diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml
index 8e2e5dc..6a638c7 100755
--- a/.github/workflows/CI.yml
+++ b/.github/workflows/CI.yml
@@ -19,9 +19,6 @@ jobs:
fail-fast: false
matrix:
version:
- - '1.7'
- - '1.8'
- - '1.9'
- '1.10'
os:
- ubuntu-latest
diff --git a/Project.toml b/Project.toml
index 0446e4e..244dfeb 100755
--- a/Project.toml
+++ b/Project.toml
@@ -1,14 +1,16 @@
name = "ConformalPrediction"
uuid = "98bfc277-1877-43dc-819b-a3e38c30242f"
-authors = ["Patrick Altmeyer"]
-version = "0.1.12"
+authors = ["Patrick Altmeyer and contributors"]
+version = "0.1.13"
[deps]
CategoricalArrays = "324d7699-5711-5eae-9e2f-1d82baa6b597"
ChainRules = "082447d4-558c-5d27-93f4-14fc19e9eca2"
ComputationalResources = "ed09eef8-17a6-5b46-8889-db040fac31e3"
+Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
InferOpt = "4846b161-c94e-4150-8dac-c7ae193c601f"
+LaplaceRedux = "c52c1a26-f7c5-402b-80be-ba1e638ad478"
LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
MLJBase = "a7f614a8-145f-11e9-1d2a-a57a1082229d"
MLJEnsembles = "50ed68f4-41fd-4504-931a-ed422449fee0"
@@ -27,22 +29,23 @@ Aqua = "0.8"
CategoricalArrays = "0.10"
ChainRules = "1.49.0"
ComputationalResources = "0.3"
+Distributions = "0.25.109"
Flux = "0.13, 0.14"
InferOpt = "0.6.1"
-LinearAlgebra = "1.7, 1.8, 1.9, 1.10"
+LaplaceRedux = "1.0.2"
+LinearAlgebra = " 1.9, 1.10"
MLJBase = "0.20, 0.21, 1"
MLJEnsembles = "0.3.3, 0.4"
-MLJFlux = "0.2.10, 0.3, 0.4"
+MLJFlux = "0.2.10, 0.3, 0.4, 0.5"
MLJLinearModels = "0.10.0"
MLJModelInterface = "1"
MLUtils = "0.4.2"
ProgressMeter = "1"
-Random = "1.7, 1.8, 1.9, 1.10"
+Random = "1.9, 1.10"
StatsBase = "0.33, 0.34.0"
Tables = "1"
-TaijaBase = "1"
-Test = "1.7, 1.8, 1.9, 1.10"
-julia = "1.7, 1.8, 1.9, 1.10"
+Test = "1.9, 1.10"
+julia = "1.9, 1.10"
[extras]
Aqua = "4c88cf16-eb10-579e-8560-4a9242c79595"
diff --git a/README.md b/README.md
index 2311747..d1b8892 100755
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
-[](https://juliatrustworthyai.github.io/ConformalPrediction.jl/stable/) [](https://juliatrustworthyai.github.io/ConformalPrediction.jl/dev/) [](https://github.com/juliatrustworthyai/ConformalPrediction.jl/actions/workflows/CI.yml?query=branch%3Amain) [](https://codecov.io/gh/juliatrustworthyai/ConformalPrediction.jl) [](https://github.com/invenia/BlueStyle) [](LICENSE) [](https://pkgs.genieframework.com?packages=ConformalPrediction) [](https://github.com/JuliaTesting/Aqua.jl)
+[](https://juliatrustworthyai.github.io/ConformalPrediction.jl/stable/) [](https://juliatrustworthyai.github.io/ConformalPrediction.jl/dev/) [](https://github.com/juliatrustworthyai/ConformalPrediction.jl/actions/workflows/CI.yml?query=branch%3Amain) [](https://codecov.io/gh/juliatrustworthyai/ConformalPrediction.jl) [](https://github.com/invenia/BlueStyle) [](LICENSE) [](http://juliapkgstats.com/pkg/ConformalPrediction) [](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
-[](https://juliatrustworthyai.github.io/ConformalPrediction.jl/stable/)
-[](https://juliatrustworthyai.github.io/ConformalPrediction.jl/dev/)
-[](https://github.com/juliatrustworthyai/ConformalPrediction.jl/actions/workflows/CI.yml?query=branch%3Amain)
-[](https://codecov.io/gh/juliatrustworthyai/ConformalPrediction.jl)
-[](https://github.com/invenia/BlueStyle)
- [](LICENSE)
- [](https://pkgs.genieframework.com?packages=ConformalPrediction) [](https://github.com/JuliaTesting/Aqua.jl)
+[](https://juliatrustworthyai.github.io/ConformalPrediction.jl/stable/)
+[](https://juliatrustworthyai.github.io/ConformalPrediction.jl/dev/)
+[](https://github.com/juliatrustworthyai/ConformalPrediction.jl/actions/workflows/CI.yml?query=branch%3Amain)
+[](https://codecov.io/gh/juliatrustworthyai/ConformalPrediction.jl)
+[](https://github.com/invenia/BlueStyle)
+[](LICENSE)
+[](http://juliapkgstats.com/pkg/ConformalPrediction)
+[](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..2f54005 100755
--- a/docs/Manifest.toml
+++ b/docs/Manifest.toml
@@ -1,8 +1,8 @@
# This file is machine-generated - editing it directly is not advised
-julia_version = "1.10.2"
+julia_version = "1.10.3"
manifest_format = "2.0"
-project_hash = "40ac88472fdbbe01f0c4807f430a730c0b580121"
+project_hash = "3cd9fc85d5cab5cae3c0065bfa71e328ceb01788"
[[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"
@@ -39,9 +39,9 @@ version = "0.4.5"
[[deps.Accessors]]
deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Markdown", "Test"]
-git-tree-sha1 = "c0d491ef0b135fd7d63cbc6404286bc633329425"
+git-tree-sha1 = "f61b15be1d76846c0ce31d3fcfac5380ae53db6a"
uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697"
-version = "0.1.36"
+version = "0.1.37"
[deps.Accessors.extensions]
AccessorsAxisKeysExt = "AxisKeys"
@@ -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 = ["PtrArrays", "Random"]
+git-tree-sha1 = "9876e1e164b144ca45e9e3198d0b689cadfed9ff"
+uuid = "66dad0bd-aa9a-41b7-9441-69ab47430ed8"
+version = "1.1.3"
+
[[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 +102,20 @@ 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"]
+git-tree-sha1 = "f54c23a5d304fb87110de62bace7777d59088c34"
uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.7.1"
+version = "7.15.0"
[deps.ArrayInterface.extensions]
ArrayInterfaceBandedMatricesExt = "BandedMatrices"
ArrayInterfaceBlockBandedMatricesExt = "BlockBandedMatrices"
ArrayInterfaceCUDAExt = "CUDA"
+ ArrayInterfaceCUDSSExt = "CUDSS"
+ ArrayInterfaceChainRulesExt = "ChainRules"
ArrayInterfaceGPUArraysCoreExt = "GPUArraysCore"
+ ArrayInterfaceReverseDiffExt = "ReverseDiff"
+ ArrayInterfaceSparseArraysExt = "SparseArrays"
ArrayInterfaceStaticArraysCoreExt = "StaticArraysCore"
ArrayInterfaceTrackerExt = "Tracker"
@@ -113,7 +123,11 @@ 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"
+ SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
StaticArraysCore = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
@@ -134,9 +148,9 @@ 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"]
@@ -146,9 +160,9 @@ version = "0.4.7"
[[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.BSON]]
git-tree-sha1 = "4c3e506685c527ac6a54ccc0c8c76fd6f91b42fb"
@@ -156,16 +170,17 @@ uuid = "fbb218c0-5317-5bc6-957e-2ee96dd4b1f0"
version = "0.3.9"
[[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]
@@ -173,6 +188,7 @@ 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]]
@@ -185,31 +201,25 @@ 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 = "c5dc6b1aa72c37e445a401d01eae97c040d994d4"
uuid = "024491cd-cc6b-443e-8034-08ea7eb7db2b"
-version = "0.11.3"
+version = "0.12.0"
[[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.BitTwiddlingConvenienceFunctions]]
deps = ["Static"]
-git-tree-sha1 = "0c5f81f47bbbcf4aea7b2959135713459170798b"
+git-tree-sha1 = "f21cfd4950cb9f0587d5067e69405ad2acd27b87"
uuid = "62783981-4cbd-42fc-bca8-16325de8dc4b"
-version = "0.1.5"
+version = "0.1.6"
[[deps.BufferedStreams]]
-git-tree-sha1 = "4ae47f9a4b1dc19897d3743ff13685925c5202ec"
+git-tree-sha1 = "6863c5b7fc997eadcabdbaf6c5f201dc30032643"
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"
+version = "1.2.2"
[[deps.Bzip2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -218,63 +228,27 @@ 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"]
-git-tree-sha1 = "601f7e7b3d36f18790e2caf83a882d88e9b71ff1"
+git-tree-sha1 = "5a97e67919535d6841172016c9530fd69494e5ec"
uuid = "2a0fbf3d-bb9c-48f3-b0a9-814d99fd7ab9"
-version = "0.2.4"
+version = "0.2.6"
[[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"
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-[[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"
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-version = "0.2.3"
-
-[[deps.CUDA_Runtime_jll]]
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-git-tree-sha1 = "5248d9c45712e51e27ba9b30eebec65658c6ce29"
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-[[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"]
-git-tree-sha1 = "a4c43f59baa34011e303e76f5c8c91bf58415aaf"
+git-tree-sha1 = "a2f1c8c668c8e3cb4cca4e57a8efdb09067bb3fd"
uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
-version = "1.18.0+1"
-
-[[deps.Calculus]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "f641eb0a4f00c343bbc32346e1217b86f3ce9dad"
-uuid = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9"
-version = "0.5.1"
+version = "1.18.0+2"
[[deps.CatIndices]]
deps = ["CustomUnitRanges", "OffsetArrays"]
@@ -297,9 +271,9 @@ 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]
@@ -307,15 +281,15 @@ 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 = "227985d885b4dbce5e18a96f9326ea1e836e5a03"
uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.63.0"
+version = "1.69.0"
[[deps.ChainRulesCore]]
deps = ["Compat", "LinearAlgebra"]
-git-tree-sha1 = "575cd02e080939a33b6df6c5853d14924c08e35b"
+git-tree-sha1 = "71acdbf594aab5bbb2cec89b208c41b4c411e49f"
uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.23.0"
+version = "1.24.0"
weakdeps = ["SparseArrays"]
[deps.ChainRulesCore.extensions]
@@ -335,9 +309,9 @@ version = "0.10.4+0"
[[deps.CloseOpenIntervals]]
deps = ["Static", "StaticArrayInterface"]
-git-tree-sha1 = "70232f82ffaab9dc52585e0dd043b5e0c6b714f1"
+git-tree-sha1 = "05ba0d07cd4fd8b7a39541e31a7b0254704ea581"
uuid = "fb6a15b2-703c-40df-9091-08a04967cfa9"
-version = "0.1.12"
+version = "0.1.13"
[[deps.Clustering]]
deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
@@ -347,21 +321,21 @@ version = "0.15.7"
[[deps.CodecZlib]]
deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "59939d8a997469ee05c4b4944560a820f9ba0d73"
+git-tree-sha1 = "bce6804e5e6044c6daab27bb533d1295e4a2e759"
uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.4"
+version = "0.7.6"
[[deps.ColorSchemes]]
deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
-git-tree-sha1 = "67c1f244b991cad9b0aa4b7540fb758c2488b129"
+git-tree-sha1 = "b5278586822443594ff615963b0c09755771b3e0"
uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.24.0"
+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"]
@@ -371,9 +345,9 @@ version = "0.9.10"
[[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.Combinatorics]]
git-tree-sha1 = "08c8b6831dc00bfea825826be0bc8336fc369860"
@@ -386,11 +360,16 @@ git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7"
uuid = "bbf7d656-a473-5ed7-a52c-81e309532950"
version = "0.3.0"
+[[deps.CommonWorldInvalidations]]
+git-tree-sha1 = "ae52d1c52048455e85a387fbee9be553ec2b68d0"
+uuid = "f70d9fcc-98c5-4d4a-abd7-e4cdeebd8ca8"
+version = "1.0.0"
+
[[deps.Compat]]
deps = ["TOML", "UUIDs"]
-git-tree-sha1 = "c955881e3c981181362ae4088b35995446298b80"
+git-tree-sha1 = "8ae8d32e09f0dcf42a36b90d4e17f5dd2e4c4215"
uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.14.0"
+version = "4.16.0"
weakdeps = ["Dates", "LinearAlgebra"]
[deps.Compat.extensions]
@@ -399,7 +378,7 @@ weakdeps = ["Dates", "LinearAlgebra"]
[[deps.CompilerSupportLibraries_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-version = "1.1.0+0"
+version = "1.1.1+0"
[[deps.CompositionsBase]]
git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
@@ -417,21 +396,21 @@ version = "0.3.2"
[[deps.ConcurrentUtilities]]
deps = ["Serialization", "Sockets"]
-git-tree-sha1 = "87944e19ea747808b73178ce5ebb74081fdf2d35"
+git-tree-sha1 = "ea32b83ca4fefa1768dc84e504cc0a94fb1ab8d1"
uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
-version = "2.4.0"
+version = "2.4.2"
[[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", "Distributions", "Flux", "InferOpt", "LaplaceRedux", "LinearAlgebra", "MLJBase", "MLJEnsembles", "MLJFlux", "MLJLinearModels", "MLJModelInterface", "MLUtils", "ProgressMeter", "Random", "StatsBase", "Tables"]
path = ".."
