructArraysExt = "StructArrays" + BangBangTablesExt = "Tables" BangBangTypedTablesExt = "TypedTables" [deps.BangBang.weakdeps] @@ -316,6 +338,7 @@ version = "0.3.40" DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" StaticArrays = "90137ffa-7385-5640-81b9-e52037218182" StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a" + Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" TypedTables = "9d95f2ec-7b3d-5a63-8d20-e2491e220bb9" [[deps.Base64]] @@ -327,9 +350,9 @@ uuid = "9718e550-a3fa-408a-8086-8db961cd8217" version = "0.1.1" [[deps.BitFlags]] -git-tree-sha1 = "2dc09997850d68179b69dafb58ae806167a32b1b" +git-tree-sha1 = "0691e34b3bb8be9307330f88d1a3c3f25466c24d" uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35" -version = "0.1.8" +version = "0.1.9" [[deps.BufferedStreams]] git-tree-sha1 = "4ae47f9a4b1dc19897d3743ff13685925c5202ec" @@ -343,56 +366,61 @@ version = "0.5.0" [[deps.CSV]] deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"] -git-tree-sha1 = "a44910ceb69b0d44fe262dd451ab11ead3ed0be8" +git-tree-sha1 = "6c834533dc1fabd820c1db03c839bf97e45a3fab" uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" -version = "0.10.13" +version = "0.10.14" [[deps.CUDA]] deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", 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"Pkg"] -git-tree-sha1 = "d01bfc999768f0a31ed36f5d22a76161fc63079c" +git-tree-sha1 = "97df9d4d6be8ac6270cb8fd3b8fc413690820cbd" uuid = "4ee394cb-3365-5eb0-8335-949819d2adfc" -version = "0.7.0+1" +version = "0.9.1+1" [[deps.CUDA_Runtime_Discovery]] deps = ["Libdl"] -git-tree-sha1 = "2cb12f6b2209f40a4b8967697689a47c50485490" +git-tree-sha1 = "f3b237289a5a77c759b2dd5d4c2ff641d67c4030" uuid = "1af6417a-86b4-443c-805f-a4643ffb695f" -version = "0.2.3" +version = "0.3.4" [[deps.CUDA_Runtime_jll]] deps = ["Artifacts", "CUDA_Driver_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "8e25c009d2bf16c2c31a70a6e9e8939f7325cc84" +git-tree-sha1 = "afea94249b821dc754a8ca6695d3daed851e1f5a" uuid = "76a88914-d11a-5bdc-97e0-2f5a05c973a2" -version = "0.11.1+0" +version = "0.14.1+0" [[deps.CUDNN_jll]] deps = ["Artifacts", "CUDA_Runtime_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "75923dce4275ead3799b238e10178a68c07dbd3b" +git-tree-sha1 = 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[[deps.Colors]] deps = ["ColorTypes", "FixedPointNumbers", "Reexport"] -git-tree-sha1 = "fc08e5930ee9a4e03f84bfb5211cb54e7769758a" +git-tree-sha1 = "362a287c3aa50601b0bc359053d5c2468f0e7ce0" uuid = "5ae59095-9a9b-59fe-a467-6f913c188581" -version = "0.12.10" +version = "0.12.11" [[deps.CommonSubexpressions]] deps = ["MacroTools", "Test"] @@ -452,9 +480,9 @@ version = "0.3.0" [[deps.Compat]] deps = ["TOML", "UUIDs"] -git-tree-sha1 = "c955881e3c981181362ae4088b35995446298b80" +git-tree-sha1 = "b1c55339b7c6c350ee89f2c1604299660525b248" uuid = "34da2185-b29b-5c13-b0c7-acf172513d20" -version = "4.14.0" +version = "4.15.0" weakdeps = ["Dates", "LinearAlgebra"] [deps.Compat.extensions] @@ -463,30 +491,28 @@ weakdeps = ["Dates", "LinearAlgebra"] [[deps.CompilerSupportLibraries_jll]] deps = ["Artifacts", "Libdl"] uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae" -version = "1.0.5+0" +version = "1.1.1+0" [[deps.CompositionsBase]] git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad" uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b" version = "0.1.2" +weakdeps = ["InverseFunctions"] [deps.CompositionsBase.extensions] CompositionsBaseInverseFunctionsExt = "InverseFunctions" - [deps.CompositionsBase.weakdeps] - InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112" - [[deps.ConcurrentUtilities]] deps = ["Serialization", "Sockets"] -git-tree-sha1 = "9c4708e3ed2b799e6124b5673a712dda0b596a9b" +git-tree-sha1 = "ea32b83ca4fefa1768dc84e504cc0a94fb1ab8d1" uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb" -version = "2.3.1" +version = "2.4.2" [[deps.ConstructionBase]] deps = ["LinearAlgebra"] -git-tree-sha1 = "c53fc348ca4d40d7b371e71fd52251839080cbc9" +git-tree-sha1 = "d8a9c0b6ac2d9081bf76324b39c78ca3ce4f0c98" uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9" -version = "1.5.4" +version = "1.5.6" [deps.ConstructionBase.extensions] ConstructionBaseIntervalSetsExt = "IntervalSets" @@ -526,9 +552,9 @@ version = "1.6.1" [[deps.DataStructures]] deps = ["Compat", "InteractiveUtils", "OrderedCollections"] -git-tree-sha1 = "0f4b5d62a88d8f59003e43c25a8a90de9eb76317" +git-tree-sha1 = "1d0a14036acb104d9e89698bd408f63ab58cdc82" uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" -version = "0.18.18" +version = "0.18.20" [[deps.DataValueInterfaces]] git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6" @@ -601,9 +627,9 @@ version = "0.1.10" [[deps.FLoops]] deps = ["BangBang", "Compat", "FLoopsBase", "InitialValues", "JuliaVariables", "MLStyle", "Serialization", "Setfield", "Transducers"] -git-tree-sha1 = "ffb97765602e3cbe59a0589d237bf07f245a8576" +git-tree-sha1 = "0a2e5873e9a5f54abb06418d57a8df689336a660" uuid = "cc61a311-1640-44b5-9fba-1b764f453329" -version = "0.2.1" +version = "0.2.2" [[deps.FLoopsBase]] deps = ["ContextVariablesX"] @@ -613,9 +639,9 @@ version = "0.1.1" [[deps.FileIO]] deps = ["Pkg", "Requires", "UUIDs"] -git-tree-sha1 = "c5c28c245101bd59154f649e19b038d15901b5dc" +git-tree-sha1 = "82d8afa92ecf4b52d78d869f038ebfb881267322" uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549" -version = "1.16.2" +version = "1.16.3" [[deps.FilePathsBase]] deps = ["Compat", "Dates", "Mmap", "Printf", "Test", "UUIDs"] @@ -627,10 +653,10 @@ version = "0.9.21" uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee" [[deps.FillArrays]] -deps = ["LinearAlgebra", "Random"] -git-tree-sha1 = "5b93957f6dcd33fc343044af3d48c215be2562f1" +deps = ["LinearAlgebra"] +git-tree-sha1 = "0653c0a2396a6da5bc4766c43041ef5fd3efbe57" uuid = "1a297f60-69ca-5386-bcde-b61e274b549b" -version = "1.9.3" +version = "1.11.0" [deps.FillArrays.extensions] FillArraysPDMatsExt = "PDMats" @@ -644,15 +670,15 @@ version = "1.9.3" [[deps.FixedPointNumbers]] deps = ["Statistics"] -git-tree-sha1 = "335bfdceacc84c5cdf16aadc768aa5ddfc5383cc" +git-tree-sha1 = "05882d6995ae5c12bb5f36dd2ed3f61c98cbb172" uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93" -version = "0.8.4" +version = "0.8.5" [[deps.Flux]] deps = ["Adapt", "ChainRulesCore", "Compat", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote"] -git-tree-sha1 = "5a626d6ef24ae0a8590c22dc12096fb65eb66325" +git-tree-sha1 = "edacf029ed6276301e455e34d7ceeba8cc34078a" uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c" -version = "0.14.13" +version = "0.14.16" [deps.Flux.extensions] FluxAMDGPUExt = "AMDGPU" @@ -678,9 +704,9 @@ weakdeps = ["StaticArrays"] [[deps.Functors]] deps = ["LinearAlgebra"] -git-tree-sha1 = "166c544477f97bbadc7179ede1c1868e0e9b426b" +git-tree-sha1 = "8a66c07630d6428eaab3506a0eabfcf4a9edea05" uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196" -version = "0.4.7" +version = "0.4.11" [[deps.Future]] deps = ["Random"] @@ -688,9 +714,9 @@ uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820" [[deps.GPUArrays]] deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"] -git-tree-sha1 = "47e4686ec18a9620850bad110b79966132f14283" +git-tree-sha1 = "a74c3f1cf56a3dfcdef0605f8cdb7015926aae30" uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7" -version = "10.0.2" +version = "10.3.0" [[deps.GPUArraysCore]] deps = ["Adapt"] @@ -699,10 +725,10 @@ uuid = "46192b85-c4d5-4398-a991-12ede77f4527" version = "0.1.6" [[deps.GPUCompiler]] -deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "Scratch", "TimerOutputs", "UUIDs"] -git-tree-sha1 = "a846f297ce9d09ccba02ead0cae70690e072a119" +deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "Preferences", "Scratch", "Serialization", "TOML", "TimerOutputs", "UUIDs"] +git-tree-sha1 = "ab29216184312f99ff957b32cd63c2fe9c928b91" uuid = "61eb1bfa-7361-4325-ad38-22787b887f55" -version = "0.25.0" +version = "0.26.7" [[deps.GZip]] deps = ["Libdl", "Zlib_jll"] @@ -717,25 +743,29 @@ version = "1.3.1" [[deps.GraphNeuralNetworks]] deps = ["Adapt", "ChainRulesCore", "DataStructures", "Flux", "Functors", "Graphs", "KrylovKit", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NearestNeighbors", "Random", "Reexport", "SparseArrays", "Statistics", "StatsBase"] -git-tree-sha1 = "b1c10955fdcf293160368869a86aa296bc536208" +git-tree-sha1 = "6716650d17bf36a41921c679c4d046ac375d5907" uuid = "cffab07f-9bc2-4db1-8861-388f63bf7694" -version = "0.6.18" -weakdeps = ["CUDA"] +version = "0.6.19" [deps.GraphNeuralNetworks.extensions] GraphNeuralNetworksCUDAExt = "CUDA" + GraphNeuralNetworksSimpleWeightedGraphsExt = "SimpleWeightedGraphs" + + [deps.GraphNeuralNetworks.weakdeps] + CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" + SimpleWeightedGraphs = "47aef6b3-ad0c-573a-a1e2-d07658019622" [[deps.Graphs]] deps = ["ArnoldiMethod", "Compat", "DataStructures", "Distributed", "Inflate", "LinearAlgebra", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics"] -git-tree-sha1 = "899050ace26649433ef1af25bc17a815b3db52b7" +git-tree-sha1 = "ebd18c326fa6cee1efb7da9a3b45cf69da2ed4d9" uuid = "86223c79-3864-5bf0-83f7-82e725a168b6" -version = "1.9.0" +version = "1.11.2" [[deps.HDF5]] deps = ["Compat", "HDF5_jll", "Libdl", "MPIPreferences", "Mmap", "Preferences", "Printf", "Random", "Requires", "UUIDs"] -git-tree-sha1 = "26407bd1c60129062cec9da63dc7d08251544d53" +git-tree-sha1 = "e856eef26cf5bf2b0f95f8f4fc37553c72c8641c" uuid = "f67ccb44-e63f-5c2f-98bd-6dc0ccc4ba2f" -version = "0.17.1" +version = "0.17.2" [deps.HDF5.extensions] MPIExt = "MPI" @@ -744,28 +774,28 @@ version = "0.17.1" MPI = "da04e1cc-30fd-572f-bb4f-1f8673147195" [[deps.HDF5_jll]] -deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "LazyArtifacts", "LibCURL_jll", "Libdl", "MPICH_jll", "MPIPreferences", "MPItrampoline_jll", "MicrosoftMPI_jll", "OpenMPI_jll", "OpenSSL_jll", "TOML", "Zlib_jll", "libaec_jll"] -git-tree-sha1 = "38c8874692d48d5440d5752d6c74b0c6b0b60739" +deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "LibCURL_jll", "Libdl", "MPICH_jll", "MPIPreferences", "MPItrampoline_jll", "MicrosoftMPI_jll", "OpenMPI_jll", "OpenSSL_jll", "TOML", "Zlib_jll", "libaec_jll"] +git-tree-sha1 = "82a471768b513dc39e471540fdadc84ff80ff997" uuid = "0234f1f7-429e-5d53-9886-15a909be8d59" -version = "1.14.2+1" +version = "1.14.3+3" [[deps.HTTP]] deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"] -git-tree-sha1 = "db864f2d91f68a5912937af80327d288ea1f3aee" +git-tree-sha1 = "d1d712be3164d61d1fb98e7ce9bcbc6cc06b45ed" uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3" -version = "1.10.3" +version = "1.10.8" [[deps.Hwloc_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "ca0f6bf568b4bfc807e7537f081c81e35ceca114" +git-tree-sha1 = "5e19e1e4fa3e71b774ce746274364aef0234634e" uuid = "e33a78d0-f292-5ffc-b300-72abe9b543c8" -version = "2.10.0+0" +version = "2.11.1+0" [[deps.IRTools]] -deps = ["InteractiveUtils", "MacroTools", "Test"] -git-tree-sha1 = "5d8c5713f38f7bc029e26627b687710ba406d0dd" +deps = ["InteractiveUtils", "MacroTools"] +git-tree-sha1 = "950c3717af761bc3ff906c2e8e52bd83390b6ec2" uuid = "7869d1d1-7146-5819-86e3-90919afe41df" -version = "0.4.12" +version = "0.4.14" [[deps.ImageBase]] deps = ["ImageCore", "Reexport"] @@ -786,9 +816,9 @@ uuid = "4e3cecfd-b093-5904-9786-8bbb286a6a31" version = "0.3.8" [[deps.Inflate]] -git-tree-sha1 = "ea8031dea4aff6bd41f1df8f2fdfb25b33626381" +git-tree-sha1 = "d1b1b796e47d94588b3757fe84fbf65a5ec4a80d" uuid = "d25df0c9-e2be-5dd7-82c8-3ad0b3e990b9" -version = "0.1.4" +version = "0.1.5" [[deps.InitialValues]] git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3" @@ -796,10 +826,17 @@ uuid = "22cec73e-a1b8-11e9-2c92-598750a2cf9c" version = "0.3.1" [[deps.InlineStrings]] -deps = ["Parsers"] -git-tree-sha1 = "9cc2baf75c6d09f9da536ddf58eb2f29dedaf461" +git-tree-sha1 = "45521d31238e87ee9f9732561bfee12d4eebd52d" uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48" -version = "1.4.0" +version = "1.4.2" + + [deps.InlineStrings.extensions] + ArrowTypesExt = "ArrowTypes" + ParsersExt = "Parsers" + + [deps.InlineStrings.weakdeps] + ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd" + Parsers = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" [[deps.InteractiveUtils]] deps = ["Markdown"] @@ -811,6 +848,16 @@ git-tree-sha1 = "eb05b5625bc5d821b8075a77e4c421933e20c76b" uuid = "7d512f48-7fb1-5a58-b986-67e6dc259f01" version = "0.7.0" +[[deps.InverseFunctions]] +deps = ["Test"] +git-tree-sha1 = "18c59411ece4838b18cd7f537e56cf5e41ce5bfd" +uuid = "3587e190-3f89-42d0-90ee-14403ec27112" +version = "0.1.15" +weakdeps = ["Dates"] + + [deps.InverseFunctions.extensions] + DatesExt = "Dates" + [[deps.InvertedIndices]] git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038" uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f" @@ -827,10 +874,10 @@ uuid = "82899510-4779-5014-852e-03e436cf321d" version = "1.0.0" [[deps.JLD2]] -deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "PrecompileTools", "Printf", "Reexport", "Requires", "TranscodingStreams", "UUIDs"] -git-tree-sha1 = "5ea6acdd53a51d897672edb694e3cc2912f3f8a7" +deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "PrecompileTools", "Reexport", "Requires", "TranscodingStreams", "UUIDs", "Unicode"] +git-tree-sha1 = "5fe858cb863e211c6dedc8cce2dc0752d4ab6e2b" uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819" -version = "0.4.46" +version = "0.4.50" [[deps.JLLWrappers]] deps = ["Artifacts", "Preferences"] @@ -864,9 +911,9 @@ version = "0.2.4" [[deps.KernelAbstractions]] deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "Requires", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"] -git-tree-sha1 = "ed7167240f40e62d97c1f5f7735dea6de3cc5c49" +git-tree-sha1 = "d0448cebd5919e06ca5edc7a264631790de810ec" uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c" -version = "0.9.18" +version = "0.9.22" [deps.KernelAbstractions.extensions] EnzymeExt = "EnzymeCore" @@ -875,16 +922,16 @@ version = "0.9.18" EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869" [[deps.KrylovKit]] -deps = ["ChainRulesCore", "GPUArraysCore", "LinearAlgebra", "Printf"] -git-tree-sha1 = "5cebb47f472f086f7dd31fb8e738a8db728f1f84" +deps = ["ChainRulesCore", "GPUArraysCore", "LinearAlgebra", "Printf", "VectorInterface"] +git-tree-sha1 = "3f3a92bbe8f568b689a7f7bc193f7c717d793751" uuid = "0b1a1467-8014-51b9-945f-bf0ae24f4b77" -version = "0.6.1" +version = "0.7.1" [[deps.LLVM]] deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Preferences", "Printf", "Requires", "Unicode"] -git-tree-sha1 = "ddab4d40513bce53c8e3157825e245224f74fae7" +git-tree-sha1 = "020abd49586480c1be84f57da0017b5d3db73f7c" uuid = "929cbde3-209d-540e-8aea-75f648917ca0" -version = "6.6.0" +version = "8.0.0" weakdeps = ["BFloat16s"] [deps.LLVM.extensions] @@ -892,21 +939,15 @@ weakdeps = ["BFloat16s"] [[deps.LLVMExtra_jll]] deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"] -git-tree-sha1 = "88b916503aac4fb7f701bb625cd84ca5dd1677bc" +git-tree-sha1 = "c2636c264861edc6d305e6b4d528f09566d24c5e" uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab" -version = "0.0.29+0" +version = "0.0.30+0" [[deps.LLVMLoopInfo]] git-tree-sha1 = "2e5c102cfc41f48ae4740c7eca7743cc7e7b75ea" uuid = "8b046642-f1f6-4319-8d3c-209ddc03c586" version = "1.0.0" -[[deps.LLVMOpenMP_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "d986ce2d884d49126836ea94ed5bfb0f12679713" -uuid = "1d63c593-3942-5779-bab2-d838dc0a180e" -version = "15.0.7+0" - [[deps.LaTeXStrings]] git-tree-sha1 = "50901ebc375ed41dbf8058da26f9de442febbbec" uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f" @@ -924,21 +965,26 @@ version = "0.3.1" [[deps.LibCURL]] deps = ["LibCURL_jll", "MozillaCACerts_jll"] uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21" -version = "0.6.3" +version = "0.6.4" [[deps.LibCURL_jll]] deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"] uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0" -version = "7.84.0+0" +version = "8.4.0+0" [[deps.LibGit2]] -deps = ["Base64", "NetworkOptions", "Printf", "SHA"] +deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"] uuid = "76f85450-5226-5b5a-8eaa-529ad045b433" +[[deps.LibGit2_jll]] +deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"] +uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5" +version = "1.6.4+0" + [[deps.LibSSH2_jll]] deps = ["Artifacts", "Libdl", "MbedTLS_jll"] uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8" -version = "1.10.2+0" +version = "1.11.0+1" [[deps.Libdl]] uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb" @@ -955,9 +1001,9 @@ uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" [[deps.LogExpFunctions]] deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"] -git-tree-sha1 = "18144f3e9cbe9b15b070288eef858f71b291ce37" +git-tree-sha1 = "a2d09619db4e765091ee5c6ffe8872849de0feea" uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688" -version = "0.3.27" +version = "0.3.28" [deps.LogExpFunctions.extensions] LogExpFunctionsChainRulesCoreExt = "ChainRulesCore" @@ -980,15 +1026,15 @@ version = "1.0.3" [[deps.MAT]] deps = ["BufferedStreams", "CodecZlib", "HDF5", "SparseArrays"] -git-tree-sha1 = "ed1cf0a322d78cee07718bed5fd945e2218c35a1" +git-tree-sha1 = "1d2dd9b186742b0f317f2530ddcbf00eebb18e96" uuid = "23992714-dd62-5051-b70f-ba57cb901cac" -version = "0.10.6" +version = "0.10.7" [[deps.MLDatasets]] deps = ["CSV", "Chemfiles", "DataDeps", "DataFrames", "DelimitedFiles", "FileIO", "FixedPointNumbers", "GZip", "Glob", "HDF5", "ImageShow", "JLD2", "JSON3", "LazyModules", "MAT", "MLUtils", "NPZ", "Pickle", "Printf", "Requires", "SparseArrays", "Statistics", "Tables"] -git-tree-sha1 = "aab72207b3c687086a400be710650a57494992bd" +git-tree-sha1 = "55ed5f79697232389d894d05e93633a03e774818" uuid = "eb30cadb-4394-5ae3-aed4-317e484a6458" -version = "0.7.14" +version = "0.7.16" [[deps.MLStyle]] git-tree-sha1 = "bc38dff0548128765760c79eb7388a4b37fae2c8" @@ -1003,21 +1049,21 @@ version = "0.4.4" [[deps.MPICH_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "Hwloc_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"] -git-tree-sha1 = "656036b9ed6f942d35e536e249600bc31d0f9df8" +git-tree-sha1 = "19d4bd098928a3263693991500d05d74dbdc2004" uuid = "7cb0a576-ebde-5e09-9194-50597f1243b4" -version = "4.2.0+0" +version = "4.2.2+0" [[deps.MPIPreferences]] deps = ["Libdl", "Preferences"] -git-tree-sha1 = "8f6af051b9e8ec597fa09d8885ed79fd582f33c9" +git-tree-sha1 = "c105fe467859e7f6e9a852cb15cb4301126fac07" uuid = "3da0fdf6-3ccc-4f1b-acd9-58baa6c99267" -version = "0.1.10" +version = "0.1.11" [[deps.MPItrampoline_jll]] -deps = ["Artifacts", "CompilerSupportLibraries_jll", "Hwloc_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"] -git-tree-sha1 = "77c3bd69fdb024d75af38713e883d0f249ce19c2" +deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"] +git-tree-sha1 = "8c35d5420193841b2f367e658540e8d9e0601ed0" uuid = "f1f71cc9-e9ae-5b93-9b94-4fe0e1ad3748" -version = "5.3.2+0" +version = "5.4.0+0" [[deps.MacroTools]] deps = ["Markdown", "Random"] @@ -1043,13 +1089,13 @@ version = "1.1.9" [[deps.MbedTLS_jll]] deps = ["Artifacts", "Libdl"] uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1" -version = "2.28.2+0" +version = "2.28.2+1" [[deps.MicroCollections]] -deps = ["BangBang", "InitialValues", "Setfield"] -git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e" +deps = ["Accessors", "BangBang", "InitialValues"] +git-tree-sha1 = "44d32db644e84c75dab479f1bc15ee76a1a3618f" uuid = "128add7d-3638-4c79-886c-908ea0c25c34" -version = "0.1.4" +version = "0.2.0" [[deps.MicrosoftMPI_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] @@ -1059,9 +1105,9 @@ version = "10.1.4+2" [[deps.Missings]] deps = ["DataAPI"] -git-tree-sha1 = "f66bdc5de519e8f8ae43bdc598782d35a25b1272" +git-tree-sha1 = "ec4f7fbeab05d7747bdf98eb74d130a2a2ed298d" uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28" -version = "1.1.0" +version = "1.2.0" [[deps.Mmap]] uuid = "a63ad114-7e13-5084-954f-fe012c677804" @@ -1074,24 +1120,26 @@ version = "0.3.4" [[deps.MozillaCACerts_jll]] uuid = "14a3606d-f60d-562e-9121-12d972cd8159" -version = "2022.10.11" +version = "2023.1.10" [[deps.NNlib]] deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"] -git-tree-sha1 = "877f15c331337d54cf24c797d5bcb2e48ce21221" +git-tree-sha1 = "190dcada8cf9520198058c4544862b1f88c6c577" uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd" -version = "0.9.12" +version = "0.9.21" [deps.NNlib.extensions] NNlibAMDGPUExt = "AMDGPU" NNlibCUDACUDNNExt = ["CUDA", "cuDNN"] NNlibCUDAExt = "CUDA" NNlibEnzymeCoreExt = "EnzymeCore" + NNlibFFTWExt = "FFTW" [deps.NNlib.weakdeps] AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e" CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869" + FFTW = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341" cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" [[deps.NPZ]] @@ -1126,18 +1174,18 @@ version = "0.1.5" [[deps.NearestNeighbors]] deps = ["Distances", "StaticArrays"] -git-tree-sha1 = "ded64ff6d4fdd1cb68dfcbb818c69e144a5b2e4c" +git-tree-sha1 = "91a67b4d73842da90b526011fa85c5c4c9343fe0" uuid = "b8a86587-4115-5ab1-83bc-aa920d37bbce" -version = "0.4.16" +version = "0.4.18" [[deps.NetworkOptions]] uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908" version = "1.2.0" [[deps.OffsetArrays]] -git-tree-sha1 = "6a731f2b5c03157418a20c12195eb4b74c8f8621" +git-tree-sha1 = "1a27764e945a152f7ca7efa04de513d473e9542e" uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881" -version = "1.13.0" +version = "1.14.1" weakdeps = ["Adapt"] [deps.OffsetArrays.extensions] @@ -1152,30 +1200,30 @@ version = "0.2.5" [[deps.OpenBLAS_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"] uuid = "4536629a-c528-5b80-bd46-f80d51c5b363" -version = "0.3.21+4" +version = "0.3.23+4" [[deps.OpenLibm_jll]] deps = ["Artifacts", "Libdl"] uuid = "05823500-19ac-5b8b-9628-191a04bc5112" -version = "0.8.1+0" +version = "0.8.1+2" [[deps.OpenMPI_jll]] -deps = ["Artifacts", "CompilerSupportLibraries_jll", "Hwloc_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "PMIx_jll", "TOML", "Zlib_jll", "libevent_jll", "prrte_jll"] -git-tree-sha1 = "f46caf663e069027a06942d00dced37f1eb3d8ad" +deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"] +git-tree-sha1 = "e25c1778a98e34219a00455d6e4384e017ea9762" uuid = "fe0851c0-eecd-5654-98d4-656369965a5c" -version = "5.0.2+0" +version = "4.1.6+0" [[deps.OpenSSL]] deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"] -git-tree-sha1 = "af81a32750ebc831ee28bdaaba6e1067decef51e" +git-tree-sha1 = "38cb508d080d21dc1128f7fb04f20387ed4c0af4" uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c" -version = "1.4.2" +version = "1.4.3" [[deps.OpenSSL_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] -git-tree-sha1 = "60e3045590bd104a16fefb12836c00c0ef8c7f8c" +git-tree-sha1 = "a028ee3cb5641cccc4c24e90c36b0a4f7707bdf5" uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95" -version = "3.0.13+0" +version = "3.0.14+0" [[deps.OpenSpecFun_jll]] deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"] @@ -1185,20 +1233,20 @@ version = "0.5.5+0" [[deps.Optimisers]] deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"] -git-tree-sha1 = "264b061c1903bc0fe9be77cb9050ebacff66bb63" +git-tree-sha1 = "6572fe0c5b74431aaeb0b18a4aa5ef03c84678be" uuid = "3bd65402-5787-11e9-1adc-39752487f4e2" -version = "0.3.2" +version = "0.3.3" [[deps.OrderedCollections]] git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5" uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d" version = "1.6.3" -[[deps.PMIx_jll]] -deps = ["Artifacts", "Hwloc_jll", "JLLWrappers", "Libdl", "Zlib_jll", "libevent_jll"] -git-tree-sha1 = "8b3b19351fa24791f94d7ae85faf845ca1362541" -uuid = "32165bc3-0280-59bc-8c0b-c33b6203efab" -version = "4.2.7+0" +[[deps.PackageExtensionCompat]] +git-tree-sha1 = "fb28e33b8a95c4cee25ce296c817d89cc2e53518" +uuid = "65ce6f38-6b18-4e1d-a461-8949797d7930" +version = "1.0.2" +weakdeps = ["Requires", "TOML"] [[deps.PaddedViews]] deps = ["OffsetArrays"] @@ -1219,15 +1267,15 @@ uuid = "7b2266bf-644c-5ea3-82d8-af4bbd25a884" version = "1.2.1" [[deps.Pickle]] -deps = ["BFloat16s", "DataStructures", "InternedStrings", "Serialization", "SparseArrays", "Strided", "StringEncodings", "ZipFile"] -git-tree-sha1 = "2e71d7dbcab8dc47306c0ed6ac6018fbc1a7070f" +deps = ["BFloat16s", "DataStructures", "InternedStrings", "Mmap", "Serialization", "SparseArrays", "StridedViews", "StringEncodings", "ZipFile"] +git-tree-sha1 = "e99da19b86b7e1547b423fc1721b260cfbe83acb" uuid = "fbb45041-c46e-462f-888f-7c521cafbc2c" -version = "0.3.3" +version = "0.3.5" [[deps.Pkg]] deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"] uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" -version = "1.9.2" +version = "1.10.0" [[deps.PooledArrays]] deps = ["DataAPI", "Future"] @@ -1254,9 +1302,9 @@ version = "0.2.0" [[deps.PrettyTables]] deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "Reexport", "StringManipulation", "Tables"] -git-tree-sha1 = "88b895d13d53b5577fd53379d913b9ab9ac82660" +git-tree-sha1 = "66b20dd35966a748321d3b2537c4584cf40387c7" uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d" -version = "2.3.1" +version = "2.3.2" [[deps.Printf]] deps = ["Unicode"] @@ -1273,7 +1321,7 @@ deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"] uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" [[deps.Random]] -deps = ["SHA", "Serialization"] +deps = ["SHA"] uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" [[deps.Random123]] @@ -1317,9 +1365,9 @@ version = "1.2.1" [[deps.SentinelArrays]] deps = ["Dates", "Random"] -git-tree-sha1 = "0e7508ff27ba32f26cd459474ca2ede1bc10991f" +git-tree-sha1 = "ff11acffdb082493657550959d4feb4b6149e73a" uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c" -version = "1.4.1" +version = "1.4.5" [[deps.Serialization]] uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b" @@ -1362,6 +1410,7 @@ version = "1.2.1" [[deps.SparseArrays]] deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"] uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" +version = "1.10.0" [[deps.SparseInverseSubset]] deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"] @@ -1371,9 +1420,9 @@ version = "0.1.2" [[deps.SpecialFunctions]] deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"] -git-tree-sha1 = "e2cfc4012a19088254b3950b85c3c1d8882d864d" +git-tree-sha1 = "2f5d4697f21388cbe1ff299430dd169ef97d7e14" uuid = "276daf66-3868-5448-9aa4-cd146d93841b" -version = "2.3.1" +version = "2.4.0" weakdeps = ["ChainRulesCore"] [deps.SpecialFunctions.extensions] @@ -1393,9 +1442,9 @@ version = "0.1.1" [[deps.StaticArrays]] deps = ["LinearAlgebra", "PrecompileTools", "Random", "StaticArraysCore"] -git-tree-sha1 = "bf074c045d3d5ffd956fa0a461da38a44685d6b2" +git-tree-sha1 = "eeafab08ae20c62c44c8399ccb9354a04b80db50" uuid = "90137ffa-7385-5640-81b9-e52037218182" -version = "1.9.3" +version = "1.9.7" weakdeps = ["ChainRulesCore", "Statistics"] [deps.StaticArrays.extensions] @@ -1403,14 +1452,14 @@ weakdeps = ["ChainRulesCore", "Statistics"] StaticArraysStatisticsExt = "Statistics" [[deps.StaticArraysCore]] -git-tree-sha1 = "36b3d696ce6366023a0ea192b4cd442268995a0d" +git-tree-sha1 = "192954ef1208c7019899fbf8049e717f92959682" uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c" -version = "1.4.2" +version = "1.4.3" [[deps.Statistics]] deps = ["LinearAlgebra", "SparseArrays"] uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" -version = "1.9.0" +version = "1.10.0" [[deps.StatsAPI]] deps = ["LinearAlgebra"] @@ -1420,15 +1469,19 @@ version = "1.7.0" [[deps.StatsBase]] deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"] -git-tree-sha1 = "1d77abd07f617c4868c33d4f5b9e1dbb2643c9cf" +git-tree-sha1 = "5cf7606d6cef84b543b483848d4ae08ad9832b21" uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" -version = "0.34.2" +version = "0.34.3" + +[[deps.StridedViews]] +deps = ["LinearAlgebra", "PackageExtensionCompat"] +git-tree-sha1 = "5b765c4e401693ab08981989f74a36a010aa1d8e" +uuid = "4db3bf67-4bd7-4b4e-b153-31dc3fb37143" +version = "0.2.2" +weakdeps = ["CUDA"] -[[deps.Strided]] -deps = ["LinearAlgebra", "TupleTools"] -git-tree-sha1 = "a7a664c91104329c88222aa20264e1a05b6ad138" -uuid = "5e0ebb24-38b0-5f93-81fe-25c709ecae67" -version = "1.2.3" + [deps.StridedViews.extensions] + StridedViewsCUDAExt = "CUDA" [[deps.StringEncodings]] deps = ["Libiconv_jll"] @@ -1466,9 +1519,9 @@ deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"] uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9" [[deps.SuiteSparse_jll]] -deps = ["Artifacts", "Libdl", "Pkg", "libblastrampoline_jll"] +deps = ["Artifacts", "Libdl", "libblastrampoline_jll"] uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c" -version = "5.10.1+6" +version = "7.2.1+1" [[deps.TOML]] deps = ["Dates"] @@ -1482,10 +1535,10 @@ uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c" version = "1.0.1" [[deps.Tables]] -deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits"] -git-tree-sha1 = "cb76cf677714c095e535e3501ac7954732aeea2d" +deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "OrderedCollections", "TableTraits"] +git-tree-sha1 = "598cd7c1f68d1e205689b1c2fe65a9f85846f297" uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" -version = "1.11.1" +version = "1.12.0" [[deps.Tar]] deps = ["ArgTools", "SHA"] @@ -1504,24 +1557,24 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" [[deps.TimerOutputs]] deps = ["ExprTools", "Printf"] -git-tree-sha1 = "f548a9e9c490030e545f72074a41edfd0e5bcdd7" +git-tree-sha1 = "5a13ae8a41237cff5ecf34f73eb1b8f42fff6531" uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f" -version = "0.5.23" +version = "0.5.24" [[deps.TranscodingStreams]] -git-tree-sha1 = "3caa21522e7efac1ba21834a03734c57b4611c7e" +git-tree-sha1 = "96612ac5365777520c3c5396314c8cf7408f436a" uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" -version = "0.10.4" +version = "0.11.1" weakdeps = ["Random", "Test"] [deps.TranscodingStreams.extensions] TestExt = ["Test", "Random"] [[deps.Transducers]] -deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"] -git-tree-sha1 = "3064e780dbb8a9296ebb3af8f440f787bb5332af" +deps = ["Accessors", "Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "SplittablesBase", "Tables"] +git-tree-sha1 = "5215a069867476fc8e3469602006b9670e68da23" uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999" -version = "0.4.80" +version = "0.4.82" [deps.Transducers.extensions] TransducersBlockArraysExt = "BlockArrays" @@ -1537,11 +1590,6 @@ version = "0.4.80" OnlineStatsBase = "925886fa-5bf2-5e8e-b522-a9147a512338" Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e" -[[deps.TupleTools]] -git-tree-sha1 = "41d61b1c545b06279871ef1a4b5fcb2cac2191cd" -uuid = "9d95972d-f1c8-5527-a6e0-b4b365fa01f6" -version = "1.5.0" - [[deps.URIs]] git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b" uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4" @@ -1556,18 +1604,15 @@ uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5" [[deps.Unitful]] deps = ["Dates", "LinearAlgebra", "Random"] -git-tree-sha1 = "3c793be6df9dd77a0cf49d80984ef9ff996948fa" +git-tree-sha1 = "d95fe458f26209c66a187b1114df96fd70839efd" uuid = "1986cc42-f94f-5a68-af5c-568840ba703d" -version = "1.19.0" +version = "1.21.0" +weakdeps = ["ConstructionBase", "InverseFunctions"] [deps.Unitful.extensions] ConstructionBaseUnitfulExt = "ConstructionBase" InverseFunctionsUnitfulExt = "InverseFunctions" - [deps.Unitful.weakdeps] - ConstructionBase = "187b0558-2788-49d3-abe0-74a17ed4e7c9" - InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112" - [[deps.UnitfulAtomic]] deps = ["Unitful"] git-tree-sha1 = "903be579194534af1c4b4778d1ace676ca042238" @@ -1581,9 +1626,15 @@ version = "0.2.1" [[deps.UnsafeAtomicsLLVM]] deps = ["LLVM", "UnsafeAtomics"] -git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e" +git-tree-sha1 = "bf2c553f25e954a9b38c9c0593a59bb13113f9e5" uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249" -version = "0.1.3" +version = "0.1.5" + +[[deps.VectorInterface]] +deps = ["LinearAlgebra"] +git-tree-sha1 = "7aff7d62bffad9bba9928eb6ab55226b32a351eb" +uuid = "409d34a3-91d5-4945-b6ec-7529ddf182d8" +version = "0.4.6" [[deps.WeakRefStrings]] deps = ["DataAPI", "InlineStrings", "Parsers"] @@ -1605,13 +1656,13 @@ version = "0.10.1" [[deps.Zlib_jll]] deps = ["Libdl"] uuid = "83775a58-1f1d-513f-b197-d71354ab007a" -version = "1.2.13+0" +version = "1.2.13+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 = "4ddb4470e47b0094c93055a3bcae799165cc68f1" +git-tree-sha1 = "19c586905e78a26f7e4e97f81716057bd6b1bc54" uuid = "e88e6eb3-aa80-5325-afca-941959d7151f" -version = "0.6.69" +version = "0.6.70" [deps.Zygote.extensions] ZygoteColorsExt = "Colors" @@ -1631,9 +1682,9 @@ version = "0.2.5" [[deps.cuDNN]] deps = ["CEnum", "CUDA", "CUDA_Runtime_Discovery", "CUDNN_jll"] -git-tree-sha1 = "d433ec29756895512190cac9c96666d879f07b92" +git-tree-sha1 = "4909e87d6d62c29a897d54d9001c63932e41cb0e" uuid = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" -version = "1.3.0" +version = "1.3.2" [[deps.libaec_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] @@ -1644,29 +1695,17 @@ version = "1.1.2+0" [[deps.libblastrampoline_jll]] deps = ["Artifacts", "Libdl"] uuid = "8e850b90-86db-534c-a0d3-1478176c7d93" -version = "5.8.0+0" - -[[deps.libevent_jll]] -deps = ["Artifacts", "JLLWrappers", "Libdl", "OpenSSL_jll"] -git-tree-sha1 = "f04ec6d9a186115fb38f858f05c0c4e1b7fc9dcb" -uuid = "1080aeaf-3a6a-583e-a51c-c537b09f60ec" -version = "2.1.13+1" +version = "5.8.0+1" [[deps.nghttp2_jll]] deps = ["Artifacts", "Libdl"] uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" -version = "1.48.0+0" +version = "1.52.0+1" [[deps.p7zip_jll]] deps = ["Artifacts", "Libdl"] uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0" -version = "17.4.0+0" - -[[deps.prrte_jll]] -deps = ["Artifacts", "Hwloc_jll", "JLLWrappers", "Libdl", "PMIx_jll", "libevent_jll"] -git-tree-sha1 = "5adb2d7a18a30280feb66cad6f1a1dfdca2dc7b0" -uuid = "eb928a42-fffd-568d-ab9c-3f5d54fc65b9" -version = "3.0.2+0" +version = "17.4.0+2" """ # ╔═╡ Cell order: diff --git a/docs/tutorials_broken/traffic_prediction.jl b/docs/tutorials_broken/traffic_prediction.jl new file mode 100644 index 000000000..12a21155b --- /dev/null +++ b/docs/tutorials_broken/traffic_prediction.jl @@ -0,0 +1,2242 @@ +### A Pluto.jl notebook ### +# v0.19.45 + +#> [frontmatter] +#> author = "[Aurora Rossi](https://github.com/aurorarossi)" +#> title = "Traffic Prediction using recurrent Temporal Graph Convolutional Network" +#> date = "2023-08-21" +#> description = "Traffic Prediction using GraphNeuralNetworks.jl" +#> cover = "assets/traffic.gif" + +using Markdown +using InteractiveUtils + +# ╔═╡ 1f95ad97-a007-4724-84db-392b0026e1a4 +begin + using GraphNeuralNetworks + using Flux + using Flux.Losses: mae + using MLDatasets: METRLA + using Statistics + using Plots +end + +# ╔═╡ 5fdab668-4003-11ee-33f5-3953225b0c0f +md" +In this tutorial, we will learn how to use a recurrent Temporal Graph Convolutional Network (TGCN) to predict traffic in a spatio-temporal setting. Traffic forecasting is the problem of predicting future traffic trends on a road network given historical traffic data, such as, in our case, traffic speed and time of day. +" + +# ╔═╡ 3dd0ce32-2339-4d5a-9a6f-1f662bc5500b +md" +## Import + +We start by importing the necessary libraries. We use `GraphNeuralNetworks.jl`, `Flux.jl` and `MLDatasets.jl`, among others. +" + +# ╔═╡ ec5caeb6-1f95-4cb9-8739-8cadba29a22d +md" +## Dataset: METR-LA + +We use the `METR-LA` dataset from the paper [Diffusion Convolutional Recurrent Neural Network: Data-driven Traffic Forecasting](https://arxiv.org/pdf/1707.01926.pdf), which contains traffic data from loop detectors in the highway of Los Angeles County. The dataset contains traffic speed data from March 1, 2012 to June 30, 2012. The data is collected every 5 minutes, resulting in 12 observations per hour, from 207 sensors. Each sensor is a node in the graph, and the edges represent the distances between the sensors. +" + +# ╔═╡ f531e39c-6842-494a-b4ac-8904321098c9 +dataset_metrla = METRLA(; num_timesteps = 3) + +# ╔═╡ d5ebf9aa-cec8-4417-baaf-f2e8e19f1cad + g = dataset_metrla[1] + +# ╔═╡ dc2d5e98-2201-4754-bfc6-8ed2bbb82153 +md" +`edge_data` contains the weights of the edges of the graph and +`node_data` contains a node feature vector and a target vector. The latter vectors contain batches of dimension `num_timesteps`, which means that they contain vectors with the node features and targets of `num_timesteps` time steps. Two consecutive batches are shifted by one-time step. +The node features are the traffic speed of the sensors and the time of the day, and the targets are the traffic speed of the sensors in the next time step. +Let's see some examples: +" + +# ╔═╡ 0dde5fd3-72d0-4b15-afb3-9a5b102327c9 +size(g.node_data.features[1]) + +# ╔═╡ f7a6d572-28cf-4d69-a9be-d49f367eca37 +md" +The first dimension correspond to the two features (first line the speed value and the second line the time of the day), the second to the nodes and the third to the number of timestep `num_timesteps`. +" + +# ╔═╡ 3d5503bc-bb97-422e-9465-becc7d3dbe07 +size(g.node_data.targets[1]) + +# ╔═╡ 3569715d-08f5-4605-b946-9ef7ccd86ae5 +md" +In the case of the targets the first dimension is 1 because they store just the speed value. +" + +# ╔═╡ aa4eb172-2a42-4c01-a6ef-c6c95208d5b2 +g.node_data.features[1][:,1,:] + +# ╔═╡ 367ed417-4f53-44d4-8135-0c91c842a75f +g.node_data.features[2][:,1,:] + +# ╔═╡ 7c084eaa-655c-4251-a342-6b6f4df76ddb +g.node_data.targets[1][:,1,:] + +# ╔═╡ bf0d820d-32c0-4731-8053-53d5d499e009 +function plot_data(data,sensor) + p = plot(legend=false, xlabel="Time (h)", ylabel="Normalized speed") + plotdata = [] + for i in 1:3:length(data) + push!(plotdata,data[i][1,sensor,:]) + end + plotdata = reduce(vcat,plotdata) + plot!(p, collect(1:length(data)), plotdata, color = :green, xticks =([i for i in 0:50:250], ["$(i)" for i in 0:4:24])) + return p +end + +# ╔═╡ cb89d1a3-b4ff-421a-8717-a0b7f21dea1a +plot_data(g.node_data.features[1:288],1) + +# ╔═╡ 3b49a612-3a04-4eb5-bfbc-360614f4581a +md" +Now let's construct the static graph, the temporal features and targets from the dataset. +" + +# ╔═╡ 95d8bd24-a40d-409f-a1e7-4174428ef860 +begin + graph = GNNGraph(g.edge_index; edata = g.edge_data, g.num_nodes) + features = g.node_data.features + targets = g.node_data.targets +end; + +# ╔═╡ fde2ac9e-b121-4105-8428-1820b9c17a43 +md" +Now let's construct the `train_loader` and `data_loader`. +" + + +# ╔═╡ 111b7d5d-c7e3-44c0-9e5e-2ed1a86854d3 +begin + train_loader = zip(features[1:200], targets[1:200]) + test_loader = zip(features[2001:2288], targets[2001:2288]) +end; + +# ╔═╡ 572a6633-875b-4d7e-9afc-543b442948fb +md" +## Model: T-GCN + +We use the T-GCN model from the paper [T-GCN: A Temporal Graph Convolutional Network for Traffic Prediction] (https://arxiv.org/pdf/1811.05320.pdf), which consists of a graph convolutional network (GCN) and a gated recurrent unit (GRU). The GCN is used to capture spatial features from the graph, and the GRU is used to capture temporal features from the feature time series. +" + +# ╔═╡ 5502f4fa-3201-4980-b766-2ab88b175b11 +model = GNNChain(TGCN(2 => 100), Dense(100, 1)) + +# ╔═╡ 4a1ec34a-1092-4b4a-b8a8-bd91939ffd9e +md" +![](https://www.researchgate.net/profile/Haifeng-Li-3/publication/335353434/figure/fig4/AS:851870352437249@1580113127759/The-architecture-of-the-Gated-Recurrent-Unit-model.jpg) +" + +# ╔═╡ 755a88c2-c2e5-46d1-9582-af4b2c5a6bbd +md" +## Training + +We train the model for 100 epochs, using the Adam optimizer with a learning rate of 0.001. We use the mean absolute error (MAE) as the loss function. +" + +# ╔═╡ e83253b2-9f3a-44e2-a747-cce1661657c4 +function train(graph, train_loader, model) + + opt = Flux.setup(Adam(0.001), model) + + for epoch in 1:100 + for (x, y) in train_loader + x, y = (x, y) + grads = Flux.gradient(model) do model + ŷ = model(graph, x) + Flux.mae(ŷ, y) + end + Flux.update!(opt, model, grads[1]) + end + + if epoch % 10 == 0 + loss = mean([Flux.mae(model(graph,x), y) for (x, y) in train_loader]) + @show epoch, loss + end + end + return model +end + +# ╔═╡ 85a923da-3027-4f71-8db6-96852c115c03 +train(graph, train_loader, model) + +# ╔═╡ 39c82234-97ea-48d6-98dd-915f072b7f85 +function plot_predicted_data(graph,features,targets, sensor) + p = plot(xlabel="Time (h)", ylabel="Normalized speed") + prediction = [] + grand_truth = [] + for i in 1:3:length(features) + push!(grand_truth,targets[i][1,sensor,:]) + push!