diff --git a/README.md b/README.md
index 2311747..d1b8892 100755
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
![](dev/logo/wide_logo.png)
-[![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://juliatrustworthyai.github.io/ConformalPrediction.jl/stable/) [![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://juliatrustworthyai.github.io/ConformalPrediction.jl/dev/) [![Build Status](https://github.com/juliatrustworthyai/ConformalPrediction.jl/actions/workflows/CI.yml/badge.svg?branch=main)](https://github.com/juliatrustworthyai/ConformalPrediction.jl/actions/workflows/CI.yml?query=branch%3Amain) [![Coverage](https://codecov.io/gh/juliatrustworthyai/ConformalPrediction.jl/branch/main/graph/badge.svg)](https://codecov.io/gh/juliatrustworthyai/ConformalPrediction.jl) [![Code Style: Blue](https://img.shields.io/badge/code%20style-blue-4495d1.svg)](https://github.com/invenia/BlueStyle) [![License](https://img.shields.io/github/license/juliatrustworthyai/ConformalPrediction.jl)](LICENSE) [![Package Downloads](https://shields.io/endpoint?url=https://pkgs.genieframework.com/api/v1/badge/ConformalPrediction/.png)](https://pkgs.genieframework.com?packages=ConformalPrediction) [![Aqua QA](https://raw.githubusercontent.com/JuliaTesting/Aqua.jl/master/badge.svg)](https://github.com/JuliaTesting/Aqua.jl)
+[![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://juliatrustworthyai.github.io/ConformalPrediction.jl/stable/) [![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://juliatrustworthyai.github.io/ConformalPrediction.jl/dev/) [![Build Status](https://github.com/juliatrustworthyai/ConformalPrediction.jl/actions/workflows/CI.yml/badge.svg?branch=main)](https://github.com/juliatrustworthyai/ConformalPrediction.jl/actions/workflows/CI.yml?query=branch%3Amain) [![Coverage](https://codecov.io/gh/juliatrustworthyai/ConformalPrediction.jl/branch/main/graph/badge.svg)](https://codecov.io/gh/juliatrustworthyai/ConformalPrediction.jl) [![Code Style: Blue](https://img.shields.io/badge/code%20style-blue-4495d1.svg)](https://github.com/invenia/BlueStyle) [![License](https://img.shields.io/github/license/juliatrustworthyai/ConformalPrediction.jl)](LICENSE) [![Package Downloads](https://img.shields.io/badge/dynamic/json?url=http%3A%2F%2Fjuliapkgstats.com%2Fapi%2Fv1%2Fmonthly_downloads%2FConformalPrediction&query=total_requests&suffix=%2Fmonth&label=Downloads)](http://juliapkgstats.com/pkg/ConformalPrediction) [![Aqua QA](https://raw.githubusercontent.com/JuliaTesting/Aqua.jl/master/badge.svg)](https://github.com/JuliaTesting/Aqua.jl)
# ConformalPrediction
diff --git a/README.qmd b/README.qmd
index 08e6ede..e3d7169 100755
--- a/README.qmd
+++ b/README.qmd
@@ -17,12 +17,13 @@ jupyter: julia-1.10
![](dev/logo/wide_logo.png)
-[![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://juliatrustworthyai.github.io/ConformalPrediction.jl/stable/)
-[![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://juliatrustworthyai.github.io/ConformalPrediction.jl/dev/)
-[![Build Status](https://github.com/juliatrustworthyai/ConformalPrediction.jl/actions/workflows/CI.yml/badge.svg?branch=main)](https://github.com/juliatrustworthyai/ConformalPrediction.jl/actions/workflows/CI.yml?query=branch%3Amain)
-[![Coverage](https://codecov.io/gh/juliatrustworthyai/ConformalPrediction.jl/branch/main/graph/badge.svg)](https://codecov.io/gh/juliatrustworthyai/ConformalPrediction.jl)
-[![Code Style: Blue](https://img.shields.io/badge/code%20style-blue-4495d1.svg)](https://github.com/invenia/BlueStyle)
- [![License](https://img.shields.io/github/license/juliatrustworthyai/ConformalPrediction.jl)](LICENSE)
- [![Package Downloads](https://shields.io/endpoint?url=https://pkgs.genieframework.com/api/v1/badge/ConformalPrediction/)](https://pkgs.genieframework.com?packages=ConformalPrediction) [![Aqua QA](https://raw.githubusercontent.com/JuliaTesting/Aqua.jl/master/badge.svg)](https://github.com/JuliaTesting/Aqua.jl)
+[![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://juliatrustworthyai.github.io/ConformalPrediction.jl/stable/)
+[![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://juliatrustworthyai.github.io/ConformalPrediction.jl/dev/)
+[![Build Status](https://github.com/juliatrustworthyai/ConformalPrediction.jl/actions/workflows/CI.yml/badge.svg?branch=main)](https://github.com/juliatrustworthyai/ConformalPrediction.jl/actions/workflows/CI.yml?query=branch%3Amain)
+[![Coverage](https://codecov.io/gh/juliatrustworthyai/ConformalPrediction.jl/branch/main/graph/badge.svg)](https://codecov.io/gh/juliatrustworthyai/ConformalPrediction.jl)
+[![Code Style: Blue](https://img.shields.io/badge/code%20style-blue-4495d1.svg)](https://github.com/invenia/BlueStyle)
+[![License](https://img.shields.io/github/license/juliatrustworthyai/ConformalPrediction.jl)](LICENSE)
+[![Package Downloads](https://img.shields.io/badge/dynamic/json?url=http%3A%2F%2Fjuliapkgstats.com%2Fapi%2Fv1%2Fmonthly_downloads%2FConformalPrediction&query=total_requests&suffix=%2Fmonth&label=Downloads)](http://juliapkgstats.com/pkg/ConformalPrediction)
+[![Aqua QA](https://raw.githubusercontent.com/JuliaTesting/Aqua.jl/master/badge.svg)](https://github.com/JuliaTesting/Aqua.jl)
{{< include docs/src/_intro.qmd >}}
\ No newline at end of file
diff --git a/README_files/figure-commonmark/cell-12-output-1.svg b/README_files/figure-commonmark/cell-12-output-1.svg
index 4f303a5..8545744 100644
--- a/README_files/figure-commonmark/cell-12-output-1.svg
+++ b/README_files/figure-commonmark/cell-12-output-1.svg
@@ -1,49 +1,49 @@
diff --git a/README_files/figure-commonmark/cell-7-output-1.svg b/README_files/figure-commonmark/cell-7-output-1.svg
index 2c89ce0..e6bb6ae 100755
--- a/README_files/figure-commonmark/cell-7-output-1.svg
+++ b/README_files/figure-commonmark/cell-7-output-1.svg
@@ -1,287 +1,287 @@
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diff --git a/docs/Manifest.toml b/docs/Manifest.toml
index c7df2d0..70ff09e 100755
--- a/docs/Manifest.toml
+++ b/docs/Manifest.toml
@@ -2,7 +2,7 @@
julia_version = "1.10.2"
manifest_format = "2.0"
-project_hash = "40ac88472fdbbe01f0c4807f430a730c0b580121"
+project_hash = "f260e6044258819421ecdfb072681efa64f51cff"
[[deps.ANSIColoredPrinters]]
git-tree-sha1 = "574baf8110975760d391c710b6341da1afa48d8c"
@@ -28,9 +28,9 @@ weakdeps = ["ChainRulesCore", "Test"]
[[deps.AbstractPlutoDingetjes]]
deps = ["Pkg"]
-git-tree-sha1 = "0f748c81756f2e5e6854298f11ad8b2dfae6911a"
+git-tree-sha1 = "6e1d2a35f2f90a4bc7c2ed98079b2ba09c35b83a"
uuid = "6e696c72-6542-2067-7265-42206c756150"
-version = "1.3.0"
+version = "1.3.2"
[[deps.AbstractTrees]]
git-tree-sha1 = "2d9c9a55f9c93e8887ad391fbae72f8ef55e1177"
@@ -60,14 +60,20 @@ version = "0.1.36"
[[deps.Adapt]]
deps = ["LinearAlgebra", "Requires"]
-git-tree-sha1 = "cde29ddf7e5726c9fb511f340244ea3481267608"
+git-tree-sha1 = "6a55b747d1812e699320963ffde36f1ebdda4099"
uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.7.2"
+version = "4.0.4"
weakdeps = ["StaticArrays"]
[deps.Adapt.extensions]
AdaptStaticArraysExt = "StaticArrays"
+[[deps.AliasTables]]
+deps = ["Random"]
+git-tree-sha1 = "ca95b2220ef440817963baa71525a8f2f4ae7f8f"
+uuid = "66dad0bd-aa9a-41b7-9441-69ab47430ed8"
+version = "1.0.0"
+
[[deps.ArgCheck]]
git-tree-sha1 = "a3a402a35a2f7e0b87828ccabbd5ebfbebe356b4"
uuid = "dce04be8-c92d-5529-be00-80e4d2c0e197"
@@ -79,9 +85,9 @@ 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.Arpack]]
deps = ["Arpack_jll", "Libdl", "LinearAlgebra", "Logging"]
@@ -96,16 +102,19 @@ uuid = "68821587-b530-5797-8361-c406ea357684"
version = "3.5.1+1"
[[deps.ArrayInterface]]
-deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "c5aeb516a84459e0318a02507d2261edad97eb75"
+deps = ["Adapt", "LinearAlgebra", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "133a240faec6e074e07c31ee75619c90544179cf"
uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.7.1"
+version = "7.10.0"
[deps.ArrayInterface.extensions]
ArrayInterfaceBandedMatricesExt = "BandedMatrices"