uuid = "98bfc277-1877-43dc-819b-a3e38c30242f"
-version = "0.1.12"
+version = "0.1.13"
[[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"
weakdeps = ["IntervalSets", "StaticArrays"]
[deps.ConstructionBase.extensions]
@@ -445,9 +424,9 @@ 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 +435,20 @@ 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", "Distributions", "Flux", "LazyArtifacts", "LinearAlgebra", "Logging", "MLJBase", "MLJDecisionTreeInterface", "MLUtils", "MultivariateStats", "PackageExtensionCompat", "ProgressMeter", "Random", "Serialization", "Statistics", "StatsBase", "Tables", "TaijaBase", "UUIDs"]
+git-tree-sha1 = "8a68385b6852e9357889aea661536059bc8b6158"
uuid = "2f13d31b-18db-44c1-bc43-ebaf2cff0be0"
-version = "0.1.31"
+version = "1.1.6"
[deps.CounterfactualExplanations.extensions]
- MPIExt = "MPI"
- PythonCallExt = "PythonCall"
- RCallExt = "RCall"
+ DecisionTreeExt = "DecisionTree"
+ 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"
+ DecisionTree = "7806a523-6efd-50cb-b5f6-3fa6f1930dbb"
+ LaplaceRedux = "c52c1a26-f7c5-402b-80be-ba1e638ad478"
+ NeuroTreeModels = "1db4e0a5-a364-4b0c-897c-2bd5a4a3a1f2"
[[deps.CpuId]]
deps = ["Markdown"]
@@ -506,9 +485,9 @@ 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"
@@ -519,6 +498,12 @@ version = "1.0.0"
deps = ["Printf"]
uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
+[[deps.Dbus_jll]]
+deps = ["Artifacts", "Expat_jll", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "fc173b380865f70627d7dd1190dc2fce6cc105af"
+uuid = "ee1fde0b-3d02-5ea6-8484-8dfef6360eab"
+version = "1.14.10+0"
+
[[deps.DecisionTree]]
deps = ["AbstractTrees", "DelimitedFiles", "LinearAlgebra", "Random", "ScikitLearnBase", "Statistics"]
git-tree-sha1 = "526ca14aaaf2d5a0e242f3a8a7966eb9065d7d78"
@@ -570,10 +555,10 @@ 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 = "0e0a1264b0942f1f3abb2b30891f2a590cc652ac"
uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.107"
+version = "0.25.110"
weakdeps = ["ChainRulesCore", "DensityInterface", "Test"]
[deps.Distributions.extensions]
@@ -589,27 +574,15 @@ 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 = "76deb8c15f37a3853f13ea2226b8f2577652de05"
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 = "1.5.0"
[[deps.Downloads]]
deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
version = "1.6.0"
-[[deps.DualNumbers]]
-deps = ["Calculus", "NaNMath", "SpecialFunctions"]
-git-tree-sha1 = "5837a837389fccf076445fce071c8ddaea35a566"
-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"
@@ -662,14 +635,16 @@ 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"
@@ -678,19 +653,14 @@ version = "0.1.10"
[[deps.Expat_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
+git-tree-sha1 = "1c6317308b9dc757616f0b5cb379db10494443a7"
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"
+version = "2.6.2+0"
[[deps.Extents]]
-git-tree-sha1 = "2140cd04483da90b2da7f99b2add0750504fc39c"
+git-tree-sha1 = "94997910aca72897524d2237c41eb852153b0f65"
uuid = "411431e0-e8b7-467b-b5e0-f676ba4f2910"
-version = "0.1.2"
+version = "0.1.3"
[[deps.FFMPEG]]
deps = ["FFMPEG_jll"]
@@ -724,9 +694,9 @@ 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"]
@@ -734,17 +704,17 @@ 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.FeatureSelection]]
+deps = ["MLJModelInterface", "ScientificTypesBase", "Tables"]
+git-tree-sha1 = "d78c565b6296e161193eb0f053bbcb3f1a82091d"
+uuid = "33837fe5-dbff-4c9e-8c2f-c5612fe2b8b6"
+version = "0.2.2"
[[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 +726,10 @@ 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"
weakdeps = ["PDMats", "SparseArrays", "Statistics"]
[deps.FillArrays.extensions]
@@ -768,10 +738,10 @@ weakdeps = ["PDMats", "SparseArrays", "Statistics"]
FillArraysStatisticsExt = "Statistics"
[[deps.FiniteDiff]]
-deps = ["ArrayInterface", "LinearAlgebra", "Requires", "Setfield", "SparseArrays"]
-git-tree-sha1 = "bc0c5092d6caaea112d3c8e3b238d61563c58d5f"
+deps = ["ArrayInterface", "LinearAlgebra", "Setfield", "SparseArrays"]
+git-tree-sha1 = "f9219347ebf700e77ca1d48ef84e4a82a6701882"
uuid = "6a86dc24-6348-571c-b903-95158fe2bd41"
-version = "2.23.0"
+version = "2.24.0"
[deps.FiniteDiff.extensions]
FiniteDiffBandedMatricesExt = "BandedMatrices"
@@ -785,29 +755,35 @@ version = "2.23.0"
[[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 = "3e2c3704c2173ab4b1935362384ca878b53d4c34"
+deps = ["Adapt", "ChainRulesCore", "Compat", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote"]
+git-tree-sha1 = "a3aa4744279a4c84e4ebb3751b25d5c65445e77c"
uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c"
-version = "0.13.17"
+version = "0.14.18"
[deps.Flux.extensions]
- AMDGPUExt = "AMDGPU"
+ FluxAMDGPUExt = "AMDGPU"
+ FluxCUDAExt = "CUDA"
+ FluxCUDAcuDNNExt = ["CUDA", "cuDNN"]
+ FluxEnzymeExt = "Enzyme"
FluxMetalExt = "Metal"
[deps.Flux.weakdeps]
AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e"
+ CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
+ Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9"
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.ForceImport]]
deps = ["Test"]
@@ -816,9 +792,9 @@ 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"]
@@ -832,72 +808,55 @@ weakdeps = ["StaticArrays"]
[[deps.FreeType2_jll]]
deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
-git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
+git-tree-sha1 = "5c1d8ae0efc6c2e7b1fc502cbe25def8f661b7bc"
uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.13.1+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.FuncPipelines]]
-git-tree-sha1 = "6484a27c35ecc680948c7dc7435c97f12c2bfaf7"
-uuid = "9ed96fbb-10b6-44d4-99a6-7e2a3dc8861b"
-version = "0.2.3"
+version = "1.0.14+0"
[[deps.Functors]]
deps = ["LinearAlgebra"]
-git-tree-sha1 = "8ae30e786837ce0a24f5e2186938bf3251ab94b2"
+git-tree-sha1 = "64d8e93700c7a3f28f717d265382d52fac9fa1c1"
uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196"
-version = "0.4.8"
+version = "0.4.12"
[[deps.Future]]
deps = ["Random"]
uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
[[deps.GLFW_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll"]
-git-tree-sha1 = "ff38ba61beff76b8f4acad8ab0c97ef73bb670cb"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll", "libdecor_jll", "xkbcommon_jll"]
+git-tree-sha1 = "532f9126ad901533af1d4f5c198867227a7bb077"
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"
+version = "3.4.0+1"
[[deps.GPUArrays]]
deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"]
-git-tree-sha1 = "2e57b4a4f9cc15e85a24d603256fe08e527f48d1"
+git-tree-sha1 = "a74c3f1cf56a3dfcdef0605f8cdb7015926aae30"
uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
-version = "8.8.1"
+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 = "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"]
-git-tree-sha1 = "3437ade7073682993e092ca570ad68a2aba26983"
+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 = "0.73.3"
+version = "0.73.7"
[[deps.GR_jll]]
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 = "a96d5c713e6aa28c242b0d25c1347e258d6541ab"
+git-tree-sha1 = "a8863b69c2a0859f2c2c87ebdc4c6712e88bdf0d"
uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.73.3+0"
+version = "0.73.7+0"
[[deps.GZip]]
deps = ["Libdl", "Zlib_jll"]
@@ -907,15 +866,15 @@ version = "0.6.2"
[[deps.GeoInterface]]
deps = ["Extents"]
-git-tree-sha1 = "d4f85701f569584f2cff7ba67a137d03f0cfb7d0"
+git-tree-sha1 = "9fff8990361d5127b770e3454488360443019bb3"
uuid = "cf35fbd7-0cd7-5166-be24-54bfbe79505f"
-version = "1.3.3"
+version = "1.3.5"
[[deps.GeometryBasics]]
deps = ["EarCut_jll", "Extents", "GeoInterface", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
-git-tree-sha1 = "5694b56ccf9d15addedc35e9a4ba9c317721b788"
+git-tree-sha1 = "b62f2b2d76cee0d61a2ef2b3118cd2a3215d3134"
uuid = "5c1252a2-5f33-56bf-86c9-59e7332b4326"
-version = "0.4.10"
+version = "0.4.11"
[[deps.Gettext_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -937,15 +896,15 @@ 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"]
-git-tree-sha1 = "359a1ba2e320790ddbe4ee8b4d54a305c0ea2aff"
+git-tree-sha1 = "7c82e6a6cd34e9d935e9aa4051b66c6ff3af59ba"
uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
-version = "2.80.0+0"
+version = "2.80.2+0"
[[deps.Glob]]
git-tree-sha1 = "97285bbd5230dd766e9ef6749b80fc617126d496"
@@ -966,9 +925,9 @@ 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 = "ebd18c326fa6cee1efb7da9a3b45cf69da2ed4d9"
uuid = "86223c79-3864-5bf0-83f7-82e725a168b6"
-version = "1.9.0"
+version = "1.11.2"
[[deps.Grisu]]
git-tree-sha1 = "53bb909d1151e57e2484c3d1b53e19552b887fb2"
@@ -976,10 +935,16 @@ 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 +952,11 @@ 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 = "d1d712be3164d61d1fb98e7ce9bcbc6cc06b45ed"
uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.10.3"
+version = "1.10.8"
[[deps.HarfBuzz_jll]]
deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -1005,29 +964,29 @@ 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"
+git-tree-sha1 = "8e070b599339d622e9a081d17230d74a5c473293"
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"
+version = "0.1.17"
[[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.HypergeometricFunctions]]
-deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "f218fe3736ddf977e0e772bc9a586b2383da2685"
+deps = ["LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
+git-tree-sha1 = "7c4195be1649ae622304031ed46a2f4df989f1eb"
uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.23"
+version = "0.3.24"
[[deps.Hyperscript]]
deps = ["Test"]
@@ -1043,15 +1002,15 @@ version = "0.9.5"
[[deps.IOCapture]]
deps = ["Logging", "Random"]
-git-tree-sha1 = "8b72179abc660bfab5e28472e019392b97d0985c"
+git-tree-sha1 = "b6d6bfdd7ce25b0f9b2f6b3dd56b2673a66c8770"
uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89"
-version = "0.2.4"
+version = "0.2.5"
[[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.IfElse]]
git-tree-sha1 = "debdd00ffef04665ccbb3e150747a77560e8fad1"
@@ -1070,6 +1029,12 @@ 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 +1047,12 @@ 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"
@@ -1096,9 +1067,9 @@ version = "0.7.6"
[[deps.ImageIO]]
deps = ["FileIO", "IndirectArrays", "JpegTurbo", "LazyModules", "Netpbm", "OpenEXR", "PNGFiles", "QOI", "Sixel", "TiffImages", "UUIDs"]
-git-tree-sha1 = "bca20b2f5d00c4fbc192c3212da8fa79f4688009"
+git-tree-sha1 = "437abb322a41d527c197fa800455f79d414f0a3c"
uuid = "82e4d734-157c-48bb-816b-45c225c6df19"
-version = "0.6.7"
+version = "0.6.8"
[[deps.ImageMagick]]
deps = ["FileIO", "ImageCore", "ImageMagick_jll", "InteractiveUtils", "Libdl", "Pkg", "Random"]
@@ -1119,10 +1090,10 @@ 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"]
@@ -1143,22 +1114,22 @@ 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"]
-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"
@@ -1178,9 +1149,9 @@ version = "0.6.1"
DifferentiableFrankWolfe = "b383313e-5450-4164-a800-befbd27b574d"
[[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"
@@ -1188,10 +1159,17 @@ 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.IntegralArrays]]
deps = ["ColorTypes", "FixedPointNumbers", "IntervalSets"]
@@ -1201,9 +1179,9 @@ version = "0.1.5"
[[deps.IntelOpenMP_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "5fdf2fe6724d8caabf43b557b84ce53f3b7e2f6b"
+git-tree-sha1 = "14eb2b542e748570b56446f4c50fbfb2306ebc45"
uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2024.0.2+0"
+version = "2024.2.0+0"
[[deps.InteractiveUtils]]
deps = ["Markdown"]
@@ -1217,9 +1195,13 @@ 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"
@@ -1233,10 +1215,14 @@ weakdeps = ["Random", "RecipesBase", "Statistics"]
IntervalSetsStatisticsExt = "Statistics"
[[deps.InverseFunctions]]
-deps = ["Test"]
-git-tree-sha1 = "68772f49f54b479fa88ace904f6127f0a3bb2e46"
+git-tree-sha1 = "2787db24f4e03daf859c6509ff87764e4182f7d1"
uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.12"
+version = "0.1.16"
+weakdeps = ["Dates", "Test"]
+
+ [deps.InverseFunctions.extensions]
+ InverseFunctionsDatesExt = "Dates"
+ InverseFunctionsTestExt = "Test"
[[deps.InvertedIndices]]
git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -1271,10 +1257,10 @@ 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", "PrecompileTools", "Reexport", "Requires", "TranscodingStreams", "UUIDs", "Unicode"]
+git-tree-sha1 = "67d4690d32c22e28818a434b293a374cc78473d3"
uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819"
-version = "0.4.46"
+version = "0.4.51"
[[deps.JLFzf]]
deps = ["Pipe", "REPL", "Random", "fzf_jll"]
@@ -1314,9 +1300,9 @@ version = "0.1.5"
[[deps.JpegTurbo_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "3336abae9a713d2210bb57ab484b1e065edd7d23"
+git-tree-sha1 = "c84a835e1a09b289ffcd2271bf2a337bbdda6637"
uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "3.0.2+0"
+version = "3.0.3+0"
[[deps.JuliaVariables]]
deps = ["MLStyle", "NameResolution"]
@@ -1326,9 +1312,9 @@ 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 = "0fac59881e91c7233a9b0d47f4b7d9432e534f0f"
uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.18"
+version = "0.9.23"
[deps.KernelAbstractions.extensions]
EnzymeExt = "EnzymeCore"
@@ -1338,15 +1324,15 @@ version = "0.9.18"
[[deps.KernelDensity]]
deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "fee018a29b60733876eb557804b5b109dd3dd8a7"
+git-tree-sha1 = "7d703202e65efa1369de1279c162b915e245eed1"
uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.8"
+version = "0.6.9"
[[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"]
@@ -1356,9 +1342,9 @@ version = "3.0.0+1"
[[deps.LLVM]]
deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Preferences", "Printf", "Requires", "Unicode"]
-git-tree-sha1 = "ddab4d40513bce53c8e3157825e245224f74fae7"
+git-tree-sha1 = "2470e69781ddd70b8878491233cd09bc1bd7fc96"
uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "6.6.0"
+version = "8.1.0"
weakdeps = ["BFloat16s"]
[deps.LLVM.extensions]
@@ -1366,9 +1352,9 @@ weakdeps = ["BFloat16s"]
[[deps.LLVMExtra_jll]]
deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "88b916503aac4fb7f701bb625cd84ca5dd1677bc"
+git-tree-sha1 = "597d1c758c9ae5d985ba4202386a607c675ee700"
uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.29+0"
+version = "0.0.31+0"
[[deps.LLVMOpenMP_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -1376,20 +1362,11 @@ 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"
+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 = "50901ebc375ed41dbf8058da26f9de442febbbec"
@@ -1397,23 +1374,25 @@ 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", "Distributions", "Flux", "LinearAlgebra", "MLJBase", "MLJFlux", "MLJModelInterface", "MLUtils", "Optimisers", "ProgressMeter", "Random", "Statistics", "Tables", "Tullio", "Zygote"]
+git-tree-sha1 = "a84b72a27c93c72a6af5d22216eb81a419b1b97a"
uuid = "c52c1a26-f7c5-402b-80be-ba1e638ad478"
-version = "0.1.4"
+version = "1.0.2"
[[deps.Latexify]]
deps = ["Format", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Requires"]