(prediction, model(graph, features[i])[1,sensor,:]) + end + prediction = reduce(vcat,prediction) + grand_truth = reduce(vcat, grand_truth) + plot!(p, collect(1:length(features)), grand_truth, color = :blue, label = "Grand Truth", xticks =([i for i in 0:50:250], ["$(i)" for i in 0:4:24])) + plot!(p, collect(1:length(features)), prediction, color = :red, label= "Prediction") + return p +end + +# ╔═╡ 8c3a903b-2c8a-4d4f-8eef-74d5611f2ce4 +plot_predicted_data(graph,features[301:588],targets[301:588], 1) + +# ╔═╡ 2c5f6250-ee7a-41b1-9551-bcfeba83ca8b +accuracy(ŷ, y) = 1 - Statistics.norm(y-ŷ)/Statistics.norm(y) + +# ╔═╡ 1008dad4-d784-4c38-a7cf-d9b64728e28d +mean([accuracy(model(graph,x), y) for (x, y) in test_loader]) + +# ╔═╡ 8d0e8b9f-226f-4bff-9deb-046e6a897b71 +md"The accuracy is not very good but can be improved by training using more data. We used a small subset of the dataset for this tutorial because of the computational cost of training the model. From the plot of the predictions, we can see that the model is able to capture the general trend of the traffic speed, but it is not able to capture the peaks of the traffic." + +# ╔═╡ a7e4bb23-6687-476a-a0c2-1b2736873d9d +md" +## Conclusion + +In this tutorial, we learned how to use a recurrent temporal graph convolutional network to predict traffic in a spatio-temporal setting. We used the TGCN model, which consists of a graph convolutional network (GCN) and a gated recurrent unit (GRU). We then trained the model for 100 epochs on a small subset of the METR-LA dataset. The accuracy of the model is not very good, but it can be improved by training on more data. +" + +# ╔═╡ 00000000-0000-0000-0000-000000000001 +PLUTO_PROJECT_TOML_CONTENTS = """ +[deps] +Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c" +GraphNeuralNetworks = "cffab07f-9bc2-4db1-8861-388f63bf7694" +MLDatasets = "eb30cadb-4394-5ae3-aed4-317e484a6458" +Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" +Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" + +[compat] +Flux = "~0.14.16" +GraphNeuralNetworks = "~0.6.19" +MLDatasets = "~0.7.16" +Plots = "~1.40.5" +""" + +# ╔═╡ 00000000-0000-0000-0000-000000000002 +PLUTO_MANIFEST_TOML_CONTENTS = """ +# This file is machine-generated - editing it directly is not advised + +julia_version = "1.10.4" +manifest_format = "2.0" +project_hash = "8742c1fb8ae152ad31b34471cf90f234c1b8b06c" + +[[deps.AbstractFFTs]] +deps = ["LinearAlgebra"] +git-tree-sha1 = "d92ad398961a3ed262d8bf04a1a2b8340f915fef" +uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c" +version = 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+version = "1.3.7+2" + +[[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: +# ╟─5fdab668-4003-11ee-33f5-3953225b0c0f +# ╟─3dd0ce32-2339-4d5a-9a6f-1f662bc5500b +# ╠═1f95ad97-a007-4724-84db-392b0026e1a4 +# ╟─ec5caeb6-1f95-4cb9-8739-8cadba29a22d +# ╠═f531e39c-6842-494a-b4ac-8904321098c9 +# ╠═d5ebf9aa-cec8-4417-baaf-f2e8e19f1cad +# ╟─dc2d5e98-2201-4754-bfc6-8ed2bbb82153 +# ╠═0dde5fd3-72d0-4b15-afb3-9a5b102327c9 +# ╟─f7a6d572-28cf-4d69-a9be-d49f367eca37 +# ╠═3d5503bc-bb97-422e-9465-becc7d3dbe07 +# ╟─3569715d-08f5-4605-b946-9ef7ccd86ae5 +# ╠═aa4eb172-2a42-4c01-a6ef-c6c95208d5b2 +# ╠═367ed417-4f53-44d4-8135-0c91c842a75f +# ╠═7c084eaa-655c-4251-a342-6b6f4df76ddb +# ╠═bf0d820d-32c0-4731-8053-53d5d499e009 +# ╠═cb89d1a3-b4ff-421a-8717-a0b7f21dea1a +# ╟─3b49a612-3a04-4eb5-bfbc-360614f4581a +# ╠═95d8bd24-a40d-409f-a1e7-4174428ef860 +# ╟─fde2ac9e-b121-4105-8428-1820b9c17a43 +# ╠═111b7d5d-c7e3-44c0-9e5e-2ed1a86854d3 +# ╟─572a6633-875b-4d7e-9afc-543b442948fb +# ╠═5502f4fa-3201-4980-b766-2ab88b175b11 +# ╟─4a1ec34a-1092-4b4a-b8a8-bd91939ffd9e +# ╟─755a88c2-c2e5-46d1-9582-af4b2c5a6bbd +# ╠═e83253b2-9f3a-44e2-a747-cce1661657c4 +# ╠═85a923da-3027-4f71-8db6-96852c115c03 +# ╠═39c82234-97ea-48d6-98dd-915f072b7f85 +# ╠═8c3a903b-2c8a-4d4f-8eef-74d5611f2ce4 +# ╠═2c5f6250-ee7a-41b1-9551-bcfeba83ca8b +# ╠═1008dad4-d784-4c38-a7cf-d9b64728e28d +# ╟─8d0e8b9f-226f-4bff-9deb-046e6a897b71 +# ╟─a7e4bb23-6687-476a-a0c2-1b2736873d9d +# ╟─00000000-0000-0000-0000-000000000001 +# ╟─00000000-0000-0000-0000-000000000002 diff --git a/src/GraphNeuralNetworks.jl b/src/GraphNeuralNetworks.jl index 3d80b1aaf..c74032273 100644 --- a/src/GraphNeuralNetworks.jl +++ b/src/GraphNeuralNetworks.jl @@ -2,16 +2,15 @@ module GraphNeuralNetworks using Statistics: mean using LinearAlgebra, Random -using Base: tail using Flux using Flux: glorot_uniform, leakyrelu, GRUCell, @functor, batch using MacroTools: @forward -using MLUtils using NNlib using NNlib: scatter, gather using ChainRulesCore using Reexport -using SparseArrays, Graphs # not needed but if removed Documenter will complain +using DataStructures: nlargest +using MLUtils: zeros_like @reexport using GNNGraphs using GNNGraphs: COO_T, ADJMAT_T, SPARSE_T, diff --git a/src/layers/heteroconv.jl b/src/layers/heteroconv.jl index ec75c8922..b2603e455 100644 --- a/src/layers/heteroconv.jl +++ b/src/layers/heteroconv.jl @@ -78,7 +78,7 @@ function _reduceby_node_t(aggr, outs, ntypes) end # workaround to provide the aggregation once per unique node type, # gradient is not needed - unique_ntypes = Flux.ChainRulesCore.ignore_derivatives() do + unique_ntypes = ChainRulesCore.ignore_derivatives() do unique(ntypes) end vals = [_reduce(node_t) for node_t in unique_ntypes] diff --git a/src/layers/pool.jl b/src/layers/pool.jl index 9b208d0dc..4201a8d15 100644 --- a/src/layers/pool.jl +++ b/src/layers/pool.jl @@ -1,5 +1,3 @@ -using DataStructures: nlargest - @doc raw""" GlobalPool(aggr) diff --git a/test/runtests.jl b/test/runtests.jl index 866d7b2f1..bcb287967 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -8,7 +8,6 @@ using Flux: gpu, @functor using LinearAlgebra, Statistics, Random using NNlib import MLUtils -import StatsBase using SparseArrays using Graphs using Zygote