ArrayInterfaceBlockBandedMatricesExt = "BlockBandedMatrices"
ArrayInterfaceCUDAExt = "CUDA"
+ ArrayInterfaceCUDSSExt = "CUDSS"
+ ArrayInterfaceChainRulesExt = "ChainRules"
ArrayInterfaceGPUArraysCoreExt = "GPUArraysCore"
+ ArrayInterfaceReverseDiffExt = "ReverseDiff"
ArrayInterfaceStaticArraysCoreExt = "StaticArraysCore"
ArrayInterfaceTrackerExt = "Tracker"
@@ -113,7 +122,10 @@ version = "7.7.1"
BandedMatrices = "aae01518-5342-5314-be14-df237901396f"
BlockBandedMatrices = "ffab5731-97b5-5995-9138-79e8c1846df0"
CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
+ CUDSS = "45b445bb-4962-46a0-9369-b4df9d0f772e"
+ ChainRules = "082447d4-558c-5d27-93f4-14fc19e9eca2"
GPUArraysCore = "46192b85-c4d5-4398-a991-12ede77f4527"
+ ReverseDiff = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
StaticArraysCore = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
@@ -134,9 +146,9 @@ version = "0.3.5"
[[deps.AxisAlgorithms]]
deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
-git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
+git-tree-sha1 = "01b8ccb13d68535d73d2b0c23e39bd23155fb712"
uuid = "13072b0f-2c55-5437-9ae7-d433b7a33950"
-version = "1.0.1"
+version = "1.1.0"
[[deps.AxisArrays]]
deps = ["Dates", "IntervalSets", "IterTools", "RangeArrays"]
@@ -185,9 +197,9 @@ version = "0.1.1"
[[deps.BetaML]]
deps = ["AbstractTrees", "CategoricalArrays", "Combinatorics", "DelimitedFiles", "Distributions", "DocStringExtensions", "ForceImport", "JLD2", "LinearAlgebra", "LoopVectorization", "MLJModelInterface", "PDMats", "PrecompileTools", "Printf", "ProgressMeter", "Random", "Reexport", "StableRNGs", "StaticArrays", "Statistics", "StatsBase", "Test", "Zygote"]
-git-tree-sha1 = "c4d0c28b4b049169a4d5a5ae39bbc1dfdf3d5e08"
+git-tree-sha1 = "649aa716c3e0decc04732c607648fb73e23ddc4b"
uuid = "024491cd-cc6b-443e-8034-08ea7eb7db2b"
-version = "0.11.3"
+version = "0.11.4"
[[deps.BitFlags]]
git-tree-sha1 = "2dc09997850d68179b69dafb58ae806167a32b1b"
@@ -205,12 +217,6 @@ git-tree-sha1 = "4ae47f9a4b1dc19897d3743ff13685925c5202ec"
uuid = "e1450e63-4bb3-523b-b2a4-4ffa8c0fd77d"
version = "1.2.1"
-[[deps.BytePairEncoding]]
-deps = ["Artifacts", "Base64", "DataStructures", "DoubleArrayTries", "LazyArtifacts", "StructWalk", "TextEncodeBase", "Unicode"]
-git-tree-sha1 = "295253961b9bcb1020bfd8711c7b51311dbfa102"
-uuid = "a4280ba5-8788-555a-8ca8-4a8c3d966a71"
-version = "0.4.1"
-
[[deps.Bzip2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "9e2a6b69137e6969bab0152632dcb3bc108c8bdd"
@@ -218,9 +224,9 @@ uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
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.CPUSummary]]
deps = ["CpuId", "IfElse", "PrecompileTools", "Static"]
@@ -230,39 +236,9 @@ version = "0.2.4"
[[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"
-
-[[deps.CUDA]]
-deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "968c1365e2992824c3e7a794e30907483f8469a9"
-uuid = "052768ef-5323-5732-b1bb-66c8b64840ba"
-version = "4.4.1"
-
-[[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 = "2cb12f6b2209f40a4b8967697689a47c50485490"
-uuid = "1af6417a-86b4-443c-805f-a4643ffb695f"
-version = "0.2.3"
-
-[[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 = "75923dce4275ead3799b238e10178a68c07dbd3b"
-uuid = "62b44479-cb7b-5706-934f-f13b2eb2e645"
-version = "8.9.4+0"
+version = "0.10.14"
[[deps.Cairo_jll]]
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"]
@@ -297,9 +273,9 @@ weakdeps = ["JSON", "RecipesBase", "SentinelArrays", "StructTypes"]
[[deps.CategoricalDistributions]]
deps = ["CategoricalArrays", "Distributions", "Missings", "OrderedCollections", "Random", "ScientificTypes"]
-git-tree-sha1 = "6d4569d555704cdf91b3417c0667769a4a7cbaa2"
+git-tree-sha1 = "926862f549a82d6c3a7145bc7f1adff2a91a39f0"
uuid = "af321ab8-2d2e-40a6-b165-3d674595d28e"
-version = "0.1.14"
+version = "0.1.15"
weakdeps = ["UnicodePlots"]
[deps.CategoricalDistributions.extensions]
@@ -307,9 +283,9 @@ weakdeps = ["UnicodePlots"]
[[deps.ChainRules]]
deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "SparseInverseSubset", "Statistics", "StructArrays", "SuiteSparse"]
-git-tree-sha1 = "4e42872be98fa3343c4f8458cbda8c5c6a6fa97c"
+git-tree-sha1 = "e7d1016142a71c980309114ee30a3e4f870902f4"
uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.63.0"
+version = "1.65.0"
[[deps.ChainRulesCore]]
deps = ["Compat", "LinearAlgebra"]
@@ -359,9 +335,9 @@ version = "3.24.0"
[[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"]
@@ -417,21 +393,21 @@ version = "0.3.2"
[[deps.ConcurrentUtilities]]
deps = ["Serialization", "Sockets"]
-git-tree-sha1 = "87944e19ea747808b73178ce5ebb74081fdf2d35"
+git-tree-sha1 = "6cbbd4d241d7e6579ab354737f4dd95ca43946e1"
uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
-version = "2.4.0"
+version = "2.4.1"
[[deps.ConformalPrediction]]
-deps = ["CategoricalArrays", "ChainRules", "ComputationalResources", "Flux", "InferOpt", "LazyArtifacts", "LinearAlgebra", "MLJBase", "MLJEnsembles", "MLJFlux", "MLJLinearModels", "MLJModelInterface", "MLUtils", "NaturalSort", "ProgressMeter", "Random", "Serialization", "StatsBase", "Tables", "cuDNN"]
+deps = ["CategoricalArrays", "ChainRules", "ComputationalResources", "Flux", "InferOpt", "LinearAlgebra", "MLJBase", "MLJEnsembles", "MLJFlux", "MLJLinearModels", "MLJModelInterface", "MLUtils", "ProgressMeter", "Random", "StatsBase", "Tables"]
path = ".."
uuid = "98bfc277-1877-43dc-819b-a3e38c30242f"
version = "0.1.12"
[[deps.ConstructionBase]]
deps = ["LinearAlgebra"]
-git-tree-sha1 = "c53fc348ca4d40d7b371e71fd52251839080cbc9"
+git-tree-sha1 = "260fd2400ed2dab602a7c15cf10c1933c59930a2"
uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.5.4"
+version = "1.5.5"
weakdeps = ["IntervalSets", "StaticArrays"]
[deps.ConstructionBase.extensions]
@@ -445,9 +421,9 @@ 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.CoordinateTransformations]]
deps = ["LinearAlgebra", "StaticArrays"]
@@ -456,20 +432,20 @@ uuid = "150eb455-5306-5404-9cee-2592286d6298"
version = "0.6.3"
[[deps.CounterfactualExplanations]]
-deps = ["CSV", "CUDA", "CategoricalArrays", "ChainRulesCore", "DataFrames", "DecisionTree", "Distributions", "EvoTrees", "Flux", "LaplaceRedux", "LazyArtifacts", "LinearAlgebra", "Logging", "MLDatasets", "MLJBase", "MLJDecisionTreeInterface", "MLJModels", "MLUtils", "MultivariateStats", "NearestNeighborModels", "PackageExtensionCompat", "Parameters", "PrecompileTools", "ProgressMeter", "Random", "Serialization", "Statistics", "StatsBase", "Tables", "UUIDs", "cuDNN"]
-git-tree-sha1 = "af4687806d81a3265173fad6250e3902eb659f37"
+deps = ["CategoricalArrays", "ChainRulesCore", "DataFrames", "DecisionTree", "Distributions", "Flux", "LazyArtifacts", "LinearAlgebra", "Logging", "MLJBase", "MLJDecisionTreeInterface", "MLUtils", "MultivariateStats", "PackageExtensionCompat", "ProgressMeter", "Random", "Serialization", "Statistics", "StatsBase", "Tables", "TaijaBase", "UUIDs"]
+git-tree-sha1 = "be60a64de3a3b46940c402e6bd8a4d6a94208d9c"
uuid = "2f13d31b-18db-44c1-bc43-ebaf2cff0be0"
-version = "0.1.31"
+version = "1.1.4"
[deps.CounterfactualExplanations.extensions]
- MPIExt = "MPI"
- PythonCallExt = "PythonCall"
- RCallExt = "RCall"
+ EvoTreesExt = "EvoTrees"
+ LaplaceReduxExt = "LaplaceRedux"
+ NeuroTreeExt = "NeuroTreeModels"
[deps.CounterfactualExplanations.weakdeps]
- MPI = "da04e1cc-30fd-572f-bb4f-1f8673147195"
- PythonCall = "6099a3de-0909-46bc-b1f4-468b9a2dfc0d"
- RCall = "6f49c342-dc21-5d91-9882-a32aef131414"
+ EvoTrees = "f6006082-12f8-11e9-0c9c-0d5d367ab1e5"
+ LaplaceRedux = "c52c1a26-f7c5-402b-80be-ba1e638ad478"
+ NeuroTreeModels = "1db4e0a5-a364-4b0c-897c-2bd5a4a3a1f2"
[[deps.CpuId]]
deps = ["Markdown"]
@@ -506,9 +482,9 @@ 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"
@@ -570,10 +546,10 @@ deps = ["Random", "Serialization", "Sockets"]
uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
[[deps.Distributions]]
-deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
-git-tree-sha1 = "7c302d7a5fec5214eb8a5a4c466dcf7a51fcf169"
+deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
+git-tree-sha1 = "22c595ca4146c07b16bcf9c8bea86f731f7109d2"
uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.107"
+version = "0.25.108"
weakdeps = ["ChainRulesCore", "DensityInterface", "Test"]
[deps.Distributions.extensions]
@@ -589,15 +565,9 @@ version = "0.9.3"
[[deps.Documenter]]
deps = ["ANSIColoredPrinters", "AbstractTrees", "Base64", "CodecZlib", "Dates", "DocStringExtensions", "Downloads", "Git", "IOCapture", "InteractiveUtils", "JSON", "LibGit2", "Logging", "Markdown", "MarkdownAST", "Pkg", "PrecompileTools", "REPL", "RegistryInstances", "SHA", "TOML", "Test", "Unicode"]
-git-tree-sha1 = "4a40af50e8b24333b9ec6892546d9ca5724228eb"
+git-tree-sha1 = "f15a91e6e3919055efa4f206f942a73fedf5dfe6"
uuid = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
-version = "1.3.0"
-
-[[deps.DoubleArrayTries]]
-deps = ["OffsetArrays", "Preferences", "StringViews"]
-git-tree-sha1 = "9667af23bda5ce51bad3dd759812c398a58d8b9d"
-uuid = "abbaa0e5-f788-499c-92af-c35ff4258c82"
-version = "0.1.0"
+version = "1.4.0"
[[deps.Downloads]]
deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
@@ -611,24 +581,30 @@ uuid = "fa6b7ba4-c1ee-5f82-b5fc-ecf0adba8f74"
version = "0.6.8"
[[deps.DynamicExpressions]]
-deps = ["Compat", "LinearAlgebra", "LoopVectorization", "MacroTools", "PackageExtensionCompat", "PrecompileTools", "Printf", "Random", "Reexport", "TOML"]
-git-tree-sha1 = "b9d7bcba8809e749a06e15f58f8fada2705bf422"
+deps = ["Compat", "MacroTools", "PackageExtensionCompat", "PrecompileTools", "Random", "Reexport", "TOML"]
+git-tree-sha1 = "3976ad6cf7fd2b80bee8662dc3dd06f8a67c3fbd"
uuid = "a40a106e-89c9-4ca8-8020-a735e8728b6b"
-version = "0.13.1"
+version = "0.16.0"
[deps.DynamicExpressions.extensions]
+ DynamicExpressionsBumperExt = "Bumper"
+ DynamicExpressionsLoopVectorizationExt = "LoopVectorization"
+ DynamicExpressionsOptimExt = "Optim"
DynamicExpressionsSymbolicUtilsExt = "SymbolicUtils"
DynamicExpressionsZygoteExt = "Zygote"
[deps.DynamicExpressions.weakdeps]
+ Bumper = "8ce10254-0962-460f-a3d8-1f77fea1446e"
+ LoopVectorization = "bdcacae8-1622-11e9-2a5c-532679323890"
+ Optim = "429524aa-4258-5aef-a3af-852621145aeb"
SymbolicUtils = "d1185830-fcd6-423d-90d6-eec64667417b"
Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
[[deps.DynamicQuantities]]
deps = ["Compat", "PackageExtensionCompat", "Tricks"]
-git-tree-sha1 = "1eb22833c1bf36be85d8f4847ab423a8bf7f7b2d"
+git-tree-sha1 = "412b25c7d99ec6b06967d315c7b29bb8e484f092"
uuid = "06fc5a27-2a28-4c7c-a15d-362465fb6821"
-version = "0.10.3"
+version = "0.13.2"
[deps.DynamicQuantities.extensions]
DynamicQuantitiesLinearAlgebraExt = "LinearAlgebra"
@@ -662,14 +638,16 @@ version = "0.0.20230411+0"
[[deps.EvoTrees]]
deps = ["BSON", "CategoricalArrays", "Distributions", "MLJModelInterface", "NetworkLayout", "Random", "RecipesBase", "Statistics", "StatsBase", "Tables"]
-git-tree-sha1 = "e1107e45d7fe1a3c5dd335376bb6333b42cf9d1c"
+git-tree-sha1 = "92d1f78f95f4794bf29bd972dacfa37ea1fec9f4"
uuid = "f6006082-12f8-11e9-0c9c-0d5d367ab1e5"
-version = "0.16.6"
-weakdeps = ["CUDA"]
+version = "0.16.7"
[deps.EvoTrees.extensions]
EvoTreesCUDAExt = "CUDA"
+ [deps.EvoTrees.weakdeps]
+ CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
+
[[deps.ExceptionUnwrapping]]
deps = ["Test"]
git-tree-sha1 = "dcb08a0d93ec0b1cdc4af184b26b591e9695423a"
@@ -682,11 +660,6 @@ git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
version = "2.5.0+0"
-[[deps.ExprTools]]
-git-tree-sha1 = "27415f162e6028e81c72b82ef756bf321213b6ec"
-uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
-version = "0.1.10"
-
[[deps.Extents]]
git-tree-sha1 = "2140cd04483da90b2da7f99b2add0750504fc39c"
uuid = "411431e0-e8b7-467b-b5e0-f676ba4f2910"
@@ -734,17 +707,11 @@ git-tree-sha1 = "656f7a6859be8673bf1f35da5670246b923964f7"
uuid = "b9860ae5-e623-471e-878b-f6a53c775ea6"
version = "0.1.1"
-[[deps.Fetch]]
-deps = ["Base64", "HTTP", "JSON3", "Random", "StructTypes", "p7zip_jll"]
-git-tree-sha1 = "781292162fd5bfe8d001210f9dddbb6baa509bf4"
-uuid = "bb354801-46f6-40b6-9c3d-d42d7a74c775"
-version = "0.1.4"
-
[[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"]
@@ -756,10 +723,10 @@ version = "0.9.21"
uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
[[deps.FillArrays]]
-deps = ["LinearAlgebra", "Random"]
-git-tree-sha1 = "5b93957f6dcd33fc343044af3d48c215be2562f1"
+deps = ["LinearAlgebra"]
+git-tree-sha1 = "57f08d5665e76397e96b168f9acc12ab17c84a68"
uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.9.3"
+version = "1.10.2"
weakdeps = ["PDMats", "SparseArrays", "Statistics"]
[deps.FillArrays.extensions]
@@ -769,9 +736,9 @@ weakdeps = ["PDMats", "SparseArrays", "Statistics"]
[[deps.FiniteDiff]]
deps = ["ArrayInterface", "LinearAlgebra", "Requires", "Setfield", "SparseArrays"]
-git-tree-sha1 = "bc0c5092d6caaea112d3c8e3b238d61563c58d5f"
+git-tree-sha1 = "2de436b72c3422940cbe1367611d137008af7ec3"
uuid = "6a86dc24-6348-571c-b903-95158fe2bd41"
-version = "2.23.0"
+version = "2.23.1"
[deps.FiniteDiff.extensions]
FiniteDiffBandedMatricesExt = "BandedMatrices"
@@ -790,18 +757,22 @@ uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
version = "0.8.4"
[[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 = "3e2c3704c2173ab4b1935362384ca878b53d4c34"
+deps = ["Adapt", "ChainRulesCore", "Compat", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote"]
+git-tree-sha1 = "a5475163b611812d073171583982c42ea48d22b0"
uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c"
-version = "0.13.17"
+version = "0.14.15"
[deps.Flux.extensions]
- AMDGPUExt = "AMDGPU"
+ FluxAMDGPUExt = "AMDGPU"
+ FluxCUDAExt = "CUDA"
+ FluxCUDAcuDNNExt = ["CUDA", "cuDNN"]
FluxMetalExt = "Metal"
[deps.Flux.weakdeps]
AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e"
+ 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"]
@@ -816,9 +787,9 @@ uuid = "9dda63f9-cce7-5873-89fa-eccbb2fffcde"
version = "0.0.3"
[[deps.Format]]
-git-tree-sha1 = "f3cf88025f6d03c194d73f5d13fee9004a108329"
+git-tree-sha1 = "9c68794ef81b08086aeb32eeaf33531668d5f5fc"
uuid = "1fa38f19-a742-5d3f-a2b9-30dd87b9d5f8"
-version = "1.3.6"
+version = "1.3.7"
[[deps.ForwardDiff]]
deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"]
@@ -842,16 +813,11 @@ git-tree-sha1 = "aa31987c2ba8704e23c6c8ba8a4f769d5d7e4f91"
uuid = "559328eb-81f9-559d-9380-de523a88c83c"
version = "1.0.10+0"
-[[deps.FuncPipelines]]
-git-tree-sha1 = "6484a27c35ecc680948c7dc7435c97f12c2bfaf7"
-uuid = "9ed96fbb-10b6-44d4-99a6-7e2a3dc8861b"
-version = "0.2.3"
-
[[deps.Functors]]
deps = ["LinearAlgebra"]
-git-tree-sha1 = "8ae30e786837ce0a24f5e2186938bf3251ab94b2"
+git-tree-sha1 = "d3e63d9fa13f8eaa2f06f64949e2afc593ff52c2"
uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196"
-version = "0.4.8"
+version = "0.4.10"
[[deps.Future]]
deps = ["Random"]
@@ -863,29 +829,17 @@ git-tree-sha1 = "ff38ba61beff76b8f4acad8ab0c97ef73bb670cb"
uuid = "0656b61e-2033-5cc2-a64a-77c0f6c09b89"
version = "3.3.9+0"
-[[deps.GLM]]
-deps = ["Distributions", "LinearAlgebra", "Printf", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "StatsModels"]
-git-tree-sha1 = "273bd1cd30768a2fddfa3fd63bbc746ed7249e5f"
-uuid = "38e38edf-8417-5370-95a0-9cbb8c7f171a"
-version = "1.9.0"
-
[[deps.GPUArrays]]
deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"]
-git-tree-sha1 = "2e57b4a4f9cc15e85a24d603256fe08e527f48d1"
+git-tree-sha1 = "68e8ff56a4a355a85d2784b94614491f8c900cde"
uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
-version = "8.8.1"
+version = "10.1.0"
[[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 = "72b2e3c2ba583d1a7aa35129e56cf92e07c083e3"
-uuid = "61eb1bfa-7361-4325-ad38-22787b887f55"
-version = "0.21.4"
+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"]
@@ -907,9 +861,9 @@ version = "0.6.2"
[[deps.GeoInterface]]
deps = ["Extents"]
-git-tree-sha1 = "d4f85701f569584f2cff7ba67a137d03f0cfb7d0"
+git-tree-sha1 = "801aef8228f7f04972e596b09d4dba481807c913"