-git-tree-sha1 = "cad560042a7cc108f5a4c24ea1431a9221f22c1b"
+git-tree-sha1 = "ce5f5621cac23a86011836badfedf664a612cee4"
uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.16.2"
+version = "0.16.5"
[deps.Latexify.extensions]
DataFramesExt = "DataFrames"
+ SparseArraysExt = "SparseArrays"
SymEngineExt = "SymEngine"
[deps.Latexify.weakdeps]
DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+ SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
SymEngine = "123dc426-2d89-5057-bbad-38513e3affd8"
[[deps.LatinHypercubeSampling]]
@@ -1424,9 +1403,9 @@ version = "1.9.0"
[[deps.LayoutPointers]]
deps = ["ArrayInterface", "LinearAlgebra", "ManualMemory", "SIMDTypes", "Static", "StaticArrayInterface"]
-git-tree-sha1 = "62edfee3211981241b57ff1cedf4d74d79519277"
+git-tree-sha1 = "a9eaadb366f5493a5654e843864c13d8b107548c"
uuid = "10f19ff3-798f-405d-979b-55457f8fc047"
-version = "0.1.15"
+version = "0.1.17"
[[deps.LazilyInitializedFields]]
git-tree-sha1 = "8f7f3cabab0fd1800699663533b6d5cb3fc0e612"
@@ -1482,10 +1461,10 @@ 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"]
@@ -1494,10 +1473,10 @@ 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"]
@@ -1507,9 +1486,9 @@ version = "1.17.0+0"
[[deps.Libmount_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "dae976433497a2f841baadea93d27e68f1a12a97"
+git-tree-sha1 = "0c4f9c4f1a50d8f35048fa0532dabbadf702f81e"
uuid = "4b2f31a3-9ecc-558c-b454-b3730dcb73e9"
-version = "2.39.3+0"
+version = "2.40.1+0"
[[deps.Libtiff_jll]]
deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "LERC_jll", "Libdl", "XZ_jll", "Zlib_jll", "Zstd_jll"]
@@ -1519,27 +1498,27 @@ version = "4.5.1+1"
[[deps.Libuuid_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "0a04a1318df1bf510beb2562cf90fb0c386f58c4"
+git-tree-sha1 = "5ee6203157c120d79034c748a2acba45b82b8807"
uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700"
-version = "2.39.3+1"
+version = "2.40.1+0"
[[deps.LightGBM]]
-deps = ["Dates", "Libdl", "MLJModelInterface", "SparseArrays", "Statistics"]
-git-tree-sha1 = "ce5f0bbb93610549e94dc1b1d6a1e238ae021d7d"
+deps = ["Dates", "Libdl", "LightGBM_jll", "MLJModelInterface", "SparseArrays", "Statistics"]
+git-tree-sha1 = "02375e29918ccdee94d72459ec37b0989709dbbb"
uuid = "7acf609c-83a4-11e9-1ffb-b912bcd3b04a"
-version = "0.6.1"
+version = "0.7.2"
-[[deps.LightXML]]
-deps = ["Libdl", "XML2_jll"]
-git-tree-sha1 = "3a994404d3f6709610701c7dabfc03fed87a81f8"
-uuid = "9c8b4983-aa76-5018-a973-4c85ecc9e179"
-version = "0.9.1"
+[[deps.LightGBM_jll]]
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
+git-tree-sha1 = "20ee4be44c3149606abde993dc72dd2cf9909adb"
+uuid = "0e4427ef-1ff7-5cd7-8faa-8ff0877bb2ec"
+version = "3.3.5+1"
[[deps.LineSearches]]
deps = ["LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "Printf"]
-git-tree-sha1 = "7bbea35cec17305fc70a0e5b4641477dc0789d9d"
+git-tree-sha1 = "e4c3be53733db1051cc15ecf573b1042b3a712a1"
uuid = "d3d80556-e9d4-5f37-9878-2ab0fcc64255"
-version = "7.2.0"
+version = "7.3.0"
[[deps.LinearAlgebra]]
deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
@@ -1547,9 +1526,9 @@ uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
[[deps.LinearMaps]]
deps = ["LinearAlgebra"]
-git-tree-sha1 = "9948d6f8208acfebc3e8cf4681362b2124339e7e"
+git-tree-sha1 = "ee79c3208e55786de58f8dcccca098ced79f743f"
uuid = "7a12625a-238d-50fd-b39a-03d52299707e"
-version = "3.11.2"
+version = "3.11.3"
weakdeps = ["ChainRulesCore", "SparseArrays", "Statistics"]
[deps.LinearMaps.extensions]
@@ -1559,15 +1538,15 @@ weakdeps = ["ChainRulesCore", "SparseArrays", "Statistics"]
[[deps.LittleCMS_jll]]
deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll"]
-git-tree-sha1 = "08ed30575ffc5651a50d3291beaf94c3e7996e55"
+git-tree-sha1 = "fa7fd067dca76cadd880f1ca937b4f387975a9f5"
uuid = "d3a379c0-f9a3-5b72-a4c0-6bf4d2e8af0f"
-version = "2.15.0+0"
+version = "2.16.0+0"
[[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"
@@ -1590,9 +1569,9 @@ 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 = "8084c25a250e00ae427a379a5b607e7aed96a2dd"
uuid = "bdcacae8-1622-11e9-2a5c-532679323890"
-version = "0.12.166"
+version = "0.12.171"
weakdeps = ["ChainRulesCore", "ForwardDiff", "SpecialFunctions"]
[deps.LoopVectorization.extensions]
@@ -1611,9 +1590,9 @@ weakdeps = ["CategoricalArrays"]
[[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.MIMEs]]
git-tree-sha1 = "65f28ad4b594aebe22157d6fac869786a255b7eb"
@@ -1621,34 +1600,40 @@ 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 = "f046ccd0c6db2832a9f639e2c669c6fe867e5f4f"
uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2024.0.0+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", "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.MLFlowClient]]
deps = ["Dates", "FilePathsBase", "HTTP", "JSON", "ShowCases", "URIs", "UUIDs"]
-git-tree-sha1 = "049b39a208b052d020e18a0850ca9d228a11ef16"
+git-tree-sha1 = "9abb12b62debc27261c008daa13627255bf79967"
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[[deps.MLJ]]
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+version = "0.20.7"
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+[[deps.MLJBalancing]]
+deps = ["MLJBase", "MLJModelInterface", "MLUtils", "OrderedCollections", "Random", "StatsBase"]
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[[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"]
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weakdeps = ["StatisticalMeasures"]
[deps.MLJBase.extensions]
@@ -1656,39 +1641,33 @@ weakdeps = ["StatisticalMeasures"]
[[deps.MLJDecisionTreeInterface]]
deps = ["CategoricalArrays", "DecisionTree", "MLJModelInterface", "Random", "Tables"]
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deps = ["MLFlowClient", "MLJBase", "MLJModelInterface"]
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[[deps.MLJFlux]]
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-git-tree-sha1 = "40f9e99a6770bc795f70f1908316e1491488a7b7"
+deps = ["CategoricalArrays", "ColorTypes", "ComputationalResources", "Flux", "MLJModelInterface", "Metalhead", "Optimisers", "ProgressMeter", "Random", "Statistics", "Tables"]
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-[[deps.MLJGLMInterface]]
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[[deps.MLJIteration]]
deps = ["IterationControl", "MLJBase", "Random", "Serialization"]
-git-tree-sha1 = "1e909ee09417ebd18559c4d9c15febff887192df"
+git-tree-sha1 = "f93f381a82fc1768c1a99c27a84b7ea1b1ee186d"
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[[deps.MLJLinearModels]]
deps = ["DocStringExtensions", "IterativeSolvers", "LinearAlgebra", "LinearMaps", "MLJModelInterface", "Optim", "Parameters"]
@@ -1698,33 +1677,21 @@ version = "0.10.0"
[[deps.MLJModelInterface]]
deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
-git-tree-sha1 = "14bd8088cf7cd1676aa83a57004f8d23d43cd81e"
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uuid = "e80e1ace-859a-464e-9ed9-23947d8ae3ea"
-version = "1.9.5"
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[[deps.MLJModels]]
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-git-tree-sha1 = "dd99a80f39cae8b112823d279dfa08ae872b4f3e"
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-[[deps.MLJMultivariateStatsInterface]]
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-[[deps.MLJNaiveBayesInterface]]
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-version = "0.1.6"
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[[deps.MLJTuning]]
deps = ["ComputationalResources", "Distributed", "Distributions", "LatinHypercubeSampling", "MLJBase", "ProgressMeter", "Random", "RecipesBase", "StatisticalMeasuresBase"]
-git-tree-sha1 = "42949f1a85c48f390cfce46cb1c4fcda1846b204"
+git-tree-sha1 = "38aab60b1274ce7d6da784808e3be69e585dbbf6"
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[[deps.MLStyle]]
git-tree-sha1 = "bc38dff0548128765760c79eb7388a4b37fae2c8"
@@ -1739,21 +1706,21 @@ version = "0.4.4"
[[deps.MPICH_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "Hwloc_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"]
-git-tree-sha1 = "656036b9ed6f942d35e536e249600bc31d0f9df8"
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-version = "4.2.0+0"
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[[deps.MPIPreferences]]
deps = ["Libdl", "Preferences"]
-git-tree-sha1 = "8f6af051b9e8ec597fa09d8885ed79fd582f33c9"
+git-tree-sha1 = "c105fe467859e7f6e9a852cb15cb4301126fac07"
uuid = "3da0fdf6-3ccc-4f1b-acd9-58baa6c99267"
-version = "0.1.10"
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[[deps.MPItrampoline_jll]]
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-git-tree-sha1 = "77c3bd69fdb024d75af38713e883d0f249ce19c2"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"]
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+version = "5.4.0+0"
[[deps.MacroTools]]
deps = ["Markdown", "Random"]
@@ -1761,12 +1728,6 @@ git-tree-sha1 = "2fa9ee3e63fd3a4f7a9a4f4744a52f4856de82df"
uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
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[[deps.ManualMemory]]
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uuid = "d125e4d3-2237-4719-b19c-fa641b8a4667"
@@ -1816,16 +1777,22 @@ uuid = "626554b9-1ddb-594c-aa3c-2596fe9399a5"
version = "0.7.2"
[[deps.Metalhead]]
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-git-tree-sha1 = "4bbdb628c60c5f473148292df3ecb87058ba515f"
+deps = ["Artifacts", "BSON", "ChainRulesCore", "Flux", "Functors", "JLD2", "LazyArtifacts", "MLUtils", "NNlib", "PartialFunctions", "Random", "Statistics"]
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uuid = "dbeba491-748d-5e0e-a39e-b530a07fa0cc"
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+version = "0.9.3"
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+ [deps.Metalhead.extensions]
+ MetalheadCUDAExt = "CUDA"
+
+ [deps.Metalhead.weakdeps]
+ CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
[[deps.MicroCollections]]
-deps = ["BangBang", "InitialValues", "Setfield"]
-git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e"
+deps = ["Accessors", "BangBang", "InitialValues"]
+git-tree-sha1 = "44d32db644e84c75dab479f1bc15ee76a1a3618f"
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[[deps.MicrosoftMPI_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1835,9 +1802,9 @@ version = "10.1.4+2"
[[deps.Missings]]
deps = ["DataAPI"]
-git-tree-sha1 = "f66bdc5de519e8f8ae43bdc598782d35a25b1272"
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[[deps.Mmap]]
uuid = "a63ad114-7e13-5084-954f-fe012c677804"
@@ -1853,10 +1820,10 @@ uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
version = "2023.1.10"
[[deps.MultivariateStats]]
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-git-tree-sha1 = "6d019f5a0465522bbfdd68ecfad7f86b535d6935"
+deps = ["Arpack", "Distributions", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
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[[deps.NLSolversBase]]
deps = ["DiffResults", "Distributed", "FiniteDiff", "ForwardDiff"]
@@ -1866,21 +1833,23 @@ version = "7.8.3"
[[deps.NNlib]]
deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
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+version = "0.9.22"
[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]]
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-uuid = "a00861dc-f156-4864-bf3c-e6376f28a68d"
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+ 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"]
@@ -1894,12 +1863,6 @@ git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
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-[[deps.NaiveBayes]]
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[[deps.NameResolution]]
deps = ["PrettyPrint"]
git-tree-sha1 = "1a0fa0e9613f46c9b8c11eee38ebb4f590013c5e"
@@ -1919,9 +1882,9 @@ version = "0.2.3"
[[deps.NearestNeighbors]]
deps = ["Distances", "StaticArrays"]
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[[deps.Netpbm]]
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@@ -1943,21 +1906,15 @@ weakdeps = ["Graphs"]
uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
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-[[deps.NeuralAttentionlib]]
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[[deps.Observables]]
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version = "0.5.5"
[[deps.OffsetArrays]]
-git-tree-sha1 = "6a731f2b5c03157418a20c12195eb4b74c8f8621"
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weakdeps = ["Adapt"]
[deps.OffsetArrays.extensions]
@@ -1969,12 +1926,6 @@ git-tree-sha1 = "887579a3eb005446d514ab7aeac5d1d027658b8f"
uuid = "e7412a2a-1a6e-54c0-be00-318e2571c051"
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[[deps.OneHotArrays]]
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git-tree-sha1 = "963a3f28a2e65bb87a68033ea4a616002406037d"
@@ -1994,15 +1945,15 @@ version = "0.3.2"
[[deps.OpenEXR_jll]]
deps = ["Artifacts", "Imath_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
-git-tree-sha1 = "a4ca623df1ae99d09bc9868b008262d0c0ac1e4f"
+git-tree-sha1 = "8292dd5c8a38257111ada2174000a33745b06d4e"
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[[deps.OpenJpeg_jll]]
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-git-tree-sha1 = "8d4c87ffaf09dbdd82bcf8c939843e94dd424df2"
+git-tree-sha1 = "f4cb457ffac5f5cf695699f82c537073958a6a6c"
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[[deps.OpenLibm_jll]]
deps = ["Artifacts", "Libdl"]
@@ -2016,22 +1967,22 @@ uuid = "8b6db2d4-7670-4922-a472-f9537c81ab66"
version = "0.3.1"
[[deps.OpenMPI_jll]]
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-git-tree-sha1 = "f46caf663e069027a06942d00dced37f1eb3d8ad"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "Hwloc_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML", "Zlib_jll"]
+git-tree-sha1 = "bfce6d523861a6c562721b262c0d1aaeead2647f"
uuid = "fe0851c0-eecd-5654-98d4-656369965a5c"
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[[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"
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[[deps.OpenSSL_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "60e3045590bd104a16fefb12836c00c0ef8c7f8c"
+git-tree-sha1 = "a028ee3cb5641cccc4c24e90c36b0a4f7707bdf5"
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[[deps.OpenSpecFun_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -2047,9 +1998,9 @@ version = "1.7.6"
[[deps.Optimisers]]
deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
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+git-tree-sha1 = "6572fe0c5b74431aaeb0b18a4aa5ef03c84678be"
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[[deps.Opus_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2073,12 +2024,6 @@ git-tree-sha1 = "949347156c25054de2db3b166c52ac4728cbad65"
uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
version = "0.11.31"
-[[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.PNGFiles]]
deps = ["Base64", "CEnum", "ImageCore", "IndirectArrays", "OffsetArrays", "libpng_jll"]
git-tree-sha1 = "67186a2bc9a90f9f85ff3cc8277868961fb57cbd"