uuid = "cf35fbd7-0cd7-5166-be24-54bfbe79505f"
-version = "1.3.3"
+version = "1.3.4"
[[deps.GeometryBasics]]
deps = ["EarCut_jll", "Extents", "GeoInterface", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
@@ -937,9 +891,9 @@ version = "1.3.1"
[[deps.Git_jll]]
deps = ["Artifacts", "Expat_jll", "JLLWrappers", "LibCURL_jll", "Libdl", "Libiconv_jll", "OpenSSL_jll", "PCRE2_jll", "Zlib_jll"]
-git-tree-sha1 = "12945451c5d0e2d0dca0724c3a8d6448b46bbdf9"
+git-tree-sha1 = "d18fb8a1f3609361ebda9bf029b60fd0f120c809"
uuid = "f8c6e375-362e-5223-8a59-34ff63f689eb"
-version = "2.44.0+1"
+version = "2.44.0+2"
[[deps.Glib_jll]]
deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Zlib_jll"]
@@ -966,9 +920,9 @@ version = "1.3.14+0"
[[deps.Graphs]]
deps = ["ArnoldiMethod", "Compat", "DataStructures", "Distributed", "Inflate", "LinearAlgebra", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics"]
-git-tree-sha1 = "899050ace26649433ef1af25bc17a815b3db52b7"
+git-tree-sha1 = "3863330da5466410782f2bffc64f3d505a6a8334"
uuid = "86223c79-3864-5bf0-83f7-82e725a168b6"
-version = "1.9.0"
+version = "1.10.0"
[[deps.Grisu]]
git-tree-sha1 = "53bb909d1151e57e2484c3d1b53e19552b887fb2"
@@ -976,10 +930,16 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
version = "1.0.2"
[[deps.HDF5]]
-deps = ["Compat", "HDF5_jll", "Libdl", "Mmap", "Printf", "Random", "Requires", "UUIDs"]
-git-tree-sha1 = "114e20044677badbc631ee6fdc80a67920561a29"
+deps = ["Compat", "HDF5_jll", "Libdl", "MPIPreferences", "Mmap", "Preferences", "Printf", "Random", "Requires", "UUIDs"]
+git-tree-sha1 = "e856eef26cf5bf2b0f95f8f4fc37553c72c8641c"
uuid = "f67ccb44-e63f-5c2f-98bd-6dc0ccc4ba2f"
-version = "0.16.16"
+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"]
@@ -987,17 +947,11 @@ git-tree-sha1 = "38c8874692d48d5440d5752d6c74b0c6b0b60739"
uuid = "0234f1f7-429e-5d53-9886-15a909be8d59"
version = "1.14.2+1"
-[[deps.HTML_Entities]]
-deps = ["StrTables"]
-git-tree-sha1 = "c4144ed3bc5f67f595622ad03c0e39fa6c70ccc7"
-uuid = "7693890a-d069-55fe-a829-b4a6d304f0ee"
-version = "1.0.1"
-
[[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 = "2c3ec1f90bb4a8f7beafb0cffea8a4c3f4e636ab"
uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.10.3"
+version = "1.10.6"
[[deps.HarfBuzz_jll]]
deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -1005,18 +959,18 @@ git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3"
uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
version = "2.8.1+1"
+[[deps.HistogramThresholding]]
+deps = ["ImageBase", "LinearAlgebra", "MappedArrays"]
+git-tree-sha1 = "7194dfbb2f8d945abdaf68fa9480a965d6661e69"
+uuid = "2c695a8d-9458-5d45-9878-1b8a99cf7853"
+version = "0.3.1"
+
[[deps.HostCPUFeatures]]
deps = ["BitTwiddlingConvenienceFunctions", "IfElse", "Libdl", "Static"]
git-tree-sha1 = "eb8fed28f4994600e29beef49744639d985a04b2"
uuid = "3e5b6fbb-0976-4d2c-9146-d79de83f2fb0"
version = "0.1.16"
-[[deps.HuggingFaceApi]]
-deps = ["Dates", "Downloads", "JSON3", "LibGit2", "OhMyArtifacts", "Pkg", "SHA"]
-git-tree-sha1 = "bcf9b0ee12839d9bbee389ec13cd926845a2d39f"
-uuid = "3cc741c3-0c9d-4fbe-84fa-cdec264173de"
-version = "0.1.0"
-
[[deps.Hwloc_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "ca0f6bf568b4bfc807e7537f081c81e35ceca114"
@@ -1049,9 +1003,9 @@ version = "0.2.4"
[[deps.IRTools]]
deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "5d8c5713f38f7bc029e26627b687710ba406d0dd"
+git-tree-sha1 = "d05027a62b4c9a2223820a9fdeae1110ad3946a5"
uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.12"
+version = "0.4.13"
[[deps.IfElse]]
git-tree-sha1 = "debdd00ffef04665ccbb3e150747a77560e8fad1"
@@ -1070,6 +1024,12 @@ git-tree-sha1 = "b51bb8cae22c66d0f6357e3bcb6363145ef20835"
uuid = "c817782e-172a-44cc-b673-b171935fbb9e"
version = "0.1.5"
+[[deps.ImageBinarization]]
+deps = ["HistogramThresholding", "ImageCore", "LinearAlgebra", "Polynomials", "Reexport", "Statistics"]
+git-tree-sha1 = "f5356e7203c4a9954962e3757c08033f2efe578a"
+uuid = "cbc4b850-ae4b-5111-9e64-df94c024a13d"
+version = "0.3.0"
+
[[deps.ImageContrastAdjustment]]
deps = ["ImageBase", "ImageCore", "ImageTransformations", "Parameters"]
git-tree-sha1 = "eb3d4365a10e3f3ecb3b115e9d12db131d28a386"
@@ -1082,6 +1042,12 @@ git-tree-sha1 = "acf614720ef026d38400b3817614c45882d75500"
uuid = "a09fc81d-aa75-5fe9-8630-4744c3626534"
version = "0.9.4"
+[[deps.ImageCorners]]
+deps = ["ImageCore", "ImageFiltering", "PrecompileTools", "StaticArrays", "StatsBase"]
+git-tree-sha1 = "24c52de051293745a9bad7d73497708954562b79"
+uuid = "89d5987c-236e-4e32-acd0-25bd6bd87b70"
+version = "0.1.3"
+
[[deps.ImageDistances]]
deps = ["Distances", "ImageCore", "ImageMorphology", "LinearAlgebra", "Statistics"]
git-tree-sha1 = "08b0e6354b21ef5dd5e49026028e41831401aca8"
@@ -1119,10 +1085,10 @@ uuid = "bc367c6b-8a6b-528e-b4bd-a4b897500b49"
version = "0.9.9"
[[deps.ImageMorphology]]
-deps = ["ImageCore", "LinearAlgebra", "Requires", "TiledIteration"]
-git-tree-sha1 = "e7c68ab3df4a75511ba33fc5d8d9098007b579a8"
+deps = ["DataStructures", "ImageCore", "LinearAlgebra", "LoopVectorization", "OffsetArrays", "Requires", "TiledIteration"]
+git-tree-sha1 = "6f0a801136cb9c229aebea0df296cdcd471dbcd1"
uuid = "787d08f9-d448-5407-9aad-5290dd7ab264"
-version = "0.3.2"
+version = "0.4.5"
[[deps.ImageQualityIndexes]]
deps = ["ImageContrastAdjustment", "ImageCore", "ImageDistances", "ImageFiltering", "LazyModules", "OffsetArrays", "PrecompileTools", "Statistics"]
@@ -1143,16 +1109,16 @@ uuid = "4e3cecfd-b093-5904-9786-8bbb286a6a31"
version = "0.3.8"
[[deps.ImageTransformations]]
-deps = ["AxisAlgorithms", "ColorVectorSpace", "CoordinateTransformations", "ImageBase", "ImageCore", "Interpolations", "OffsetArrays", "Rotations", "StaticArrays"]
-git-tree-sha1 = "8717482f4a2108c9358e5c3ca903d3a6113badc9"
+deps = ["AxisAlgorithms", "CoordinateTransformations", "ImageBase", "ImageCore", "Interpolations", "OffsetArrays", "Rotations", "StaticArrays"]
+git-tree-sha1 = "e0884bdf01bbbb111aea77c348368a86fb4b5ab6"
uuid = "02fcd773-0e25-5acc-982a-7f6622650795"
-version = "0.9.5"
+version = "0.10.1"
[[deps.Images]]
-deps = ["Base64", "FileIO", "Graphics", "ImageAxes", "ImageBase", "ImageContrastAdjustment", "ImageCore", "ImageDistances", "ImageFiltering", "ImageIO", "ImageMagick", "ImageMetadata", "ImageMorphology", "ImageQualityIndexes", "ImageSegmentation", "ImageShow", "ImageTransformations", "IndirectArrays", "IntegralArrays", "Random", "Reexport", "SparseArrays", "StaticArrays", "Statistics", "StatsBase", "TiledIteration"]
-git-tree-sha1 = "5fa9f92e1e2918d9d1243b1131abe623cdf98be7"
+deps = ["Base64", "FileIO", "Graphics", "ImageAxes", "ImageBase", "ImageBinarization", "ImageContrastAdjustment", "ImageCore", "ImageCorners", "ImageDistances", "ImageFiltering", "ImageIO", "ImageMagick", "ImageMetadata", "ImageMorphology", "ImageQualityIndexes", "ImageSegmentation", "ImageShow", "ImageTransformations", "IndirectArrays", "IntegralArrays", "Random", "Reexport", "SparseArrays", "StaticArrays", "Statistics", "StatsBase", "TiledIteration"]
+git-tree-sha1 = "12fdd617c7fe25dc4a6cc804d657cc4b2230302b"
uuid = "916415d5-f1e6-5110-898d-aaa5f9f070e0"
-version = "0.25.3"
+version = "0.26.1"
[[deps.Imath_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -1201,9 +1167,9 @@ version = "0.1.5"
[[deps.IntelOpenMP_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "5fdf2fe6724d8caabf43b557b84ce53f3b7e2f6b"
+git-tree-sha1 = "be50fe8df3acbffa0274a744f1a99d29c45a57f4"
uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2024.0.2+0"
+version = "2024.1.0+0"
[[deps.InteractiveUtils]]
deps = ["Markdown"]
@@ -1217,9 +1183,13 @@ 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.IntervalSets]]
git-tree-sha1 = "dba9ddf07f77f60450fe5d2e2beb9854d9a49bd0"
@@ -1234,9 +1204,13 @@ weakdeps = ["Random", "RecipesBase", "Statistics"]
[[deps.InverseFunctions]]
deps = ["Test"]
-git-tree-sha1 = "68772f49f54b479fa88ace904f6127f0a3bb2e46"
+git-tree-sha1 = "e7cbed5032c4c397a6ac23d1493f3289e01231c4"
uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.12"