@@ -2097,6 +2042,12 @@ git-tree-sha1 = "0fac6313486baae819364c52b4f483450a9d793f"
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"]
+git-tree-sha1 = "cb5a2ab6763464ae0f19c86c56c63d4a2b0f5bda"
+uuid = "36c8627f-9965-5494-a995-c6b170f724f3"
+version = "1.52.2+0"
+
[[deps.Parameters]]
deps = ["OrderedCollections", "UnPack"]
git-tree-sha1 = "34c0e9ad262e5f7fc75b10a9952ca7692cfc5fbe"
@@ -2122,16 +2073,10 @@ 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"
-
-[[deps.Pidfile]]
-deps = ["FileWatching", "Test"]
-git-tree-sha1 = "2d8aaf8ee10df53d0dfb9b8ee44ae7c04ced2b03"
-uuid = "fa939f87-e72e-5be4-a000-7fc836dbe307"
-version = "1.3.0"
+version = "0.3.5"
[[deps.Pipe]]
git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -2140,9 +2085,9 @@ 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"]
@@ -2157,9 +2102,9 @@ version = "0.3.3"
[[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"]
@@ -2168,10 +2113,10 @@ uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
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"
+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 = "1.40.2"
+version = "1.40.5"
[deps.Plots.extensions]
FileIOExt = "FileIO"
@@ -2189,31 +2134,29 @@ 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"]
-git-tree-sha1 = "240d7170f5ffdb285f9427b92333c3463bf65bf6"
+git-tree-sha1 = "645bed98cd47f72f67316fd42fc47dee771aefcd"
uuid = "1d0040c9-8b98-4ee7-8388-3f51789ca0ad"
-version = "0.2.1"
+version = "0.2.2"
[[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"
@@ -2253,15 +2196,9 @@ version = "0.4.2"
[[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"
-
-[[deps.PrimitiveOneHot]]
-deps = ["Adapt", "ChainRulesCore", "NNlib", "Requires"]
-git-tree-sha1 = "679f66ad280909b4ab590e382b4da6eb45c5955f"
-uuid = "13d12f88-f12b-451e-9b9f-13b97e01cc85"
-version = "0.1.4"
+version = "2.3.2"
[[deps.Printf]]
deps = ["Unicode"]
@@ -2281,9 +2218,14 @@ version = "0.1.4"
[[deps.ProgressMeter]]
deps = ["Distributed", "Printf"]
-git-tree-sha1 = "763a8ceb07833dd51bb9e3bbca372de32c0605ad"
+git-tree-sha1 = "8f6bc219586aef8baf0ff9a5fe16ee9c70cb65e4"
uuid = "92933f4c-e287-5a05-a399-4b506db050ca"
-version = "1.10.0"
+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"]
@@ -2293,15 +2235,33 @@ version = "1.0.0"
[[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 = "37b7bb7aabf9a085e0044307e1717436117f2b3b"
+git-tree-sha1 = "492601870742dcd38f233b23c3ec629628c1d724"
uuid = "c0090381-4147-56d7-9ebc-da0b1113ec56"
-version = "6.5.3+1"
+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.QuadGK]]
deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "9b23c31e76e333e6fb4c1595ae6afa74966a729e"
+git-tree-sha1 = "e237232771fdafbae3db5c31275303e056afaa9f"
uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.9.4"
+version = "2.10.1"
[[deps.Quaternions]]
deps = ["LinearAlgebra", "Random", "RealDot"]
@@ -2317,18 +2277,6 @@ 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"
@@ -2393,9 +2341,9 @@ version = "1.0.1"
[[deps.RequiredInterfaces]]
deps = ["InteractiveUtils", "Logging", "Test"]
-git-tree-sha1 = "e7eb973af4753abf5d866941268ec6ea2aec5556"
+git-tree-sha1 = "c3250333ea2894237ed015baf7d5fcb8a1ea3169"
uuid = "97f35ef4-7bc5-4ec1-a41a-dcc69c7308c6"
-version = "0.1.5"
+version = "0.1.6"
[[deps.Requires]]
deps = ["UUIDs"]
@@ -2410,31 +2358,31 @@ 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 = "e60724fd3beea548353984dc61c943ecddb0e29a"
uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.4.0+0"
+version = "0.4.3+0"
[[deps.Rotations]]
deps = ["LinearAlgebra", "Quaternions", "Random", "StaticArrays"]
-git-tree-sha1 = "2a0a5d8569f481ff8840e3b7c84bbf188db6a3fe"
+git-tree-sha1 = "5680a9276685d392c87407df00d57c9924d9f11e"
uuid = "6038ab10-8711-5258-84ad-4b1120ba62dc"
-version = "1.7.0"
+version = "1.7.1"
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"
+[[deps.SIMD]]
+deps = ["PrecompileTools"]
+git-tree-sha1 = "2803cab51702db743f3fda07dd1745aadfbf43bd"
+uuid = "fdea26ae-647d-5447-a871-4b548cad5224"
+version = "3.5.0"
+
[[deps.SIMDTypes]]
git-tree-sha1 = "330289636fb8107c5f32088d2741e9fd7a061a5c"
uuid = "94e857df-77ce-4151-89e5-788b33177be4"
@@ -2442,9 +2390,9 @@ version = "0.1.0"
[[deps.SLEEFPirates]]
deps = ["IfElse", "Static", "VectorizationBase"]
-git-tree-sha1 = "3aac6d68c5e57449f5b9b865c9ba50ac2970c4cf"
+git-tree-sha1 = "456f610ca2fbd1c14f5fcf31c6bfadc55e7d66e0"
uuid = "476501e8-09a2-5ece-8869-fb82de89a1fa"
-version = "0.6.42"
+version = "0.6.43"
[[deps.ScientificTypes]]
deps = ["CategoricalArrays", "ColorTypes", "Dates", "Distributions", "PrettyTables", "Reexport", "ScientificTypesBase", "StatisticalTraits", "Tables"]
@@ -2471,9 +2419,9 @@ 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"
@@ -2549,9 +2497,9 @@ 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]
@@ -2564,10 +2512,10 @@ 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"]
@@ -2576,16 +2524,16 @@ uuid = "cae243ae-269e-4f55-b966-ac2d0dc13c15"
version = "0.1.1"
[[deps.Static]]
-deps = ["IfElse"]
-git-tree-sha1 = "d2fdac9ff3906e27f7a618d47b676941baa6c80c"
+deps = ["CommonWorldInvalidations", "IfElse", "PrecompileTools"]
+git-tree-sha1 = "87d51a3ee9a4b0d2fe054bdd3fc2436258db2603"
uuid = "aedffcd0-7271-4cad-89d0-dc628f76c6d3"
-version = "0.8.10"
+version = "1.1.1"
[[deps.StaticArrayInterface]]
-deps = ["ArrayInterface", "Compat", "IfElse", "LinearAlgebra", "PrecompileTools", "Requires", "SparseArrays", "Static", "SuiteSparse"]
-git-tree-sha1 = "5d66818a39bb04bf328e92bc933ec5b4ee88e436"
+deps = ["ArrayInterface", "Compat", "IfElse", "LinearAlgebra", "PrecompileTools", "Static"]
+git-tree-sha1 = "96381d50f1ce85f2663584c8e886a6ca97e60554"
uuid = "0d7ed370-da01-4f52-bd93-41d350b8b718"
-version = "1.5.0"
+version = "1.8.0"
weakdeps = ["OffsetArrays", "StaticArrays"]
[deps.StaticArrayInterface.extensions]
@@ -2594,9 +2542,9 @@ weakdeps = ["OffsetArrays", "StaticArrays"]
[[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]
@@ -2604,9 +2552,9 @@ 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.StatisticalMeasures]]
deps = ["CategoricalArrays", "CategoricalDistributions", "Distributions", "LearnAPI", "LinearAlgebra", "MacroTools", "OrderedCollections", "PrecompileTools", "ScientificTypesBase", "StatisticalMeasuresBase", "Statistics", "StatsBase"]
@@ -2627,9 +2575,9 @@ version = "0.1.1"
[[deps.StatisticalTraits]]
deps = ["ScientificTypesBase"]
-git-tree-sha1 = "30b9236691858e13f167ce829490a68e1a597782"
+git-tree-sha1 = "542d979f6e756f13f862aa00b224f04f9e445f11"
uuid = "64bff920-2084-43da-a3e6-9bb72801c0c9"
-version = "3.2.0"
+version = "3.4.0"
[[deps.Statistics]]
deps = ["LinearAlgebra", "SparseArrays"]
@@ -2644,9 +2592,9 @@ 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"]
@@ -2659,29 +2607,23 @@ 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.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"]
@@ -2695,11 +2637,6 @@ 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 +2656,6 @@ 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"
@@ -2766,16 +2697,22 @@ 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.TaijaBase]]
+deps = ["CategoricalArrays", "Distributions", "Flux", "MLUtils", "Optimisers", "StatsBase", "Tables"]
+git-tree-sha1 = "1c80c4472c6ab6e8c9fa544a22d907295b388dd0"
+uuid = "10284c91-9f28-4c9a-abbf-ee43576dfff6"
+version = "1.2.2"
[[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", "Trapz"]
+git-tree-sha1 = "2fc71041e1c215cf6ef3dc2d3b8419499c4b40ff"
uuid = "bd7198b4-c7d6-400c-9bab-9a24614b0240"
-version = "1.0.6"
+version = "1.2.0"
[[deps.Tar]]
deps = ["ArgTools", "SHA"]
@@ -2792,12 +2729,6 @@ 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"
@@ -2811,37 +2742,27 @@ uuid = "ac1d9e8a-700a-412c-b207-f0111f4b6c0d"
version = "0.1.12"
[[deps.TiffImages]]
-deps = ["ColorTypes", "DataStructures", "DocStringExtensions", "FileIO", "FixedPointNumbers", "IndirectArrays", "Inflate", "Mmap", "OffsetArrays", "PkgVersion", "ProgressMeter", "UUIDs"]
-git-tree-sha1 = "34cc045dd0aaa59b8bbe86c644679bc57f1d5bd0"
+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 = "0.6.8"
+version = "0.10.0"
[[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 = "e84b3a11b9bece70d14cce63406bbc79ed3464d2"
uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.10.4"
-weakdeps = ["Random", "Test"]
-
- [deps.TranscodingStreams.extensions]
- TestExt = ["Test", "Random"]
+version = "0.11.2"
[[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"
@@ -2857,16 +2778,15 @@ 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.Trapz]]
+git-tree-sha1 = "79eb0ed763084a3e7de81fe1838379ac6a23b6a0"
+uuid = "592b5752-818d-11e9-1e9a-2b8ca4a44cd1"
+version = "2.0.3"
[[deps.Tricks]]
-git-tree-sha1 = "eae1bb484cd63b36999ee58be2de6c178105112f"
+git-tree-sha1 = "7822b97e99a1672bfb1b49b668a6d46d58d8cbcb"
uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
-version = "0.1.8"
+version = "0.1.9"
[[deps.Tullio]]
deps = ["DiffRules", "LinearAlgebra", "Requires"]
@@ -2886,11 +2806,6 @@ version = "0.3.7"
FillArrays = "1a297f60-69ca-5386-bcde-b61e274b549b"
Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-[[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"
@@ -2937,9 +2852,9 @@ version = "3.6.4"
[[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]
@@ -2954,9 +2869,9 @@ 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"
@@ -2965,26 +2880,20 @@ version = "0.2.1"
[[deps.UnsafeAtomicsLLVM]]
deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+git-tree-sha1 = "4073c836c2befcb041e5fe306cb6abf621eb3140"
uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.3"
+version = "0.2.0"
[[deps.Unzip]]
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 = "e7f5b81c65eb858bed630fe006837b935518aca5"
uuid = "3d5dd08c-fd9d-11e8-17fa-ed2836048c2f"
-version = "0.21.65"
+version = "0.21.70"
[[deps.Vulkan_Loader_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Wayland_jll", "Xorg_libX11_jll", "Xorg_libXrandr_jll", "xkbcommon_jll"]
@@ -3018,15 +2927,9 @@ 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"
@@ -3035,33 +2938,33 @@ version = "1.6.1"
[[deps.XML2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"]
-git-tree-sha1 = "07e470dabc5a6a4254ffebc29a1b3fc01464e105"
+git-tree-sha1 = "d9717ce3518dc68a99e6b96300813760d887a01d"
uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
-version = "2.12.5+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 = "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"]
-git-tree-sha1 = "e5becd4411063bdcac16be8b66fc2f9f6f1e8fe5"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "326b4fea307b0b39892b3e85fa451692eda8d46c"
uuid = "f67eecfb-183a-506d-b269-f58e52b52d7c"
-version = "1.0.10+1"
+version = "1.1.1+0"
[[deps.Xorg_libSM_jll]]
-deps = ["Libdl", "Pkg", "Xorg_libICE_jll"]
-git-tree-sha1 = "4a9d9e4c180e1e8119b5ffc224a7b59d3a7f7e18"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libICE_jll"]
+git-tree-sha1 = "3796722887072218eabafb494a13c963209754ce"
uuid = "c834827a-8449-5923-a945-d239c165b7dd"
-version = "1.2.3+0"
+version = "1.2.4+0"
[[deps.Xorg_libX11_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
@@ -3088,10 +2991,10 @@ uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
version = "1.1.4+0"
[[deps.Xorg_libXext_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "b7c0aa8c376b31e4852b360222848637f481f8c3"
+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"]
@@ -3118,10 +3021,10 @@ uuid = "ec84b674-ba8e-5d96-8ba1-2a689ba10484"
version = "1.5.2+4"
[[deps.Xorg_libXrender_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "19560f30fd49f4d4efbe7002a1037f8c43d43b96"
+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"]
@@ -3131,9 +3034,9 @@ version = "0.1.1+0"
[[deps.Xorg_libxcb_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
+git-tree-sha1 = "bcd466676fef0878338c61e655629fa7bbc69d8e"
uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.15.0+0"
+version = "1.17.0+0"
[[deps.Xorg_libxkbfile_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
@@ -3208,15 +3111,15 @@ 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"]
-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"
@@ -3234,12 +3137,6 @@ 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"
@@ -3265,10 +3162,10 @@ 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"]
@@ -3281,18 +3178,18 @@ deps = ["Artifacts", "Libdl"]
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
version = "5.8.0+1"
+[[deps.libdecor_jll]]
+deps = ["Artifacts", "Dbus_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "Pango_jll", "Wayland_jll", "xkbcommon_jll"]
+git-tree-sha1 = "9bf7903af251d2050b467f76bdbe57ce541f7f4f"
+uuid = "1183f4f0-6f2a-5f1a-908b-139f9cdfea6f"
+version = "0.2.2+0"
+
[[deps.libevdev_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "141fe65dc3efabb0b1d5ba74e91f6ad26f84cc22"
uuid = "2db6ffa8-e38f-5e21-84af-90c45d0032cc"
version = "1.11.0+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"
-
[[deps.libfdk_aac_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
@@ -3319,9 +3216,9 @@ 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.mtdev_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -3334,23 +3231,17 @@ 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"
version = "17.4.0+2"
-[[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"
-
-[[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..5e40d50 100755
--- a/docs/Project.toml
+++ b/docs/Project.toml
@@ -12,32 +12,29 @@ EvoTrees = "f6006082-12f8-11e9-0c9c-0d5d367ab1e5"
Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
ImageShow = "4e3cecfd-b093-5904-9786-8bbb286a6a31"
Images = "916415d5-f1e6-5110-898d-aaa5f9f070e0"
+LaplaceRedux = "c52c1a26-f7c5-402b-80be-ba1e638ad478"
LightGBM = "7acf609c-83a4-11e9-1ffb-b912bcd3b04a"
MLDatasets = "eb30cadb-4394-5ae3-aed4-317e484a6458"
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"
+Optimisers = "3bd65402-5787-11e9-1adc-39752487f4e2"
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"
+StableRNGs = "860ef19b-820b-49d6-a774-d7a799459cd3"
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"
diff --git a/src/conformal_models/ConformalTraining/inductive_Bayes_regression.jl b/src/conformal_models/ConformalTraining/inductive_Bayes_regression.jl
new file mode 100644
index 0000000..c940e4d
--- /dev/null
+++ b/src/conformal_models/ConformalTraining/inductive_Bayes_regression.jl
@@ -0,0 +1,43 @@
+using CategoricalArrays
+using ConformalPrediction: BayesRegressor
+using MLJEnsembles: EitherEnsembleModel
+using MLJFlux: MLJFluxModel
+using MLUtils
+
+"""
+ ConformalPrediction.score(conf_model::BayesRegressor, model::MLJFluxModel, fitresult, X, y)
+
+Overloads the `score` function for the `MLJFluxModel` type.
+"""
+function ConformalPrediction.score(
+ conf_model::BayesRegressor, ::Type{<:MLJFluxModel}, fitresult, X, y
+)
+ X = matrix(X)
+ fμ, fvar = fitresult[1](X)
+
+ scores = @.(conf_model.heuristic(y, ŷ))
+ return scores
+end
+
+"""
+ ConformalPrediction.score(conf_model::BayesRegressor, ::Type{<:EitherEnsembleModel{<:MLJFluxModel}}, fitresult, X, y)
+
+Overloads the `score` function for ensembles of `MLJFluxModel` types.