+version = "0.1.14"
+weakdeps = ["Dates"]
+
+ [deps.InverseFunctions.extensions]
+ DatesExt = "Dates"
[[deps.InvertedIndices]]
git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -1356,9 +1330,9 @@ version = "3.0.0+1"
[[deps.LLVM]]
deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Preferences", "Printf", "Requires", "Unicode"]
-git-tree-sha1 = "ddab4d40513bce53c8e3157825e245224f74fae7"
+git-tree-sha1 = "839c82932db86740ae729779e610f07a1640be9a"
uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "6.6.0"
+version = "6.6.3"
weakdeps = ["BFloat16s"]
[deps.LLVM.extensions]
@@ -1376,15 +1350,6 @@ git-tree-sha1 = "d986ce2d884d49126836ea94ed5bfb0f12679713"
uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
version = "15.0.7+0"
-[[deps.LRUCache]]
-git-tree-sha1 = "b3cc6698599b10e652832c2f23db3cab99d51b59"
-uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
-version = "1.6.1"
-weakdeps = ["Serialization"]
-
- [deps.LRUCache.extensions]
- SerializationExt = ["Serialization"]
-
[[deps.LZO_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "e5b909bcf985c5e2605737d2ce278ed791b89be6"
@@ -1397,16 +1362,16 @@ uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
version = "1.3.1"
[[deps.LaplaceRedux]]
-deps = ["Compat", "ComputationalResources", "Flux", "LinearAlgebra", "MLJFlux", "MLJModelInterface", "MLUtils", "Parameters", "ProgressMeter", "Random", "Statistics", "Tables", "Tullio", "Zygote", "cuDNN"]
-git-tree-sha1 = "28b08415d15f8cad6bc2935203a3f99f00f5195a"
+deps = ["ChainRulesCore", "Compat", "ComputationalResources", "Flux", "LinearAlgebra", "MLJFlux", "MLJModelInterface", "MLUtils", "ProgressMeter", "Random", "Statistics", "Tables", "Tullio", "Zygote"]
+git-tree-sha1 = "cafb1c89f8105b56b913b23a20cd897fe91aca85"
uuid = "c52c1a26-f7c5-402b-80be-ba1e638ad478"
-version = "0.1.4"
+version = "0.2.0"
[[deps.Latexify]]
deps = ["Format", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Requires"]
-git-tree-sha1 = "cad560042a7cc108f5a4c24ea1431a9221f22c1b"
+git-tree-sha1 = "e0b5cd21dc1b44ec6e64f351976f961e6f31d6c4"
uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.16.2"
+version = "0.16.3"
[deps.Latexify.extensions]
DataFramesExt = "DataFrames"
@@ -1482,10 +1447,10 @@ 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"]
@@ -1525,15 +1490,9 @@ version = "2.39.3+1"
[[deps.LightGBM]]
deps = ["Dates", "Libdl", "MLJModelInterface", "SparseArrays", "Statistics"]
-git-tree-sha1 = "ce5f0bbb93610549e94dc1b1d6a1e238ae021d7d"
+git-tree-sha1 = "3266e7eab1ef894999a4f42f8f0b1e2131668a21"
uuid = "7acf609c-83a4-11e9-1ffb-b912bcd3b04a"
-version = "0.6.1"
-
-[[deps.LightXML]]
-deps = ["Libdl", "XML2_jll"]
-git-tree-sha1 = "3a994404d3f6709610701c7dabfc03fed87a81f8"
-uuid = "9c8b4983-aa76-5018-a973-4c85ecc9e179"
-version = "0.9.1"
+version = "0.6.2"
[[deps.LineSearches]]
deps = ["LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "Printf"]
@@ -1590,9 +1549,9 @@ version = "1.0.3"
[[deps.LoopVectorization]]
deps = ["ArrayInterface", "CPUSummary", "CloseOpenIntervals", "DocStringExtensions", "HostCPUFeatures", "IfElse", "LayoutPointers", "LinearAlgebra", "OffsetArrays", "PolyesterWeave", "PrecompileTools", "SIMDTypes", "SLEEFPirates", "Static", "StaticArrayInterface", "ThreadingUtilities", "UnPack", "VectorizationBase"]
-git-tree-sha1 = "0f5648fbae0d015e3abe5867bca2b362f67a5894"
+git-tree-sha1 = "a13f3be5d84b9c95465d743c82af0b094ef9c2e2"
uuid = "bdcacae8-1622-11e9-2a5c-532679323890"
-version = "0.12.166"
+version = "0.12.169"
weakdeps = ["ChainRulesCore", "ForwardDiff", "SpecialFunctions"]
[deps.LoopVectorization.extensions]
@@ -1621,10 +1580,10 @@ uuid = "6c6e2e6c-3030-632d-7369-2d6c69616d65"
version = "0.1.4"
[[deps.MKL_jll]]
-deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl"]
-git-tree-sha1 = "72dc3cf284559eb8f53aa593fe62cb33f83ed0c0"
+deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "oneTBB_jll"]
+git-tree-sha1 = "80b2833b56d466b3858d565adcd16a4a05f2089b"
uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2024.0.0+0"
+version = "2024.1.0+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", "Statistics", "Tables"]
@@ -1634,21 +1593,27 @@ version = "0.7.14"
[[deps.MLFlowClient]]
deps = ["Dates", "FilePathsBase", "HTTP", "JSON", "ShowCases", "URIs", "UUIDs"]
-git-tree-sha1 = "049b39a208b052d020e18a0850ca9d228a11ef16"
+git-tree-sha1 = "5cc2a5453856e79f4772269fbe6b19fcdcba391a"
uuid = "64a0f543-368b-4a9a-827a-e71edb2a0b83"
-version = "0.4.6"
+version = "0.4.7"
[[deps.MLJ]]
-deps = ["CategoricalArrays", "ComputationalResources", "Distributed", "Distributions", "LinearAlgebra", "MLJBase", "MLJEnsembles", "MLJFlow", "MLJIteration", "MLJModels", "MLJTuning", "OpenML", "Pkg", "ProgressMeter", "Random", "Reexport", "ScientificTypes", "StatisticalMeasures", "Statistics", "StatsBase", "Tables"]
-git-tree-sha1 = "58d17a367ee211ade6e53f83a9cc5adf9d26f833"
+deps = ["CategoricalArrays", "ComputationalResources", "Distributed", "Distributions", "LinearAlgebra", "MLJBalancing", "MLJBase", "MLJEnsembles", "MLJFlow", "MLJIteration", "MLJModels", "MLJTuning", "OpenML", "Pkg", "ProgressMeter", "Random", "Reexport", "ScientificTypes", "StatisticalMeasures", "Statistics", "StatsBase", "Tables"]
+git-tree-sha1 = "a49aa31103f78b4c13e8d6beb13c5091cce82303"
uuid = "add582a8-e3ab-11e8-2d5e-e98b27df1bc7"
-version = "0.20.0"
+version = "0.20.3"
+
+[[deps.MLJBalancing]]
+deps = ["MLJBase", "MLJModelInterface", "MLUtils", "OrderedCollections", "Random", "StatsBase"]
+git-tree-sha1 = "f02e28f9f3c54a138db12a97a5d823e5e572c2d6"
+uuid = "45f359ea-796d-4f51-95a5-deb1a414c586"
+version = "0.1.4"
[[deps.MLJBase]]
deps = ["CategoricalArrays", "CategoricalDistributions", "ComputationalResources", "Dates", "DelimitedFiles", "Distributed", "Distributions", "InteractiveUtils", "InvertedIndices", "LearnAPI", "LinearAlgebra", "MLJModelInterface", "Missings", "OrderedCollections", "Parameters", "PrettyTables", "ProgressMeter", "Random", "RecipesBase", "Reexport", "ScientificTypes", "Serialization", "StatisticalMeasuresBase", "StatisticalTraits", "Statistics", "StatsBase", "Tables"]
-git-tree-sha1 = "f4782ed751d4683a2858278ef2997130a82ca710"
+git-tree-sha1 = "17d160e8f796ab5ceb4c017bc4019d21fd686a35"
uuid = "a7f614a8-145f-11e9-1d2a-a57a1082229d"
-version = "1.1.2"
+version = "1.2.1"
weakdeps = ["StatisticalMeasures"]
[deps.MLJBase.extensions]
@@ -1656,33 +1621,27 @@ weakdeps = ["StatisticalMeasures"]
[[deps.MLJDecisionTreeInterface]]
deps = ["CategoricalArrays", "DecisionTree", "MLJModelInterface", "Random", "Tables"]
-git-tree-sha1 = "1330eb4b8560bcc53d3878a2c9a08c75f99d530d"
+git-tree-sha1 = "90ef4d3b6cacec631c57cc034e1e61b4aa0ce511"
uuid = "c6f25543-311c-4c74-83dc-3ea6d1015661"
-version = "0.4.1"
+version = "0.4.2"
[[deps.MLJEnsembles]]
deps = ["CategoricalArrays", "CategoricalDistributions", "ComputationalResources", "Distributed", "Distributions", "MLJModelInterface", "ProgressMeter", "Random", "ScientificTypesBase", "StatisticalMeasuresBase", "StatsBase"]
-git-tree-sha1 = "94403b2c8f692011df6731913376e0e37f6c0fe9"
+git-tree-sha1 = "456d99c46a9eab977308122c829c52dfa1677c03"
uuid = "50ed68f4-41fd-4504-931a-ed422449fee0"
-version = "0.4.0"
+version = "0.4.1"
[[deps.MLJFlow]]
deps = ["MLFlowClient", "MLJBase", "MLJModelInterface"]
-git-tree-sha1 = "dc0de70a794c6d4c1aa4bde8196770c6b6e6b550"
+git-tree-sha1 = "79989f284c1f6c39eef70f6c8a39736e4f8d3d02"
uuid = "7b7b8358-b45c-48ea-a8ef-7ca328ad328f"
-version = "0.2.0"
+version = "0.4.1"
[[deps.MLJFlux]]
deps = ["CategoricalArrays", "ColorTypes", "ComputationalResources", "Flux", "MLJModelInterface", "Metalhead", "ProgressMeter", "Random", "Statistics", "Tables"]
-git-tree-sha1 = "40f9e99a6770bc795f70f1908316e1491488a7b7"
+git-tree-sha1 = "72935b7de07a7f6b72fd49ecc7898dac79248d46"
uuid = "094fc8d1-fd35-5302-93ea-dabda2abf845"
-version = "0.3.1"
-
-[[deps.MLJGLMInterface]]
-deps = ["Distributions", "GLM", "MLJModelInterface", "StatsModels", "Tables"]
-git-tree-sha1 = "db318813a5f07e3f93a1e530c8fd0e6bdc9cabac"
-uuid = "caf8df21-4939-456d-ac9c-5fefbfb04c0c"
-version = "0.3.7"
+version = "0.4.0"
[[deps.MLJIteration]]
deps = ["IterationControl", "MLJBase", "Random", "Serialization"]
@@ -1698,33 +1657,21 @@ version = "0.10.0"
[[deps.MLJModelInterface]]
deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
-git-tree-sha1 = "14bd8088cf7cd1676aa83a57004f8d23d43cd81e"
+git-tree-sha1 = "d2a45e1b5998ba3fdfb6cfe0c81096d4c7fb40e7"
uuid = "e80e1ace-859a-464e-9ed9-23947d8ae3ea"
-version = "1.9.5"
+version = "1.9.6"
[[deps.MLJModels]]
deps = ["CategoricalArrays", "CategoricalDistributions", "Combinatorics", "Dates", "Distances", "Distributions", "InteractiveUtils", "LinearAlgebra", "MLJModelInterface", "Markdown", "OrderedCollections", "Parameters", "Pkg", "PrettyPrinting", "REPL", "Random", "RelocatableFolders", "ScientificTypes", "StatisticalTraits", "Statistics", "StatsBase", "Tables"]
-git-tree-sha1 = "dd99a80f39cae8b112823d279dfa08ae872b4f3e"
+git-tree-sha1 = "410da88e0e6ece5467293d2c76b51b7c6df7d072"
uuid = "d491faf4-2d78-11e9-2867-c94bc002c0b7"
-version = "0.16.16"
-
-[[deps.MLJMultivariateStatsInterface]]
-deps = ["Distances", "LinearAlgebra", "MLJModelInterface", "MultivariateStats", "StatsBase"]
-git-tree-sha1 = "a282960828015daf766b4d66ba75445b0c909099"
-uuid = "1b6a4a23-ba22-4f51-9698-8599985d3728"
-version = "0.4.0"
-
-[[deps.MLJNaiveBayesInterface]]
-deps = ["LogExpFunctions", "MLJModelInterface", "NaiveBayes"]
-git-tree-sha1 = "65c8eb0f1da7380f1660201c7ca14d085602ad90"
-uuid = "33e4bacb-b9e2-458e-9a13-5d9a90b235fa"
-version = "0.1.6"
+version = "0.16.17"
[[deps.MLJTuning]]
deps = ["ComputationalResources", "Distributed", "Distributions", "LatinHypercubeSampling", "MLJBase", "ProgressMeter", "Random", "RecipesBase", "StatisticalMeasuresBase"]
-git-tree-sha1 = "42949f1a85c48f390cfce46cb1c4fcda1846b204"
+git-tree-sha1 = "4a2c14b9529753db3ece53fd635c609220200507"
uuid = "03970b2e-30c4-11ea-3135-d1576263f10f"
-version = "0.8.2"
+version = "0.8.4"
[[deps.MLStyle]]
git-tree-sha1 = "bc38dff0548128765760c79eb7388a4b37fae2c8"
@@ -1739,9 +1686,9 @@ 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 = "d8a7bf80c88326ebc98b7d38437208c3a0f20725"
uuid = "7cb0a576-ebde-5e09-9194-50597f1243b4"
-version = "4.2.0+0"
+version = "4.2.1+0"
[[deps.MPIPreferences]]
deps = ["Libdl", "Preferences"]
@@ -1750,10 +1697,10 @@ uuid = "3da0fdf6-3ccc-4f1b-acd9-58baa6c99267"
version = "0.1.10"
[[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 = "3f884417b47a96d87e7c6219f8f7b30ce67f4f2c"
uuid = "f1f71cc9-e9ae-5b93-9b94-4fe0e1ad3748"
-version = "5.3.2+0"
+version = "5.3.3+0"
[[deps.MacroTools]]
deps = ["Markdown", "Random"]
@@ -1761,12 +1708,6 @@ git-tree-sha1 = "2fa9ee3e63fd3a4f7a9a4f4744a52f4856de82df"
uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
version = "0.5.13"
-[[deps.ManifoldLearning]]
-deps = ["Combinatorics", "Graphs", "LinearAlgebra", "MultivariateStats", "Random", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "4c5564c707899c3b6bc6d324b05e43eb7f277f2b"
-uuid = "06eb3307-b2af-5a2a-abea-d33192699d32"
-version = "0.9.0"
-
[[deps.ManualMemory]]
git-tree-sha1 = "bcaef4fc7a0cfe2cba636d84cda54b5e4e4ca3cd"
uuid = "d125e4d3-2237-4719-b19c-fa641b8a4667"
@@ -1816,10 +1757,16 @@ uuid = "626554b9-1ddb-594c-aa3c-2596fe9399a5"
version = "0.7.2"
[[deps.Metalhead]]
-deps = ["Artifacts", "BSON", "CUDA", "ChainRulesCore", "Flux", "Functors", "JLD2", "LazyArtifacts", "MLUtils", "NNlib", "PartialFunctions", "Random", "Statistics"]
-git-tree-sha1 = "4bbdb628c60c5f473148292df3ecb87058ba515f"
+deps = ["Artifacts", "BSON", "ChainRulesCore", "Flux", "Functors", "JLD2", "LazyArtifacts", "MLUtils", "NNlib", "PartialFunctions", "Random", "Statistics"]
+git-tree-sha1 = "5aac9a2b511afda7bf89df5044a2e0b429f83152"
uuid = "dbeba491-748d-5e0e-a39e-b530a07fa0cc"
-version = "0.8.3"
+version = "0.9.3"
+
+ [deps.Metalhead.extensions]
+ MetalheadCUDAExt = "CUDA"
+
+ [deps.Metalhead.weakdeps]
+ CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
[[deps.MicroCollections]]
deps = ["BangBang", "InitialValues", "Setfield"]
@@ -1835,9 +1782,9 @@ 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"
@@ -1853,10 +1800,10 @@ uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
version = "2023.1.10"
[[deps.MultivariateStats]]
-deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "6d019f5a0465522bbfdd68ecfad7f86b535d6935"
+deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
+git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.9.0"
+version = "0.10.2"
[[deps.NLSolversBase]]
deps = ["DiffResults", "Distributed", "FiniteDiff", "ForwardDiff"]
@@ -1866,21 +1813,21 @@ version = "7.8.3"
[[deps.NNlib]]
deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
+git-tree-sha1 = "5055845dd316575ae2fc1f6dcb3545ff15fe547a"
uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.21"
+version = "0.9.14"
[deps.NNlib.extensions]
NNlibAMDGPUExt = "AMDGPU"
+ NNlibCUDACUDNNExt = ["CUDA", "cuDNN"]
+ NNlibCUDAExt = "CUDA"
+ NNlibEnzymeCoreExt = "EnzymeCore"
[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"
+ cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
[[deps.NPZ]]
deps = ["FileIO", "ZipFile"]
@@ -1894,12 +1841,6 @@ git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
version = "1.0.2"
-[[deps.NaiveBayes]]
-deps = ["Distributions", "HDF5", "Interpolations", "KernelDensity", "LinearAlgebra", "Random", "SparseArrays", "StatsBase"]
-git-tree-sha1 = "3e8f66cad75d84820bf146ad3ae3785836497258"
-uuid = "9bbee03b-0db5-5f46-924f-b5c9c21b8c60"
-version = "0.5.5"
-
[[deps.NameResolution]]
deps = ["PrettyPrint"]
git-tree-sha1 = "1a0fa0e9613f46c9b8c11eee38ebb4f590013c5e"
@@ -1943,21 +1884,15 @@ weakdeps = ["Graphs"]
uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
version = "1.2.0"
-[[deps.NeuralAttentionlib]]
-deps = ["Adapt", "CUDA", "ChainRulesCore", "GPUArrays", "GPUArraysCore", "LinearAlgebra", "NNlib", "NNlibCUDA", "Requires", "Static"]
-git-tree-sha1 = "a87d94adcbcb0598c147d09b43dce830bc27baaa"
-uuid = "12afc1b8-fad6-47e1-9132-84abc478905f"
-version = "0.2.12"
-
[[deps.Observables]]
git-tree-sha1 = "7438a59546cf62428fc9d1bc94729146d37a7225"
uuid = "510215fc-4207-5dde-b226-833fc4488ee2"
version = "0.5.5"
[[deps.OffsetArrays]]
-git-tree-sha1 = "6a731f2b5c03157418a20c12195eb4b74c8f8621"
+git-tree-sha1 = "e64b4f5ea6b7389f6f046d13d4896a8f9c1ba71e"
uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.13.0"
+version = "1.14.0"
weakdeps = ["Adapt"]
[deps.OffsetArrays.extensions]
@@ -1969,12 +1904,6 @@ git-tree-sha1 = "887579a3eb005446d514ab7aeac5d1d027658b8f"
uuid = "e7412a2a-1a6e-54c0-be00-318e2571c051"
version = "1.3.5+1"
-[[deps.OhMyArtifacts]]
-deps = ["Dates", "Downloads", "Pidfile", "Pkg", "Printf", "SHA", "Scratch", "TOML"]
-git-tree-sha1 = "1ae208c3919548b9e7e6783ba294289cd204b4cb"
-uuid = "cf8be1f4-309d-442e-839d-29d2a0af6cb7"
-version = "0.3.1"
-
[[deps.OneHotArrays]]
deps = ["Adapt", "ChainRulesCore", "Compat", "GPUArraysCore", "LinearAlgebra", "NNlib"]
git-tree-sha1 = "963a3f28a2e65bb87a68033ea4a616002406037d"
@@ -2023,15 +1952,15 @@ version = "5.0.2+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 = "3da7367955dcc5c54c1ba4d402ccdc09a1a3e046"
uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "3.0.13+0"
+version = "3.0.13+1"
[[deps.OpenSpecFun_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -2041,15 +1970,21 @@ version = "0.5.5+0"
[[deps.Optim]]
deps = ["Compat", "FillArrays", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "PositiveFactorizations", "Printf", "SparseArrays", "StatsBase"]
-git-tree-sha1 = "e3a6546c1577bfd701771b477b794a52949e7594"
+git-tree-sha1 = "d9b79c4eed437421ac4285148fcadf42e0700e89"
uuid = "429524aa-4258-5aef-a3af-852621145aeb"
-version = "1.7.6"
+version = "1.9.4"
+
+ [deps.Optim.extensions]
+ OptimMOIExt = "MathOptInterface"
+
+ [deps.Optim.weakdeps]
+ MathOptInterface = "b8f27783-ece8-5eb3-8dc8-9495eed66fee"
[[deps.Optimisers]]
deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "c1fc26bab5df929a5172f296f25d7d08688fd25b"