+"""
+function ConformalPrediction.score(
+ conf_model::BayesRegressor,
+ ::Type{<:EitherEnsembleModel{<:MLJFluxModel}},
+ fitresult,
+ X,
+ y,
+)
+ X = permutedims(matrix(X))
+ _chains = map(res -> res[1], fitresult.ensemble)
+ ŷ =
+ MLUtils.stack(map(chain -> chain(X), _chains)) |>
+ y ->
+ mean(y; dims=ndims(y)) |>
+ y -> MLUtils.unstack(y; dims=ndims(y))[1] |> y -> permutedims(y)
+ scores = @.(conf_model.heuristic(y, ŷ))
+ return scores
+end
diff --git a/src/conformal_models/conformal_models.jl b/src/conformal_models/conformal_models.jl
index d8e63f8..7ad9913 100755
--- a/src/conformal_models/conformal_models.jl
+++ b/src/conformal_models/conformal_models.jl
@@ -18,6 +18,7 @@ const ConformalModel = Union{
}
include("utils.jl")
+export split_data, is_classifier
include("heuristics.jl")
# Main API call to wrap model:
@@ -29,12 +30,12 @@ A simple wrapper function that turns a `model::Supervised` into a conformal mode
function conformal_model(
model::Supervised; method::Union{Nothing,Symbol}=nothing, kwargs...
)
- is_classifier = target_scitype(model) <: AbstractVector{<:Finite}
+ classifier = is_classifier(model)
if isnothing(method)
- _method = is_classifier ? SimpleInductiveClassifier : SimpleInductiveRegressor
+ _method = classifier ? SimpleInductiveClassifier : SimpleInductiveRegressor
else
- if is_classifier
+ if classifier
classification_methods = merge(values(available_models[:classification])...)
@assert method in keys(classification_methods) "$(method) is not a valid method for classifiers."
_method = classification_methods[method]
@@ -51,6 +52,7 @@ function conformal_model(
end
# Inductive Models:
+include("inductive_bayes_regression.jl")
include("inductive/inductive_models.jl")
# Regression Models:
@@ -63,6 +65,7 @@ include("transductive_classification.jl")
include("ConformalTraining/ConformalTraining.jl")
using .ConformalTraining
+# Type unions:
const TransductiveModel = Union{
NaiveRegressor,
JackknifeRegressor,
@@ -93,6 +96,7 @@ const available_models = Dict(
:inductive => Dict(
:simple_inductive => SimpleInductiveRegressor,
:quantile_regression => ConformalQuantileRegressor,
+ :inductive_Bayes_regression => BayesRegressor,
),
),
:classification => Dict(
@@ -115,6 +119,7 @@ const tested_atomic_models = Dict(
:nearest_neighbor => :(@load KNNRegressor pkg = NearestNeighborModels),
:decision_tree_regressor => :(@load DecisionTreeRegressor pkg = DecisionTree),
:random_forest_regressor => :(@load RandomForestRegressor pkg = DecisionTree),
+ #:bayesregressor => :(@load BayesRegressor pkg = LaplaceRedux),
# :light_gbm => :(@load LGBMRegressor pkg = LightGBM),
# :neural_network => :(@load NeuralNetworkRegressor pkg = MLJFlux),
# :symbolic_regression => (@load SRRegressor pkg = SymbolicRegression),
diff --git a/src/conformal_models/heuristics.jl b/src/conformal_models/heuristics.jl
index 035f3d2..53bf62e 100644
--- a/src/conformal_models/heuristics.jl
+++ b/src/conformal_models/heuristics.jl
@@ -11,3 +11,25 @@ minus_softmax(y, ŷ) = 1.0 - ŷ
Computes `abs(y - ŷ)` where `ŷ` is the predicted value.
"""
absolute_error(y, ŷ) = abs(y - ŷ)
+
+@doc raw"""
+ ConformalBayes(y, fμ, fvar)
+computes the conformal score as the negative of probability of observing a value y given a Gaussian distribution with mean fμ and a variance σ^2 N(y|fμ,σ^2).
+In other words, it computes -1/(sqrt(σ *2*π)) * e^[-(y- fμ)^2/(2*σ^2)]
+
+ inputs:
+ - y the true values of the calibration set.
+ - fμ array of the mean values
+ - fvar array of the variance values
+
+ return:
+ - the probability of observing a value y given a mean fμ and a variance fvar.
+"""
+function conformal_bayes_score(y, fμ, fvar)
+ # compute the standard deviation from the variance
+ std = sqrt.(fvar)
+ # Compute the probability density
+ coeff = 1 ./ (std .* sqrt(2 * π))
+ exponent = -((y .- fμ) .^ 2) ./ (2 .* std .^ 2)
+ return -coeff .* exp.(exponent)
+end
diff --git a/src/conformal_models/inductive/classification.jl b/src/conformal_models/inductive/classification.jl
index 5524bde..5b70c59 100755
--- a/src/conformal_models/inductive/classification.jl
+++ b/src/conformal_models/inductive/classification.jl
@@ -1,3 +1,12 @@
+"""
+ score(conf_model::ConformalProbabilisticSet, fitresult, X, y=nothing)
+
+Generic score method for the [`ConformalProbabilisticSet`](@ref). It computes nonconformity scores using the heuristic function `h` and the softmax probabilities of the true class. Method is dispatched for different Conformal Probabilistic Sets and atomic models.
+"""
+function score(conf_model::ConformalProbabilisticSet, fitresult, X, y=nothing)
+ return score(conf_model, conf_model.model, fitresult, X, y)
+end
+
# Simple
"The `SimpleInductiveClassifier` is the simplest approach to Inductive Conformal Classification. Contrary to the [`NaiveClassifier`](@ref) it computes nonconformity scores using a designated calibration dataset."
mutable struct SimpleInductiveClassifier{Model<:Supervised} <: ConformalProbabilisticSet
diff --git a/src/conformal_models/inductive/inductive_models.jl b/src/conformal_models/inductive/inductive_models.jl
index a89f8ba..412dd7b 100644
--- a/src/conformal_models/inductive/inductive_models.jl
+++ b/src/conformal_models/inductive/inductive_models.jl
@@ -7,6 +7,7 @@ const InductiveModel = Union{
SimpleInductiveClassifier,
AdaptiveInductiveClassifier,
ConformalQuantileRegressor,
+ BayesRegressor,
}
"""
diff --git a/src/conformal_models/inductive_bayes_classification.jl b/src/conformal_models/inductive_bayes_classification.jl
new file mode 100644
index 0000000..63066bc
--- /dev/null
+++ b/src/conformal_models/inductive_bayes_classification.jl
@@ -0,0 +1,77 @@
+# Simple
+@doc raw"""
+The `BayesClassifier` is the simplest approach to Inductive Conformalized Bayes. As explained in https://arxiv.org/abs/2107.07511,
+the conformal score is defined as the opposite of the probability of observing y given x : `` s= -P(Y|X) ``. Once the treshold ``\hat{q}`` is chosen, The credible interval is then
+ computed as the classes so that
+ `` C(x)= \big\{y : P(Y|X) > -\hat{q} \big} ``
+"""
+mutable struct BayesClassifier{Model<:Supervised} <: ConformalProbabilisticSet
+ model::Model
+ coverage::AbstractFloat
+ scores::Union{Nothing,AbstractArray}
+ heuristic::Function
+ train_ratio::AbstractFloat
+end
+
+function BayesClassifier(
+ model::Supervised;
+ coverage::AbstractFloat=0.95,
+ heuristic::Function=ConformalBayes,
+ train_ratio::AbstractFloat=0.5,
+)
+ return BayesClassifier(model, coverage, nothing, heuristic, train_ratio)
+end
+
+@doc raw"""
+ MMI.fit(conf_model::BayesClassifier, verbosity, X, y)
+
+For the [`BayesClassifier`](@ref) nonconformity scores are computed as follows:
+
+``
+S_i^{\text{CAL}} = s(X_i, Y_i) = h(\hat\mu(X_i), Y_i) = - P(Y_i|X_i), \ i \in \mathcal{D}_{\text{calibration}}
+``
+where ``P(Y_i|X_i)`` denotes the posterior probability distribution of getting ``Y_i`` given ``X_i``.
+"""
+function MMI.fit(conf_model::BayesClassifier, verbosity, X, y)
+
+ # Data Splitting:
+ Xtrain, ytrain, Xcal, ycal = split_data(conf_model, X, y)
+
+ # Training:
+ fitresult, cache, report = MMI.fit(conf_model.model, verbosity, Xtrain, ytrain)
+
+ # Nonconformity Scores:
+ ŷ = pdf.(MMI.predict(conf_model.model, fitresult, Xcal), ycal) # predict returns a vector of distributions
+ conf_model.scores = @.(conf_model.heuristic(ycal, ŷ))
+
+ return (fitresult, cache, report)
+end
+
+@doc raw"""
+ MMI.predict(conf_model::BayesClassifier, fitresult, Xnew)
+
+For the [`BayesClassifier`](@ref) prediction sets are computed as follows,
+
+``
+\hat{C}_{n,\alpha}(X_{n+1}) = \left\{y: s(X_{n+1},y) \le \hat{q}_{n, \alpha}^{+} \{S_i^{\text{CAL}}\} \right\}, \ i \in \mathcal{D}_{\text{calibration}}
+``
+
+where ``\mathcal{D}_{\text{calibration}}`` denotes the designated calibration data.
+"""
+function MMI.predict(conf_model::BayesClassifier, fitresult, Xnew)
+ p̂ = MMI.predict(conf_model.model, fitresult, MMI.reformat(conf_model.model, Xnew)...)
+ v = conf_model.scores
+ q̂ = qplus(v, conf_model.coverage)
+ p̂ = map(p̂) do pp
+ L = p̂.decoder.classes
+ probas = pdf.(pp, L)
+ is_in_set = 1.0 .- probas .<= q̂
+ if !all(is_in_set .== false)
+ pp = UnivariateFinite(L[is_in_set], probas[is_in_set])
+ else
+ pp = missing
+ end
+ return pp
+ end
+ return p̂
+end
diff --git a/src/conformal_models/inductive_bayes_regression.jl b/src/conformal_models/inductive_bayes_regression.jl
new file mode 100644
index 0000000..5cb02de
--- /dev/null
+++ b/src/conformal_models/inductive_bayes_regression.jl
@@ -0,0 +1,109 @@
+
+using LaplaceRedux: LaplaceRegression
+
+@doc raw"""
+The `BayesRegressor` is the simplest approach to Inductive Conformalized Bayes. As explained in https://arxiv.org/abs/2107.07511,
+the conformal score is defined as the opposite of the probability of observing y given x : `` s= -P(Y|X) ``. Once the treshold ``\hat{q}`` is chosen, The credible interval is then
+ computed as the range of y values so that
+ `` C(x)= \big\{y : P(Y|X) > -\hat{q} \big} ``
+"""
+mutable struct BayesRegressor{Model<:Supervised} <: ConformalInterval
+ model::Model
+ coverage::AbstractFloat
+ scores::Union{Nothing,AbstractArray}
+ heuristic::Function
+ train_ratio::AbstractFloat
+end
+
+function BayesRegressor(
+ model::Supervised;
+ coverage::AbstractFloat=0.95,
+ heuristic::Function=conformal_bayes_score,
+ train_ratio::AbstractFloat=0.5,
+)
+ @assert typeof(model) == LaplaceRegression "Model must be of type Laplace"
+ return BayesRegressor(model, coverage, nothing, heuristic, train_ratio)
+end
+
+@doc raw"""
+ compute_interval(fμ, fvar, q̂)
+compute the credible interval for a treshold score of q̂ under the assumption that each data point pdf is a gaussian distribution with mean fμ and variance fvar.
+ More precisely, assuming that f(x) is the pdf of a Gaussian, it computes the values of x so that f(x) > -q, or equivalently ln(f(x))> ln(-q).
+The end result is the interval [ μ - \sigma*\sqrt{-2 *ln(-q \sigma \sqrt{2 \pi} )},μ + \sigma*\sqrt{-2 *ln(-q \sigma \sqrt{2 \pi} )}]
+
+ inputs:
+ - fμ array of the mean values
+ - fvar array of the variance values
+ - q̂ the treshold.
+
+ return:
+ - hcat(lower_bound, upper_bound) where lower_bound and upper_bound are,respectively, the arrays of the lower bounds and upper bounds for each data point.
+"""
+function compute_interval(fμ, fvar, q̂)
+ # compute the standard deviation from the variance
+ std = sqrt.(fvar)
+ #find the half range so that f(y|x)> -q assuming data are gaussian distributed
+ delta = std .* sqrt.(-2 * log.(-q̂ .* std .* sqrt(2π)))
+ # Calculate the interval
+ lower_bound = fμ .- delta
+ upper_bound = fμ .+ delta
+
+ data = hcat(lower_bound, upper_bound)
+
+ return data
+end
+
+@doc raw"""
+ MMI.fit(conf_model::BayesRegressor, verbosity, X, y)
+
+For the [`BayesRegressor`](@ref) nonconformity scores are computed as follows:
+
+``
+S_i^{\text{CAL}} = s(X_i, Y_i) = h(\hat\mu(X_i), Y_i) = - P(Y_i|X_i), \ i \in \mathcal{D}_{\text{calibration}}
+``
+where ``P(Y_i|X_i)`` denotes the posterior probability distribution of getting ``Y_i`` given ``X_i``.
+"""
+function MMI.fit(conf_model::BayesRegressor, verbosity, X, y)
+ # Data Splitting:
+ Xtrain, ytrain, Xcal, ycal = split_data(conf_model, X, y)
+
+ # Training:
+ fitresult, cache, report = MMI.fit(
+ conf_model.model, verbosity, MMI.reformat(conf_model.model, Xtrain, ytrain)...
+ )
+ # Nonconformity Scores:
+ yhat = MMI.predict(conf_model.model, fitresult, Xcal)
+ #yhat = MMI.predict(fitresult[2], fitresult, Xcal)
+
+ fμ = vcat([x[1] for x in yhat]...)
+ fvar = vcat([x[2] for x in yhat]...)
+ cache = ()
+ report = ()
+
+ conf_model.scores = @.(conf_model.heuristic(ycal, fμ, fvar))
+
+ return (fitresult, cache, report)
+end
+
+@doc raw"""
+ MMI.predict(conf_model::BayesRegressor, fitresult, Xnew)
+
+For the [`BayesRegressor`](@ref) prediction sets are computed as follows,
+
+``
+\hat{C}_{n,\alpha}(X_{n+1}) = \left\{y: f(y|X_{n+1}) \le -\hat{q}_{ \alpha} \{S_i^{\text{CAL}}\} \right\}, \ i \in \mathcal{D}_{\text{calibration}}
+``
+
+where ``\mathcal{D}_{\text{calibration}}`` denotes the designated calibration data.
+"""
+function MMI.predict(conf_model::BayesRegressor, fitresult, Xnew)
+ chain = fitresult
+ yhat = MMI.predict(conf_model.model, fitresult, Xnew)
+ fμ = vcat([x[1] for x in yhat]...)
+ fvar = vcat([x[2] for x in yhat]...)
+ v = conf_model.scores
+ q̂ = qplus(v, conf_model.coverage)
+ data = compute_interval(fμ, fvar, q̂)
+
+ return data
+end
diff --git a/src/conformal_models/utils.jl b/src/conformal_models/utils.jl
index d9965e5..67009d9 100755
--- a/src/conformal_models/utils.jl
+++ b/src/conformal_models/utils.jl
@@ -1,5 +1,6 @@
using CategoricalArrays
using StatsBase: quantile
+#using Distributions
@doc raw"""
qplus(v::AbstractArray, coverage::AbstractFloat=0.9)
@@ -142,3 +143,26 @@ function blockbootstrap(time_series, block_size)
bootstrap_sample = time_series[rand_block:(rand_block + block_size - 1), :]
return vec(bootstrap_sample)
end
+"""
+ split_data(conf_model::ConformalProbabilisticSet, indices::Base.OneTo{Int})
+
+Splits the data into a proper training and calibration set.