+git-tree-sha1 = "6572fe0c5b74431aaeb0b18a4aa5ef03c84678be"
uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
-version = "0.2.20"
+version = "0.3.3"
[[deps.Opus_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2075,9 +2010,9 @@ version = "0.11.31"
[[deps.PMIx_jll]]
deps = ["Artifacts", "Hwloc_jll", "JLLWrappers", "Libdl", "Zlib_jll", "libevent_jll"]
-git-tree-sha1 = "8b3b19351fa24791f94d7ae85faf845ca1362541"
+git-tree-sha1 = "360f48126b5f2c2f0c833be960097f7c62705976"
uuid = "32165bc3-0280-59bc-8c0b-c33b6203efab"
-version = "4.2.7+0"
+version = "4.2.9+0"
[[deps.PNGFiles]]
deps = ["Base64", "CEnum", "ImageCore", "IndirectArrays", "OffsetArrays", "libpng_jll"]
@@ -2127,12 +2062,6 @@ git-tree-sha1 = "2e71d7dbcab8dc47306c0ed6ac6018fbc1a7070f"
uuid = "fbb45041-c46e-462f-888f-7c521cafbc2c"
version = "0.3.3"
-[[deps.Pidfile]]
-deps = ["FileWatching", "Test"]
-git-tree-sha1 = "2d8aaf8ee10df53d0dfb9b8ee44ae7c04ced2b03"
-uuid = "fa939f87-e72e-5be4-a000-7fc836dbe307"
-version = "1.3.0"
-
[[deps.Pipe]]
git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
@@ -2169,9 +2098,9 @@ 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", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
-git-tree-sha1 = "3c403c6590dd93b36752634115e20137e79ab4df"
+git-tree-sha1 = "442e1e7ac27dd5ff8825c3fa62fbd1e86397974b"
uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.40.2"
+version = "1.40.4"
[deps.Plots.extensions]
FileIOExt = "FileIO"
@@ -2189,9 +2118,9 @@ version = "1.40.2"
[[deps.PlutoUI]]
deps = ["AbstractPlutoDingetjes", "Base64", "ColorTypes", "Dates", "FixedPointNumbers", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "MIMEs", "Markdown", "Random", "Reexport", "URIs", "UUIDs"]
-git-tree-sha1 = "71a22244e352aa8c5f0f2adde4150f62368a3f2e"
+git-tree-sha1 = "ab55ee1510ad2af0ff674dbcced5e94921f867a9"
uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
-version = "0.7.58"
+version = "0.7.59"
[[deps.PolyesterWeave]]
deps = ["BitTwiddlingConvenienceFunctions", "CPUSummary", "IfElse", "Static", "ThreadingUtilities"]
@@ -2200,20 +2129,18 @@ uuid = "1d0040c9-8b98-4ee7-8388-3f51789ca0ad"
version = "0.2.1"
[[deps.Polynomials]]
-deps = ["LinearAlgebra", "RecipesBase", "Setfield", "SparseArrays"]
-git-tree-sha1 = "a9c7a523d5ed375be3983db190f6a5874ae9286d"
+deps = ["LinearAlgebra", "RecipesBase"]
+git-tree-sha1 = "3aa2bb4982e575acd7583f01531f241af077b163"
uuid = "f27b6e38-b328-58d1-80ce-0feddd5e7a45"
-version = "4.0.6"
+version = "3.2.13"
[deps.Polynomials.extensions]
PolynomialsChainRulesCoreExt = "ChainRulesCore"
- PolynomialsFFTWExt = "FFTW"
PolynomialsMakieCoreExt = "MakieCore"
PolynomialsMutableArithmeticsExt = "MutableArithmetics"
[deps.Polynomials.weakdeps]
ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
- FFTW = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
MakieCore = "20f20a25-4f0e-4fdf-b5d1-57303727442b"
MutableArithmetics = "d8a4904e-b15c-11e9-3269-09a3773c0cb0"
@@ -2257,12 +2184,6 @@ git-tree-sha1 = "88b895d13d53b5577fd53379d913b9ab9ac82660"
uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
version = "2.3.1"
-[[deps.PrimitiveOneHot]]
-deps = ["Adapt", "ChainRulesCore", "NNlib", "Requires"]
-git-tree-sha1 = "679f66ad280909b4ab590e382b4da6eb45c5955f"
-uuid = "13d12f88-f12b-451e-9b9f-13b97e01cc85"
-version = "0.1.4"
-
[[deps.Printf]]
deps = ["Unicode"]
uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
@@ -2317,18 +2238,6 @@ uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
deps = ["SHA"]
uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
-[[deps.Random123]]
-deps = ["Random", "RandomNumbers"]
-git-tree-sha1 = "4743b43e5a9c4a2ede372de7061eed81795b12e7"
-uuid = "74087812-796a-5b5d-8853-05524746bad3"
-version = "1.7.0"
-
-[[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"
@@ -2425,12 +2334,6 @@ weakdeps = ["RecipesBase"]
[deps.Rotations.extensions]
RotationsRecipesBaseExt = "RecipesBase"
-[[deps.RustRegex]]
-deps = ["rure_jll"]
-git-tree-sha1 = "16be5e710d7b980678ec0d8c61d4c00e9a5591e3"
-uuid = "cdf36688-0c6d-42c6-a883-5d2df16e9e88"
-version = "0.1.0"
-
[[deps.SHA]]
uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
version = "0.7.0"
@@ -2564,10 +2467,10 @@ uuid = "171d559e-b47b-412a-8079-5efa626c420e"
version = "0.1.15"
[[deps.StableRNGs]]
-deps = ["Random", "Test"]
-git-tree-sha1 = "ddc1a7b85e760b5285b50b882fa91e40c603be47"
+deps = ["Random"]
+git-tree-sha1 = "83e6cce8324d49dfaf9ef059227f91ed4441a8e5"
uuid = "860ef19b-820b-49d6-a774-d7a799459cd3"
-version = "1.0.1"
+version = "1.0.2"
[[deps.StackViews]]
deps = ["OffsetArrays"]
@@ -2644,9 +2547,9 @@ version = "1.7.0"
[[deps.StatsBase]]
deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "d1bf48bfcc554a3761a133fe3a9bb01488e06916"
+git-tree-sha1 = "5cf7606d6cef84b543b483848d4ae08ad9832b21"
uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.33.21"
+version = "0.34.3"
[[deps.StatsFuns]]
deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
@@ -2659,24 +2562,12 @@ weakdeps = ["ChainRulesCore", "InverseFunctions"]
StatsFunsChainRulesCoreExt = "ChainRulesCore"
StatsFunsInverseFunctionsExt = "InverseFunctions"
-[[deps.StatsModels]]
-deps = ["DataAPI", "DataStructures", "LinearAlgebra", "Printf", "REPL", "ShiftedArrays", "SparseArrays", "StatsAPI", "StatsBase", "StatsFuns", "Tables"]
-git-tree-sha1 = "5cf6c4583533ee38639f73b880f35fc85f2941e0"
-uuid = "3eaba693-59b7-5ba5-a881-562e759f1c8d"
-version = "0.7.3"
-
[[deps.StatsPlots]]
deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
git-tree-sha1 = "3b1dcbf62e469a67f6733ae493401e53d92ff543"
uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
version = "0.15.7"
-[[deps.StrTables]]
-deps = ["Dates"]
-git-tree-sha1 = "5998faae8c6308acc25c25896562a1e66a3bb038"
-uuid = "9700d1a9-a7c8-5760-9816-a99fda30bb8f"
-version = "1.0.1"
-
[[deps.Strided]]
deps = ["LinearAlgebra", "TupleTools"]
git-tree-sha1 = "a7a664c91104329c88222aa20264e1a05b6ad138"
@@ -2695,11 +2586,6 @@ git-tree-sha1 = "a04cabe79c5f01f4d723cc6704070ada0b9d46d5"
uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e"
version = "0.3.4"
-[[deps.StringViews]]
-git-tree-sha1 = "f7b06677eae2571c888fd686ba88047d8738b0e3"
-uuid = "354b36f9-a18e-4713-926e-db85100087ba"
-version = "1.3.3"
-
[[deps.StructArrays]]
deps = ["ConstructionBase", "DataAPI", "Tables"]
git-tree-sha1 = "f4dc295e983502292c4c3f951dbb4e985e35b3be"
@@ -2719,12 +2605,6 @@ git-tree-sha1 = "ca4bccb03acf9faaf4137a9abc1881ed1841aa70"
uuid = "856f2bd8-1eba-4b0a-8007-ebc267875bd4"
version = "1.10.0"
-[[deps.StructWalk]]
-deps = ["ConstructionBase"]
-git-tree-sha1 = "ef626534f40a9d99b3dafdbd54cfe411ad86e3b8"
-uuid = "31cdf514-beb7-4750-89db-dda9d2eb8d3d"
-version = "0.2.1"
-
[[deps.SuiteSparse]]
deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
@@ -2736,9 +2616,9 @@ version = "7.2.1+1"
[[deps.SymbolicRegression]]
deps = ["Compat", "Dates", "Distributed", "DynamicExpressions", "DynamicQuantities", "LineSearches", "LossFunctions", "MLJModelInterface", "MacroTools", "Optim", "PackageExtensionCompat", "Pkg", "PrecompileTools", "Printf", "ProgressBars", "Random", "Reexport", "SpecialFunctions", "StatsBase", "TOML", "Tricks"]
-git-tree-sha1 = "ba582361af8cced2b6d01a3de8ad0d77d322f0f0"
+git-tree-sha1 = "51edd5b58b6a870854c1ae8877b7e2e9330f6a04"
uuid = "8254be44-1295-4e6a-a16d-46603ac705cb"
-version = "0.23.3"
+version = "0.24.3"
[deps.SymbolicRegression.extensions]
SymbolicRegressionJSON3Ext = "JSON3"
@@ -2771,11 +2651,16 @@ git-tree-sha1 = "cb76cf677714c095e535e3501ac7954732aeea2d"
uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
version = "1.11.1"
+[[deps.TaijaBase]]
+git-tree-sha1 = "f7b57ab4a5c746d83e8883a38454839d0fab8b6f"
+uuid = "10284c91-9f28-4c9a-abbf-ee43576dfff6"
+version = "1.0.2"
+
[[deps.TaijaPlotting]]
-deps = ["CategoricalArrays", "ConformalPrediction", "CounterfactualExplanations", "DataAPI", "Distributions", "Flux", "LaplaceRedux", "LinearAlgebra", "MLJBase", "MLUtils", "ManifoldLearning", "MultivariateStats", "NaturalSort", "NearestNeighborModels", "Plots"]