+"""
+function split_data(conf_model::ConformalModel, X, y)
+ train, calibration = partition(eachindex(y), conf_model.train_ratio)
+ Xtrain = selectrows(X, train)
+ ytrain = y[train]
+ Xcal = selectrows(X, calibration)
+ ycal = y[calibration]
+
+ return Xtrain, ytrain, Xcal, ycal
+end
+
+"""
+ is_classifier(model::Supervised)
+
+Check if the model is a classification model or a regression model
+"""
+function is_classifier(model::Supervised)
+ return target_scitype(model) <: AbstractVector{<:Finite}
+end
diff --git a/test/Manifest.toml b/test/Manifest.toml
index c60a35e..5a9896d 100755
--- a/test/Manifest.toml
+++ b/test/Manifest.toml
@@ -1,8 +1,8 @@
# This file is machine-generated - editing it directly is not advised
-julia_version = "1.10.2"
+julia_version = "1.10.3"
manifest_format = "2.0"
-project_hash = "1a70376b805e09e568c91d63e877237a377e4d20"
+project_hash = "13cf0dded9b68dd8e62fe864ddc976f519d70621"
[[deps.ANSIColoredPrinters]]
git-tree-sha1 = "574baf8110975760d391c710b6341da1afa48d8c"
@@ -31,21 +31,48 @@ git-tree-sha1 = "2d9c9a55f9c93e8887ad391fbae72f8ef55e1177"
uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
version = "0.4.5"
+[[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]
AdaptStaticArraysExt = "StaticArrays"
+[[deps.AliasTables]]
+deps = ["PtrArrays", "Random"]
+git-tree-sha1 = "9876e1e164b144ca45e9e3198d0b689cadfed9ff"
+uuid = "66dad0bd-aa9a-41b7-9441-69ab47430ed8"
+version = "1.1.3"
+
[[deps.Aqua]]
deps = ["Compat", "Pkg", "Test"]
-git-tree-sha1 = "497d933e5998358c2626f782c99a8d4b90af2dd0"
+git-tree-sha1 = "12e575f31a6f233ba2485ed86b9325b85df37c61"
uuid = "4c88cf16-eb10-579e-8560-4a9242c79595"
-version = "0.8.4"
+version = "0.8.7"
[[deps.ArgCheck]]
git-tree-sha1 = "a3a402a35a2f7e0b87828ccabbd5ebfbebe356b4"
@@ -56,12 +83,6 @@ version = "2.3.0"
uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
version = "1.1.1"
-[[deps.ArnoldiMethod]]
-deps = ["LinearAlgebra", "Random", "StaticArrays"]
-git-tree-sha1 = "62e51b39331de8911e4a7ff6f5aaf38a5f4cc0ae"
-uuid = "ec485272-7323-5ecc-a04f-4719b315124d"
-version = "0.2.0"
-
[[deps.Arpack]]
deps = ["Arpack_jll", "Libdl", "LinearAlgebra", "Logging"]
git-tree-sha1 = "9b9b347613394885fd1c8c7729bfc60528faa436"
@@ -75,18 +96,20 @@ uuid = "68821587-b530-5797-8361-c406ea357684"
version = "3.5.1+1"
[[deps.ArrayInterface]]
-deps = ["Adapt", "LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "44691067188f6bd1b2289552a23e4b7572f4528d"
+deps = ["Adapt", "LinearAlgebra"]
+git-tree-sha1 = "f54c23a5d304fb87110de62bace7777d59088c34"
uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.9.0"
+version = "7.15.0"
[deps.ArrayInterface.extensions]
ArrayInterfaceBandedMatricesExt = "BandedMatrices"
ArrayInterfaceBlockBandedMatricesExt = "BlockBandedMatrices"
ArrayInterfaceCUDAExt = "CUDA"
+ ArrayInterfaceCUDSSExt = "CUDSS"
ArrayInterfaceChainRulesExt = "ChainRules"
ArrayInterfaceGPUArraysCoreExt = "GPUArraysCore"
ArrayInterfaceReverseDiffExt = "ReverseDiff"
+ ArrayInterfaceSparseArraysExt = "SparseArrays"
ArrayInterfaceStaticArraysCoreExt = "StaticArraysCore"
ArrayInterfaceTrackerExt = "Tracker"
@@ -94,9 +117,11 @@ version = "7.9.0"
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"
+ SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
StaticArraysCore = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
@@ -109,34 +134,23 @@ 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"
-uuid = "ab4f0b2a-ad5b-11e8-123f-65d77653426b"
-version = "0.4.2"
-
[[deps.BSON]]
git-tree-sha1 = "4c3e506685c527ac6a54ccc0c8c76fd6f91b42fb"
uuid = "fbb218c0-5317-5bc6-957e-2ee96dd4b1f0"
version = "0.3.9"
[[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]
@@ -144,6 +158,7 @@ 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]]
@@ -154,21 +169,10 @@ git-tree-sha1 = "aebf55e6d7795e02ca500a689d326ac979aaf89e"
uuid = "9718e550-a3fa-408a-8086-8db961cd8217"
version = "0.1.1"
-[[deps.BenchmarkTools]]
-deps = ["JSON", "Logging", "Printf", "Profile", "Statistics", "UUIDs"]
-git-tree-sha1 = "f1dff6729bc61f4d49e140da1af55dcd1ac97b2f"
-uuid = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
-version = "1.5.0"
-
[[deps.BitFlags]]
-git-tree-sha1 = "2dc09997850d68179b69dafb58ae806167a32b1b"
+git-tree-sha1 = "0691e34b3bb8be9307330f88d1a3c3f25466c24d"
uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35"
-version = "0.1.8"
-
-[[deps.BufferedStreams]]
-git-tree-sha1 = "4ae47f9a4b1dc19897d3743ff13685925c5202ec"
-uuid = "e1450e63-4bb3-523b-b2a4-4ffa8c0fd77d"
-version = "1.2.1"
+version = "0.1.9"
[[deps.Bzip2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -181,65 +185,17 @@ git-tree-sha1 = "389ad5c84de1ae7cf0e28e381131c98ea87d54fc"
uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
version = "0.5.0"
-[[deps.CSV]]
-deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"]
-git-tree-sha1 = "a44910ceb69b0d44fe262dd451ab11ead3ed0be8"
-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", "Crayons", "DataFrames", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LLVMLoopInfo", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "NVTX", "Preferences", "PrettyTables", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "StaticArrays", "Statistics"]
-git-tree-sha1 = "baa8ea7a1ea63316fa3feb454635215773c9c845"
-uuid = "052768ef-5323-5732-b1bb-66c8b64840ba"
-version = "5.2.0"
-weakdeps = ["ChainRulesCore", "SpecialFunctions"]
-
- [deps.CUDA.extensions]
- ChainRulesCoreExt = "ChainRulesCore"
- SpecialFunctionsExt = "SpecialFunctions"
-
-[[deps.CUDA_Driver_jll]]
-deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "d01bfc999768f0a31ed36f5d22a76161fc63079c"
-uuid = "4ee394cb-3365-5eb0-8335-949819d2adfc"
-version = "0.7.0+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 = "8e25c009d2bf16c2c31a70a6e9e8939f7325cc84"
-uuid = "76a88914-d11a-5bdc-97e0-2f5a05c973a2"
-version = "0.11.1+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"
-
[[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"]
-git-tree-sha1 = "a4c43f59baa34011e303e76f5c8c91bf58415aaf"
+git-tree-sha1 = "a2f1c8c668c8e3cb4cca4e57a8efdb09067bb3fd"
uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
-version = "1.18.0+1"
-
-[[deps.Calculus]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "f641eb0a4f00c343bbc32346e1217b86f3ce9dad"
-uuid = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9"
-version = "0.5.1"
+version = "1.18.0+2"
[[deps.CategoricalArrays]]
deps = ["DataAPI", "Future", "Missings", "Printf", "Requires", "Statistics", "Unicode"]
git-tree-sha1 = "1568b28f91293458345dabba6a5ea3f183250a61"
uuid = "324d7699-5711-5eae-9e2f-1d82baa6b597"
version = "0.10.8"
-weakdeps = ["JSON", "RecipesBase", "SentinelArrays", "StructTypes"]
[deps.CategoricalArrays.extensions]
CategoricalArraysJSONExt = "JSON"
@@ -247,11 +203,17 @@ weakdeps = ["JSON", "RecipesBase", "SentinelArrays", "StructTypes"]
CategoricalArraysSentinelArraysExt = "SentinelArrays"
CategoricalArraysStructTypesExt = "StructTypes"
+ [deps.CategoricalArrays.weakdeps]
+ JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
+ RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
+ SentinelArrays = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
+ StructTypes = "856f2bd8-1eba-4b0a-8007-ebc267875bd4"
+
[[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"
[deps.CategoricalDistributions.extensions]
UnivariateFiniteDisplayExt = "UnicodePlots"
@@ -261,55 +223,37 @@ version = "0.1.14"
[[deps.ChainRules]]
deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "SparseInverseSubset", "Statistics", "StructArrays", "SuiteSparse"]
-git-tree-sha1 = "4e42872be98fa3343c4f8458cbda8c5c6a6fa97c"
+git-tree-sha1 = "227985d885b4dbce5e18a96f9326ea1e836e5a03"
uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.63.0"
+version = "1.69.0"
[[deps.ChainRulesCore]]
deps = ["Compat", "LinearAlgebra"]
-git-tree-sha1 = "575cd02e080939a33b6df6c5853d14924c08e35b"
+git-tree-sha1 = "71acdbf594aab5bbb2cec89b208c41b4c411e49f"
uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.23.0"
+version = "1.24.0"
weakdeps = ["SparseArrays"]
[deps.ChainRulesCore.extensions]
ChainRulesCoreSparseArraysExt = "SparseArrays"
-[[deps.Chemfiles]]
-deps = ["AtomsBase", "Chemfiles_jll", "DocStringExtensions", "PeriodicTable", "Unitful", "UnitfulAtomic"]
-git-tree-sha1 = "82fe5e341c793cb51149d993307da9543824b206"
-uuid = "46823bd8-5fb3-5f92-9aa0-96921f3dd015"
-version = "0.10.41"
-
-[[deps.Chemfiles_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "f3743181e30d87c23d9c8ebd493b77f43d8f1890"
-uuid = "78a364fa-1a3c-552a-b4bb-8fa0f9c1fcca"
-version = "0.10.4+0"
-
-[[deps.CodecBzip2]]
-deps = ["Bzip2_jll", "Libdl", "TranscodingStreams"]
-git-tree-sha1 = "9b1ca1aa6ce3f71b3d1840c538a8210a043625eb"
-uuid = "523fee87-0ab8-5b00-afb7-3ecf72e48cfd"
-version = "0.8.2"
-
[[deps.CodecZlib]]
deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "59939d8a997469ee05c4b4944560a820f9ba0d73"
+git-tree-sha1 = "bce6804e5e6044c6daab27bb533d1295e4a2e759"
uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.4"
+version = "0.7.6"
[[deps.ColorSchemes]]
deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
-git-tree-sha1 = "67c1f244b991cad9b0aa4b7540fb758c2488b129"
+git-tree-sha1 = "b5278586822443594ff615963b0c09755771b3e0"
uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.24.0"
+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", "Requires", "Statistics", "TensorCore"]
@@ -323,9 +267,9 @@ weakdeps = ["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.Combinatorics]]
git-tree-sha1 = "08c8b6831dc00bfea825826be0bc8336fc369860"
@@ -340,9 +284,9 @@ version = "0.3.0"
[[deps.Compat]]
deps = ["TOML", "UUIDs"]
-git-tree-sha1 = "c955881e3c981181362ae4088b35995446298b80"
+git-tree-sha1 = "8ae8d32e09f0dcf42a36b90d4e17f5dd2e4c4215"
uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.14.0"
+version = "4.16.0"
weakdeps = ["Dates", "LinearAlgebra"]
[deps.Compat.extensions]
@@ -357,19 +301,17 @@ version = "0.1.26"
[[deps.CompilerSupportLibraries_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-version = "1.1.0+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.ComputationalResources]]
git-tree-sha1 = "52cb3ec90e8a8bea0e62e275ba577ad0f74821f7"
uuid = "ed09eef8-17a6-5b46-8889-db040fac31e3"
@@ -377,21 +319,21 @@ version = "0.3.2"
[[deps.ConcurrentUtilities]]
deps = ["Serialization", "Sockets"]
-git-tree-sha1 = "6cbbd4d241d7e6579ab354737f4dd95ca43946e1"
+git-tree-sha1 = "ea32b83ca4fefa1768dc84e504cc0a94fb1ab8d1"
uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
-version = "2.4.1"
+version = "2.4.2"
[[deps.ConformalPrediction]]
-deps = ["CategoricalArrays", "MLJBase", "MLJModelInterface", "NaturalSort", "Plots", "StatsBase"]
-git-tree-sha1 = "ee084331dcb2772dbd25a7c6afcaa664f36a0f04"
+deps = ["CategoricalArrays", "ChainRules", "ComputationalResources", "Flux", "InferOpt", "LinearAlgebra", "MLJBase", "MLJEnsembles", "MLJFlux", "MLJLinearModels", "MLJModelInterface", "MLUtils", "ProgressMeter", "Random", "StatsBase", "Tables"]
+git-tree-sha1 = "c5ddd335cb7557efbaf44da2d2c6d395ea41e18d"
uuid = "98bfc277-1877-43dc-819b-a3e38c30242f"
-version = "0.1.6"
+version = "0.1.13"
[[deps.ConstructionBase]]
deps = ["LinearAlgebra"]
-git-tree-sha1 = "260fd2400ed2dab602a7c15cf10c1933c59930a2"
+git-tree-sha1 = "d8a9c0b6ac2d9081bf76324b39c78ca3ce4f0c98"
uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.5.5"
+version = "1.5.6"
[deps.ConstructionBase.extensions]
ConstructionBaseIntervalSetsExt = "IntervalSets"
@@ -408,25 +350,25 @@ 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.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", "Distributions", "Flux", "LazyArtifacts", "LinearAlgebra", "Logging", "MLJBase", "MLJDecisionTreeInterface", "MLUtils", "MultivariateStats", "PackageExtensionCompat", "ProgressMeter", "Random", "Serialization", "Statistics", "StatsBase", "Tables", "TaijaBase", "UUIDs"]
+git-tree-sha1 = "8a68385b6852e9357889aea661536059bc8b6158"
uuid = "2f13d31b-18db-44c1-bc43-ebaf2cff0be0"
-version = "0.1.31"
+version = "1.1.6"
[deps.CounterfactualExplanations.extensions]
- MPIExt = "MPI"
- PythonCallExt = "PythonCall"
- RCallExt = "RCall"
+ DecisionTreeExt = "DecisionTree"
+ 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"
+ DecisionTree = "7806a523-6efd-50cb-b5f6-3fa6f1930dbb"
+ LaplaceRedux = "c52c1a26-f7c5-402b-80be-ba1e638ad478"
+ NeuroTreeModels = "1db4e0a5-a364-4b0c-897c-2bd5a4a3a1f2"
[[deps.Crayons]]
git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15"
@@ -438,12 +380,6 @@ git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe"
uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
version = "1.16.0"
-[[deps.DataDeps]]
-deps = ["HTTP", "Libdl", "Reexport", "SHA", "Scratch", "p7zip_jll"]
-git-tree-sha1 = "8ae085b71c462c2cb1cfedcb10c3c877ec6cf03f"
-uuid = "124859b0-ceae-595e-8997-d05f6a7a8dfe"
-version = "0.7.13"
-
[[deps.DataFrames]]
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"
@@ -452,9 +388,9 @@ 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"
@@ -465,6 +401,12 @@ version = "1.0.0"
deps = ["Printf"]
uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
+[[deps.Dbus_jll]]
+deps = ["Artifacts", "Expat_jll", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "fc173b380865f70627d7dd1190dc2fce6cc105af"
+uuid = "ee1fde0b-3d02-5ea6-8484-8dfef6360eab"
+version = "1.14.10+0"
+
[[deps.DecisionTree]]
deps = ["AbstractTrees", "DelimitedFiles", "LinearAlgebra", "Random", "ScikitLearnBase", "Statistics"]
git-tree-sha1 = "526ca14aaaf2d5a0e242f3a8a7966eb9065d7d78"
@@ -482,6 +424,12 @@ git-tree-sha1 = "9e2f36d3c96a820c678f2f1f1782582fcf685bae"
uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab"
version = "1.9.1"
+[[deps.DensityInterface]]
+deps = ["InverseFunctions", "Test"]
+git-tree-sha1 = "80c3e8639e3353e5d2912fb3a1916b8455e2494b"
+uuid = "b429d917-457f-4dbc-8f4c-0cc954292b1d"
+version = "0.4.0"
+
[[deps.DiffResults]]
deps = ["StaticArraysCore"]
git-tree-sha1 = "782dd5f4561f5d267313f23853baaaa4c52ea621"
@@ -510,21 +458,17 @@ 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 = "0e0a1264b0942f1f3abb2b30891f2a590cc652ac"
uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.107"
+version = "0.25.110"
+weakdeps = ["ChainRulesCore", "DensityInterface", "Test"]
[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"]
git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
@@ -533,21 +477,15 @@ 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 = "76deb8c15f37a3853f13ea2226b8f2577652de05"
uuid = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
-version = "1.3.0"
+version = "1.5.0"
[[deps.Downloads]]
deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
version = "1.6.0"
-[[deps.DualNumbers]]
-deps = ["Calculus", "NaNMath", "SpecialFunctions"]
-git-tree-sha1 = "5837a837389fccf076445fce071c8ddaea35a566"
-uuid = "fa6b7ba4-c1ee-5f82-b5fc-ecf0adba8f74"
-version = "0.6.8"
-
[[deps.EarCut_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "e3290f2d49e661fbd94046d7e3726ffcb2d41053"
@@ -568,14 +506,16 @@ 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"
@@ -584,19 +524,14 @@ version = "0.1.10"
[[deps.Expat_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
+git-tree-sha1 = "1c6317308b9dc757616f0b5cb379db10494443a7"
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"
+version = "2.6.2+0"
[[deps.Extents]]
-git-tree-sha1 = "2140cd04483da90b2da7f99b2add0750504fc39c"
+git-tree-sha1 = "94997910aca72897524d2237c41eb852153b0f65"
uuid = "411431e0-e8b7-467b-b5e0-f676ba4f2910"
-version = "0.1.2"
+version = "0.1.3"
[[deps.FFMPEG]]
deps = ["FFMPEG_jll"]
@@ -612,9 +547,9 @@ 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"]
@@ -622,6 +557,12 @@ git-tree-sha1 = "656f7a6859be8673bf1f35da5670246b923964f7"
uuid = "b9860ae5-e623-471e-878b-f6a53c775ea6"
version = "0.1.1"
+[[deps.FeatureSelection]]
+deps = ["MLJModelInterface", "ScientificTypesBase", "Tables"]
+git-tree-sha1 = "d78c565b6296e161193eb0f053bbcb3f1a82091d"
+uuid = "33837fe5-dbff-4c9e-8c2f-c5612fe2b8b6"
+version = "0.2.2"
+
[[deps.FileIO]]
deps = ["Pkg", "Requires", "UUIDs"]
git-tree-sha1 = "82d8afa92ecf4b52d78d869f038ebfb881267322"
@@ -638,10 +579,10 @@ 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"
weakdeps = ["PDMats", "SparseArrays", "Statistics"]
[deps.FillArrays.extensions]
@@ -650,10 +591,10 @@ weakdeps = ["PDMats", "SparseArrays", "Statistics"]
FillArraysStatisticsExt = "Statistics"
[[deps.FiniteDiff]]
-deps = ["ArrayInterface", "LinearAlgebra", "Requires", "Setfield", "SparseArrays"]
-git-tree-sha1 = "bc0c5092d6caaea112d3c8e3b238d61563c58d5f"
+deps = ["ArrayInterface", "LinearAlgebra", "Setfield", "SparseArrays"]
+git-tree-sha1 = "f9219347ebf700e77ca1d48ef84e4a82a6701882"
uuid = "6a86dc24-6348-571c-b903-95158fe2bd41"
-version = "2.23.0"
+version = "2.24.0"
[deps.FiniteDiff.extensions]
FiniteDiffBandedMatricesExt = "BandedMatrices"
@@ -667,38 +608,40 @@ version = "2.23.0"
[[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 = "502d0232ec6430d40b6e5b57637333f32192592e"
+git-tree-sha1 = "a3aa4744279a4c84e4ebb3751b25d5c65445e77c"
uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c"
-version = "0.14.14"
+version = "0.14.18"
[deps.Flux.extensions]
FluxAMDGPUExt = "AMDGPU"
FluxCUDAExt = "CUDA"
FluxCUDAcuDNNExt = ["CUDA", "cuDNN"]
+ FluxEnzymeExt = "Enzyme"
FluxMetalExt = "Metal"
[deps.Flux.weakdeps]
AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e"
CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
+ Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9"
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.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"]
@@ -712,37 +655,37 @@ weakdeps = ["StaticArrays"]
[[deps.FreeType2_jll]]
deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
-git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
+git-tree-sha1 = "5c1d8ae0efc6c2e7b1fc502cbe25def8f661b7bc"
uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.13.1+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"
+version = "1.0.14+0"
[[deps.Functors]]
deps = ["LinearAlgebra"]
-git-tree-sha1 = "8ae30e786837ce0a24f5e2186938bf3251ab94b2"
+git-tree-sha1 = "64d8e93700c7a3f28f717d265382d52fac9fa1c1"
uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196"
-version = "0.4.8"
+version = "0.4.12"
[[deps.Future]]
deps = ["Random"]
uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
[[deps.GLFW_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll"]
-git-tree-sha1 = "ff38ba61beff76b8f4acad8ab0c97ef73bb670cb"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll", "libdecor_jll", "xkbcommon_jll"]
+git-tree-sha1 = "532f9126ad901533af1d4f5c198867227a7bb077"
uuid = "0656b61e-2033-5cc2-a64a-77c0f6c09b89"
-version = "3.3.9+0"
+version = "3.4.0+1"
[[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"]
@@ -750,41 +693,29 @@ git-tree-sha1 = "ec632f177c0d990e64d955ccc1b8c04c485a0950"
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"
-uuid = "61eb1bfa-7361-4325-ad38-22787b887f55"
-version = "0.25.0"
-
[[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 = "3437ade7073682993e092ca570ad68a2aba26983"
+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 = "0.73.3"
+version = "0.73.7"
[[deps.GR_jll]]
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 = "a96d5c713e6aa28c242b0d25c1347e258d6541ab"
+git-tree-sha1 = "a8863b69c2a0859f2c2c87ebdc4c6712e88bdf0d"
uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.73.3+0"
-
-[[deps.GZip]]
-deps = ["Libdl", "Zlib_jll"]
-git-tree-sha1 = "0085ccd5ec327c077ec5b91a5f937b759810ba62"
-uuid = "92fee26a-97fe-5a0c-ad85-20a5f3185b63"
-version = "0.6.2"
+version = "0.73.7+0"
[[deps.GeoInterface]]
deps = ["Extents"]
-git-tree-sha1 = "d4f85701f569584f2cff7ba67a137d03f0cfb7d0"
+git-tree-sha1 = "9fff8990361d5127b770e3454488360443019bb3"
uuid = "cf35fbd7-0cd7-5166-be24-54bfbe79505f"
-version = "1.3.3"
+version = "1.3.5"
[[deps.GeometryBasics]]
deps = ["EarCut_jll", "Extents", "GeoInterface", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
-git-tree-sha1 = "5694b56ccf9d15addedc35e9a4ba9c317721b788"
+git-tree-sha1 = "b62f2b2d76cee0d61a2ef2b3118cd2a3215d3134"
uuid = "5c1252a2-5f33-56bf-86c9-59e7332b4326"
-version = "0.4.10"
+version = "0.4.11"
[[deps.Gettext_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -800,20 +731,15 @@ 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"]
-git-tree-sha1 = "359a1ba2e320790ddbe4ee8b4d54a305c0ea2aff"
+git-tree-sha1 = "7c82e6a6cd34e9d935e9aa4051b66c6ff3af59ba"
uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
-version = "2.80.0+0"
-
-[[deps.Glob]]
-git-tree-sha1 = "97285bbd5230dd766e9ef6749b80fc617126d496"
-uuid = "c27321d9-0574-5035-807b-f59d2c89b15c"
-version = "1.3.1"
+version = "2.80.2+0"
[[deps.Graphite2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -821,40 +747,16 @@ git-tree-sha1 = "344bf40dcab1073aca04aa0df4fb092f920e4011"
uuid = "3b182d85-2403-5c21-9c21-1e1f0cc25472"
version = "1.3.14+0"
-[[deps.Graphs]]
-deps = ["ArnoldiMethod", "Compat", "DataStructures", "Distributed", "Inflate", "LinearAlgebra", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics"]
-git-tree-sha1 = "899050ace26649433ef1af25bc17a815b3db52b7"
-uuid = "86223c79-3864-5bf0-83f7-82e725a168b6"
-version = "1.9.0"
-
[[deps.Grisu]]
git-tree-sha1 = "53bb909d1151e57e2484c3d1b53e19552b887fb2"
uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
version = "1.0.2"
-[[deps.HDF5]]
-deps = ["Compat", "HDF5_jll", "Libdl", "MPIPreferences", "Mmap", "Preferences", "Printf", "Random", "Requires", "UUIDs"]
-git-tree-sha1 = "26407bd1c60129062cec9da63dc7d08251544d53"
-uuid = "f67ccb44-e63f-5c2f-98bd-6dc0ccc4ba2f"
-version = "0.17.1"
-
- [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 = "38c8874692d48d5440d5752d6c74b0c6b0b60739"
-uuid = "0234f1f7-429e-5d53-9886-15a909be8d59"
-version = "1.14.2+1"
-
[[deps.HTTP]]
deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "995f762e0182ebc50548c434c171a5bb6635f8e4"
+git-tree-sha1 = "d1d712be3164d61d1fb98e7ce9bcbc6cc06b45ed"
uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.10.4"
+version = "1.10.8"
[[deps.HarfBuzz_jll]]
deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -862,52 +764,35 @@ 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 = "ca0f6bf568b4bfc807e7537f081c81e35ceca114"
-uuid = "e33a78d0-f292-5ffc-b300-72abe9b543c8"
-version = "2.10.0+0"
-
[[deps.HypergeometricFunctions]]
-deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "f218fe3736ddf977e0e772bc9a586b2383da2685"
+deps = ["LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
+git-tree-sha1 = "7c4195be1649ae622304031ed46a2f4df989f1eb"
uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.23"
+version = "0.3.24"
[[deps.IOCapture]]
deps = ["Logging", "Random"]
-git-tree-sha1 = "8b72179abc660bfab5e28472e019392b97d0985c"
+git-tree-sha1 = "b6d6bfdd7ce25b0f9b2f6b3dd56b2673a66c8770"
uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89"
-version = "0.2.4"
+version = "0.2.5"
[[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"]
-git-tree-sha1 = "eb49b82c172811fd2c86759fa0553a2221feb909"
-uuid = "c817782e-172a-44cc-b673-b171935fbb9e"
-version = "0.1.7"
+[[deps.InferOpt]]
+deps = ["ChainRulesCore", "DensityInterface", "LinearAlgebra", "Random", "RequiredInterfaces", "Statistics", "StatsBase", "StatsFuns", "ThreadsX"]
+git-tree-sha1 = "cbe07b2683de4b1dd0c8def5e5f62ce97c60d24c"
+uuid = "4846b161-c94e-4150-8dac-c7ae193c601f"
+version = "0.6.1"
-[[deps.ImageCore]]
-deps = ["ColorVectorSpace", "Colors", "FixedPointNumbers", "MappedArrays", "MosaicViews", "OffsetArrays", "PaddedViews", "PrecompileTools", "Reexport"]
-git-tree-sha1 = "b2a7eaa169c13f5bcae8131a83bc30eff8f71be0"
-uuid = "a09fc81d-aa75-5fe9-8630-4744c3626534"
-version = "0.10.2"
-
-[[deps.ImageShow]]
-deps = ["Base64", "ColorSchemes", "FileIO", "ImageBase", "ImageCore", "OffsetArrays", "StackViews"]
-git-tree-sha1 = "3b5344bcdbdc11ad58f3b1956709b5b9345355de"
-uuid = "4e3cecfd-b093-5904-9786-8bbb286a6a31"
-version = "0.3.8"
-
-[[deps.Inflate]]
-git-tree-sha1 = "ea8031dea4aff6bd41f1df8f2fdfb25b33626381"
-uuid = "d25df0c9-e2be-5dd7-82c8-3ad0b3e990b9"
-version = "0.1.4"
+ [deps.InferOpt.extensions]
+ InferOptFrankWolfeExt = "DifferentiableFrankWolfe"
+
+ [deps.InferOpt.weakdeps]
+ DifferentiableFrankWolfe = "b383313e-5450-4164-a800-befbd27b574d"
[[deps.InitialValues]]
git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
@@ -915,20 +800,31 @@ 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"]
uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
-[[deps.InternedStrings]]
-deps = ["Random", "Test"]
-git-tree-sha1 = "eb05b5625bc5d821b8075a77e4c421933e20c76b"
-uuid = "7d512f48-7fb1-5a58-b986-67e6dc259f01"
-version = "0.7.0"
+[[deps.InverseFunctions]]
+git-tree-sha1 = "2787db24f4e03daf859c6509ff87764e4182f7d1"
+uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
+version = "0.1.16"
+weakdeps = ["Dates", "Test"]
+
+ [deps.InverseFunctions.extensions]
+ InverseFunctionsDatesExt = "Dates"
+ InverseFunctionsTestExt = "Test"
[[deps.InvertedIndices]]
git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -963,10 +859,10 @@ 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", "PrecompileTools", "Reexport", "Requires", "TranscodingStreams", "UUIDs", "Unicode"]
+git-tree-sha1 = "67d4690d32c22e28818a434b293a374cc78473d3"
uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819"
-version = "0.4.46"
+version = "0.4.51"
[[deps.JLFzf]]
deps = ["Pipe", "REPL", "Random", "fzf_jll"]
@@ -986,29 +882,11 @@ git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
version = "0.21.4"
-[[deps.JSON3]]