-git-tree-sha1 = "a4ef915d36801127141afb726acd8b78be6abec7"
+deps = ["CategoricalArrays", "ConformalPrediction", "CounterfactualExplanations", "DataAPI", "Distributions", "Flux", "LaplaceRedux", "LinearAlgebra", "MLJBase", "MLUtils", "MultivariateStats", "NaturalSort", "NearestNeighborModels", "Plots"]
+git-tree-sha1 = "e408d0162419206852142c6a08ba72a924379065"
uuid = "bd7198b4-c7d6-400c-9bab-9a24614b0240"
-version = "1.0.6"
+version = "1.1.1"
[[deps.Tar]]
deps = ["ArgTools", "SHA"]
@@ -2792,12 +2677,6 @@ version = "0.1.1"
deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
-[[deps.TextEncodeBase]]
-deps = ["FuncPipelines", "PartialFunctions", "PrimitiveOneHot", "RustRegex", "StaticArrays", "StructWalk", "Unicode", "WordTokenizers"]
-git-tree-sha1 = "4753ea70646cb276a4db65952e59103fbc2b0576"
-uuid = "f92c20c0-9f2a-4705-8116-881385faba05"
-version = "0.7.0"
-
[[deps.ThreadingUtilities]]
deps = ["ManualMemory"]
git-tree-sha1 = "eda08f7e9818eb53661b3deb74e3159460dfbc27"
@@ -2817,21 +2696,15 @@ uuid = "731e570b-9d59-4bfa-96dc-6df516fadf69"
version = "0.6.8"
[[deps.TiledIteration]]
-deps = ["OffsetArrays"]
-git-tree-sha1 = "5683455224ba92ef59db72d10690690f4a8dc297"
+deps = ["OffsetArrays", "StaticArrayInterface"]
+git-tree-sha1 = "1176cc31e867217b06928e2f140c90bd1bc88283"
uuid = "06e1c1a7-607b-532d-9fad-de7d9aa2abac"
-version = "0.3.1"
-
-[[deps.TimerOutputs]]
-deps = ["ExprTools", "Printf"]
-git-tree-sha1 = "f548a9e9c490030e545f72074a41edfd0e5bcdd7"
-uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f"
-version = "0.5.23"
+version = "0.5.0"
[[deps.TranscodingStreams]]
-git-tree-sha1 = "3caa21522e7efac1ba21834a03734c57b4611c7e"
+git-tree-sha1 = "71509f04d045ec714c4748c785a59045c3736349"
uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.10.4"
+version = "0.10.7"
weakdeps = ["Random", "Test"]
[deps.TranscodingStreams.extensions]
@@ -2857,12 +2730,6 @@ version = "0.4.80"
OnlineStatsBase = "925886fa-5bf2-5e8e-b522-a9147a512338"
Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e"
-[[deps.Transformers]]
-deps = ["Base64", "BytePairEncoding", "CUDA", "ChainRulesCore", "DataDeps", "DataStructures", "Dates", "DelimitedFiles", "DoubleArrayTries", "Fetch", "FillArrays", "Flux", "FuncPipelines", "Functors", "HTTP", "HuggingFaceApi", "JSON3", "LRUCache", "LightXML", "LinearAlgebra", "Mmap", "NNlib", "NNlibCUDA", "NeuralAttentionlib", "Pickle", "Pkg", "PrimitiveOneHot", "Random", "SHA", "Static", "Statistics", "StringViews", "StructWalk", "TextEncodeBase", "Unicode", "ValSplit", "WordTokenizers", "Zygote"]
-git-tree-sha1 = "77d831ef0b378cd59c97fd52f1b6e420c972960b"
-uuid = "21ca0261-441d-5938-ace7-c90938fde4d4"
-version = "0.2.8"
-
[[deps.Tricks]]
git-tree-sha1 = "eae1bb484cd63b36999ee58be2de6c178105112f"
uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
@@ -2974,17 +2841,11 @@ git-tree-sha1 = "ca0969166a028236229f63514992fc073799bb78"
uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
version = "0.2.0"
-[[deps.ValSplit]]
-deps = ["ExprTools", "Tricks"]
-git-tree-sha1 = "3e1d94627f9276c40034c80dc5ab29ac1a3b06c0"
-uuid = "0625e100-946b-11ec-09cd-6328dd093154"
-version = "0.1.1"
-
[[deps.VectorizationBase]]
deps = ["ArrayInterface", "CPUSummary", "HostCPUFeatures", "IfElse", "LayoutPointers", "Libdl", "LinearAlgebra", "SIMDTypes", "Static", "StaticArrayInterface"]
-git-tree-sha1 = "7209df901e6ed7489fe9b7aa3e46fb788e15db85"
+git-tree-sha1 = "ac377f0a248753a1b1d58bbc92a64f5a726dfb71"
uuid = "3d5dd08c-fd9d-11e8-17fa-ed2836048c2f"
-version = "0.21.65"
+version = "0.21.66"
[[deps.Vulkan_Loader_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Wayland_jll", "Xorg_libX11_jll", "Xorg_libXrandr_jll", "xkbcommon_jll"]
@@ -3018,15 +2879,9 @@ version = "0.6.6"
[[deps.WoodburyMatrices]]
deps = ["LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "5f24e158cf4cee437052371455fe361f526da062"
+git-tree-sha1 = "c1a7aa6219628fcd757dede0ca95e245c5cd9511"
uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6"
-version = "0.5.6"
-
-[[deps.WordTokenizers]]
-deps = ["DataDeps", "HTML_Entities", "StrTables", "Unicode"]
-git-tree-sha1 = "01dd4068c638da2431269f49a5964bf42ff6c9d2"
-uuid = "796a5d58-b03d-544a-977e-18100b691f6e"
-version = "0.5.6"
+version = "1.0.0"
[[deps.WorkerUtilities]]
git-tree-sha1 = "cd1659ba0d57b71a464a29e64dbc67cfe83d54e7"
@@ -3035,9 +2890,9 @@ version = "1.6.1"
[[deps.XML2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"]
-git-tree-sha1 = "07e470dabc5a6a4254ffebc29a1b3fc01464e105"
+git-tree-sha1 = "532e22cf7be8462035d092ff21fada7527e2c488"
uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
-version = "2.12.5+0"
+version = "2.12.6+0"
[[deps.XSLT_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "Pkg", "XML2_jll", "Zlib_jll"]
@@ -3047,9 +2902,9 @@ version = "1.1.34+0"
[[deps.XZ_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "31c421e5516a6248dfb22c194519e37effbf1f30"
+git-tree-sha1 = "ac88fb95ae6447c8dda6a5503f3bafd496ae8632"
uuid = "ffd25f8a-64ca-5728-b0f7-c24cf3aae800"
-version = "5.6.1+0"
+version = "5.4.6+0"
[[deps.Xorg_libICE_jll]]
deps = ["Libdl", "Pkg"]
@@ -3208,9 +3063,9 @@ version = "1.2.13+1"
[[deps.Zstd_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
+git-tree-sha1 = "e678132f07ddb5bfa46857f0d7620fb9be675d3b"
uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.5.5+0"
+version = "1.5.6+0"
[[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"]
@@ -3234,12 +3089,6 @@ git-tree-sha1 = "27798139afc0a2afa7b1824c206d5e87ea587a00"
uuid = "700de1a5-db45-46bc-99cf-38207098b444"
version = "0.2.5"
-[[deps.cuDNN]]
-deps = ["CEnum", "CUDA", "CUDNN_jll"]
-git-tree-sha1 = "5a1ba43303c62f4a09b0d6751422de03424ab0cd"
-uuid = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
-version = "1.1.1"
-
[[deps.eudev_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "gperf_jll"]
git-tree-sha1 = "431b678a28ebb559d224c0b6b6d01afce87c51ba"
@@ -3334,6 +3183,12 @@ deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
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"
@@ -3345,12 +3200,6 @@ git-tree-sha1 = "5adb2d7a18a30280feb66cad6f1a1dfdca2dc7b0"
uuid = "eb928a42-fffd-568d-ab9c-3f5d54fc65b9"
version = "3.0.2+0"
-[[deps.rure_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "a24449573502225e7833277f99a8e2c19801f5a7"
-uuid = "2a13b4fb-3cbe-5d55-9db2-86fcb16976f1"
-version = "0.2.2+0"
-
[[deps.x264_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2"
diff --git a/docs/Project.toml b/docs/Project.toml
index bf5af76..03204ab 100755
--- a/docs/Project.toml
+++ b/docs/Project.toml
@@ -18,20 +18,15 @@ MLJ = "add582a8-e3ab-11e8-2d5e-e98b27df1bc7"
MLJBase = "a7f614a8-145f-11e9-1d2a-a57a1082229d"
MLJDecisionTreeInterface = "c6f25543-311c-4c74-83dc-3ea6d1015661"
MLJFlux = "094fc8d1-fd35-5302-93ea-dabda2abf845"
-MLJGLMInterface = "caf8df21-4939-456d-ac9c-5fefbfb04c0c"
MLJLinearModels = "6ee0df7b-362f-4a72-a706-9e79364fb692"
MLJModelInterface = "e80e1ace-859a-464e-9ed9-23947d8ae3ea"
-MLJMultivariateStatsInterface = "1b6a4a23-ba22-4f51-9698-8599985d3728"
-MLJNaiveBayesInterface = "33e4bacb-b9e2-458e-9a13-5d9a90b235fa"
MLUtils = "f1d291b0-491e-4a28-83b9-f70985020b54"
Measures = "442fdcdd-2543-5da2-b0f3-8c86c306513e"
-NaiveBayes = "9bbee03b-0db5-5f46-924f-b5c9c21b8c60"
NaturalSort = "c020b1a1-e9b0-503a-9c33-f039bfc54a85"
NearestNeighborModels = "636a865e-7cf4-491e-846c-de09b730eb36"
PlotThemes = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
-Polynomials = "f27b6e38-b328-58d1-80ce-0feddd5e7a45"
PrettyTables = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
Serialization = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
ShiftedArrays = "1277b4bf-5013-50f5-be3d-901d8477a67a"
@@ -39,5 +34,4 @@ StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
StatsPlots = "f3b207a7-027a-5e70-b257-86293d7955fd"
SymbolicRegression = "8254be44-1295-4e6a-a16d-46603ac705cb"
TaijaPlotting = "bd7198b4-c7d6-400c-9bab-9a24614b0240"
-Transformers = "21ca0261-441d-5938-ace7-c90938fde4d4"
UnicodePlots = "b8865327-cd53-5732-bb35-84acbb429228"