-deps = ["Dates", "Mmap", "Parsers", "PrecompileTools", "StructTypes", "UUIDs"]
-git-tree-sha1 = "eb3edce0ed4fa32f75a0a11217433c31d56bd48b"
-uuid = "0f8b85d8-7281-11e9-16c2-39a750bddbf1"
-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 = "3336abae9a713d2210bb57ab484b1e065edd7d23"
+git-tree-sha1 = "c84a835e1a09b289ffcd2271bf2a337bbdda6637"
uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "3.0.2+0"
-
-[[deps.JuliaNVTXCallbacks_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "af433a10f3942e882d3c671aacb203e006a5808f"
-uuid = "9c1d0b0a-7046-5b2e-a33f-ea22f176ac7e"
-version = "0.2.1+0"
+version = "3.0.3+0"
[[deps.JuliaVariables]]
deps = ["MLStyle", "NameResolution"]
@@ -1018,9 +896,9 @@ 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 = "0fac59881e91c7233a9b0d47f4b7d9432e534f0f"
uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.18"
+version = "0.9.23"
[deps.KernelAbstractions.extensions]
EnzymeExt = "EnzymeCore"
@@ -1029,10 +907,10 @@ version = "0.9.18"
EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869"
[[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"]
@@ -1042,24 +920,21 @@ version = "3.0.0+1"
[[deps.LLVM]]
deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Preferences", "Printf", "Requires", "Unicode"]
-git-tree-sha1 = "7c6650580b4c3169d9905858160db895bff6d2e2"
+git-tree-sha1 = "2470e69781ddd70b8878491233cd09bc1bd7fc96"
uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "6.6.1"
-weakdeps = ["BFloat16s"]
+version = "8.1.0"
[deps.LLVM.extensions]
BFloat16sExt = "BFloat16s"
+ [deps.LLVM.weakdeps]
+ BFloat16s = "ab4f0b2a-ad5b-11e8-123f-65d77653426b"
+
[[deps.LLVMExtra_jll]]
deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "88b916503aac4fb7f701bb625cd84ca5dd1677bc"
+git-tree-sha1 = "597d1c758c9ae5d985ba4202386a607c675ee700"
uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.29+0"
-
-[[deps.LLVMLoopInfo]]
-git-tree-sha1 = "2e5c102cfc41f48ae4740c7eca7743cc7e7b75ea"
-uuid = "8b046642-f1f6-4319-8d3c-209ddc03c586"
-version = "1.0.0"
+version = "0.0.31+0"
[[deps.LLVMOpenMP_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -1068,10 +943,10 @@ uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
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 = "50901ebc375ed41dbf8058da26f9de442febbbec"
@@ -1079,23 +954,25 @@ 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", "Distributions", "Flux", "LinearAlgebra", "MLJBase", "MLJFlux", "MLJModelInterface", "MLUtils", "Optimisers", "ProgressMeter", "Random", "Statistics", "Tables", "Tullio", "Zygote"]
+git-tree-sha1 = "27821766cccfcef9a9d6b9cee6e924796ec845dd"
uuid = "c52c1a26-f7c5-402b-80be-ba1e638ad478"
-version = "0.1.4"
+version = "1.0.1"
[[deps.Latexify]]
deps = ["Format", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Requires"]
-git-tree-sha1 = "cad560042a7cc108f5a4c24ea1431a9221f22c1b"
+git-tree-sha1 = "ce5f5621cac23a86011836badfedf664a612cee4"
uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.16.2"
+version = "0.16.5"
[deps.Latexify.extensions]
DataFramesExt = "DataFrames"
+ SparseArraysExt = "SparseArrays"
SymEngineExt = "SymEngine"
[deps.Latexify.weakdeps]
DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+ SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
SymEngine = "123dc426-2d89-5057-bbad-38513e3affd8"
[[deps.LatinHypercubeSampling]]
@@ -1113,10 +990,11 @@ version = "1.2.2"
deps = ["Artifacts", "Pkg"]
uuid = "4af54fe1-eca0-43a8-85a7-787d91b784e3"
-[[deps.LazyModules]]
-git-tree-sha1 = "a560dd966b386ac9ae60bdd3a3d3a326062d3c3e"
-uuid = "8cdb02fc-e678-4876-92c5-9defec4f444e"
-version = "0.3.1"
+[[deps.LearnAPI]]
+deps = ["InteractiveUtils", "Statistics"]
+git-tree-sha1 = "ec695822c1faaaa64cee32d0b21505e1977b4809"
+uuid = "92ad9a40-7767-427a-9ee6-6e577f1266cb"
+version = "0.1.0"
[[deps.LibCURL]]
deps = ["LibCURL_jll", "MozillaCACerts_jll"]
@@ -1152,10 +1030,10 @@ 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"]
@@ -1164,10 +1042,10 @@ 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"]
@@ -1177,9 +1055,9 @@ version = "1.17.0+0"
[[deps.Libmount_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "dae976433497a2f841baadea93d27e68f1a12a97"
+git-tree-sha1 = "0c4f9c4f1a50d8f35048fa0532dabbadf702f81e"
uuid = "4b2f31a3-9ecc-558c-b454-b3730dcb73e9"
-version = "2.39.3+0"
+version = "2.40.1+0"
[[deps.Libtiff_jll]]
deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "LERC_jll", "Libdl", "XZ_jll", "Zlib_jll", "Zstd_jll"]
@@ -1189,21 +1067,27 @@ version = "4.5.1+1"
[[deps.Libuuid_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "0a04a1318df1bf510beb2562cf90fb0c386f58c4"
+git-tree-sha1 = "5ee6203157c120d79034c748a2acba45b82b8807"
uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700"
-version = "2.39.3+1"
+version = "2.40.1+0"
[[deps.LightGBM]]
-deps = ["Dates", "Libdl", "MLJModelInterface", "SparseArrays", "Statistics"]
-git-tree-sha1 = "ce5f0bbb93610549e94dc1b1d6a1e238ae021d7d"
+deps = ["Dates", "Libdl", "LightGBM_jll", "MLJModelInterface", "SparseArrays", "Statistics"]
+git-tree-sha1 = "02375e29918ccdee94d72459ec37b0989709dbbb"
uuid = "7acf609c-83a4-11e9-1ffb-b912bcd3b04a"
-version = "0.6.1"
+version = "0.7.2"
+
+[[deps.LightGBM_jll]]
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
+git-tree-sha1 = "20ee4be44c3149606abde993dc72dd2cf9909adb"
+uuid = "0e4427ef-1ff7-5cd7-8faa-8ff0877bb2ec"
+version = "3.3.5+1"
[[deps.LineSearches]]
deps = ["LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "Printf"]
-git-tree-sha1 = "7bbea35cec17305fc70a0e5b4641477dc0789d9d"
+git-tree-sha1 = "e4c3be53733db1051cc15ecf573b1042b3a712a1"
uuid = "d3d80556-e9d4-5f37-9878-2ab0fcc64255"
-version = "7.2.0"
+version = "7.3.0"
[[deps.LinearAlgebra]]
deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
@@ -1211,9 +1095,9 @@ uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
[[deps.LinearMaps]]
deps = ["LinearAlgebra"]
-git-tree-sha1 = "9948d6f8208acfebc3e8cf4681362b2124339e7e"
+git-tree-sha1 = "ee79c3208e55786de58f8dcccca098ced79f743f"
uuid = "7a12625a-238d-50fd-b39a-03d52299707e"
-version = "3.11.2"
+version = "3.11.3"
weakdeps = ["ChainRulesCore", "SparseArrays", "Statistics"]
[deps.LinearMaps.extensions]
@@ -1223,9 +1107,9 @@ weakdeps = ["ChainRulesCore", "SparseArrays", "Statistics"]
[[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"
@@ -1246,75 +1130,63 @@ git-tree-sha1 = "c1dd6d7978c12545b4179fb6153b9250c96b0075"
uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36"
version = "1.0.3"
-[[deps.LossFunctions]]
-deps = ["Markdown", "Requires", "Statistics"]
-git-tree-sha1 = "df9da07efb9b05ca7ef701acec891ee8f73c99e2"
-uuid = "30fc2ffe-d236-52d8-8643-a9d8f7c094a7"
-version = "0.11.1"
-weakdeps = ["CategoricalArrays"]
-
- [deps.LossFunctions.extensions]
- LossFunctionsCategoricalArraysExt = "CategoricalArrays"
-
-[[deps.MAT]]
-deps = ["BufferedStreams", "CodecZlib", "HDF5", "SparseArrays"]
-git-tree-sha1 = "ed1cf0a322d78cee07718bed5fd945e2218c35a1"
-uuid = "23992714-dd62-5051-b70f-ba57cb901cac"
-version = "0.10.6"
-
-[[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"
-uuid = "eb30cadb-4394-5ae3-aed4-317e484a6458"
-version = "0.7.14"
-
[[deps.MLFlowClient]]
deps = ["Dates", "FilePathsBase", "HTTP", "JSON", "ShowCases", "URIs", "UUIDs"]
-git-tree-sha1 = "049b39a208b052d020e18a0850ca9d228a11ef16"
+git-tree-sha1 = "9abb12b62debc27261c008daa13627255bf79967"
uuid = "64a0f543-368b-4a9a-827a-e71edb2a0b83"
-version = "0.4.6"
+version = "0.5.1"
[[deps.MLJ]]
-deps = ["CategoricalArrays", "ComputationalResources", "Distributed", "Distributions", "LinearAlgebra", "MLJBase", "MLJEnsembles", "MLJFlow", "MLJIteration", "MLJModels", "MLJTuning", "OpenML", "Pkg", "ProgressMeter", "Random", "Reexport", "ScientificTypes", "Statistics", "StatsBase", "Tables"]
-git-tree-sha1 = "193f1f1ac77d91eabe1ac81ff48646b378270eef"
+deps = ["CategoricalArrays", "ComputationalResources", "Distributed", "Distributions", "FeatureSelection", "LinearAlgebra", "MLJBalancing", "MLJBase", "MLJEnsembles", "MLJFlow", "MLJIteration", "MLJModels", "MLJTuning", "OpenML", "Pkg", "ProgressMeter", "Random", "Reexport", "ScientificTypes", "StatisticalMeasures", "Statistics", "StatsBase", "Tables"]
+git-tree-sha1 = "521eec7a22417d54fdc66f5dc0b7dc9628931c54"
uuid = "add582a8-e3ab-11e8-2d5e-e98b27df1bc7"
-version = "0.19.5"
+version = "0.20.7"
+
+[[deps.MLJBalancing]]
+deps = ["MLJBase", "MLJModelInterface", "MLUtils", "OrderedCollections", "Random", "StatsBase"]
+git-tree-sha1 = "f707a01a92d664479522313907c07afa5d81df19"
+uuid = "45f359ea-796d-4f51-95a5-deb1a414c586"
+version = "0.1.5"
[[deps.MLJBase]]
-deps = ["CategoricalArrays", "CategoricalDistributions", "ComputationalResources", "Dates", "DelimitedFiles", "Distributed", "Distributions", "InteractiveUtils", "InvertedIndices", "LinearAlgebra", "LossFunctions", "MLJModelInterface", "Missings", "OrderedCollections", "Parameters", "PrettyTables", "ProgressMeter", "Random", "ScientificTypes", "Serialization", "StatisticalTraits", "Statistics", "StatsBase", "Tables"]
-git-tree-sha1 = "0b7307d1a7214ec3c0ba305571e713f9492ea984"
+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 = "6f45e12073bc2f2e73ed0473391db38c31e879c9"
uuid = "a7f614a8-145f-11e9-1d2a-a57a1082229d"
-version = "0.21.14"
+version = "1.7.0"
+weakdeps = ["StatisticalMeasures"]
+
+ [deps.MLJBase.extensions]
+ DefaultMeasuresExt = "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", "MLJBase", "MLJModelInterface", "ProgressMeter", "Random", "ScientificTypesBase", "StatsBase"]
-git-tree-sha1 = "95b306ef8108067d26dfde9ff3457d59911cc0d6"
+deps = ["CategoricalArrays", "CategoricalDistributions", "ComputationalResources", "Distributed", "Distributions", "MLJModelInterface", "ProgressMeter", "Random", "ScientificTypesBase", "StatisticalMeasuresBase", "StatsBase"]
+git-tree-sha1 = "84a5be55a364bb6b6dc7780bbd64317ebdd3ad1e"
uuid = "50ed68f4-41fd-4504-931a-ed422449fee0"
-version = "0.3.3"
+version = "0.4.3"
[[deps.MLJFlow]]
deps = ["MLFlowClient", "MLJBase", "MLJModelInterface"]
-git-tree-sha1 = "bceeeb648c9aa2fc6f65f957c688b164d30f2905"
+git-tree-sha1 = "508bff8071d7d1902d6f1b9d1e868d58821f1cfe"
uuid = "7b7b8358-b45c-48ea-a8ef-7ca328ad328f"
-version = "0.1.1"
+version = "0.5.0"
[[deps.MLJFlux]]
-deps = ["CategoricalArrays", "ColorTypes", "ComputationalResources", "Flux", "MLJModelInterface", "Metalhead", "ProgressMeter", "Random", "Statistics", "Tables"]
-git-tree-sha1 = "72935b7de07a7f6b72fd49ecc7898dac79248d46"
+deps = ["CategoricalArrays", "ColorTypes", "ComputationalResources", "Flux", "MLJModelInterface", "Metalhead", "Optimisers", "ProgressMeter", "Random", "Statistics", "Tables"]
+git-tree-sha1 = "50c7f24b84005a2a80875c10d4f4059df17a0f68"
uuid = "094fc8d1-fd35-5302-93ea-dabda2abf845"
-version = "0.4.0"
+version = "0.5.1"
[[deps.MLJIteration]]
deps = ["IterationControl", "MLJBase", "Random", "Serialization"]
-git-tree-sha1 = "be6d5c71ab499a59e82d65e00a89ceba8732fcd5"
+git-tree-sha1 = "f93f381a82fc1768c1a99c27a84b7ea1b1ee186d"
uuid = "614be32b-d00c-4edb-bd02-1eb411ab5e55"
-version = "0.5.1"
+version = "0.6.2"
[[deps.MLJLinearModels]]
deps = ["DocStringExtensions", "IterativeSolvers", "LinearAlgebra", "LinearMaps", "MLJModelInterface", "Optim", "Parameters"]
@@ -1324,21 +1196,21 @@ version = "0.10.0"
[[deps.MLJModelInterface]]
deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
-git-tree-sha1 = "14bd8088cf7cd1676aa83a57004f8d23d43cd81e"
+git-tree-sha1 = "ceaff6618408d0e412619321ae43b33b40c1a733"
uuid = "e80e1ace-859a-464e-9ed9-23947d8ae3ea"
-version = "1.9.5"
+version = "1.11.0"
[[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 = "c1b1f72379d15079d2c97937d9c1ed38f9ab4679"
uuid = "d491faf4-2d78-11e9-2867-c94bc002c0b7"
-version = "0.16.16"
+version = "0.17.4"
[[deps.MLJTuning]]
-deps = ["ComputationalResources", "Distributed", "Distributions", "LatinHypercubeSampling", "MLJBase", "ProgressMeter", "Random", "RecipesBase"]
-git-tree-sha1 = "02688098bd77827b64ed8ad747c14f715f98cfc4"
+deps = ["ComputationalResources", "Distributed", "Distributions", "LatinHypercubeSampling", "MLJBase", "ProgressMeter", "Random", "RecipesBase", "StatisticalMeasuresBase"]
+git-tree-sha1 = "38aab60b1274ce7d6da784808e3be69e585dbbf6"
uuid = "03970b2e-30c4-11ea-3135-d1576263f10f"
-version = "0.7.4"
+version = "0.8.8"
[[deps.MLStyle]]
git-tree-sha1 = "bc38dff0548128765760c79eb7388a4b37fae2c8"
@@ -1351,41 +1223,12 @@ git-tree-sha1 = "b45738c2e3d0d402dffa32b2c1654759a2ac35a4"
uuid = "f1d291b0-491e-4a28-83b9-f70985020b54"
version = "0.4.4"
-[[deps.MPICH_jll]]
-deps = ["Artifacts", "CompilerSupportLibraries_jll", "Hwloc_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"]
-git-tree-sha1 = "656036b9ed6f942d35e536e249600bc31d0f9df8"
-uuid = "7cb0a576-ebde-5e09-9194-50597f1243b4"
-version = "4.2.0+0"
-
-[[deps.MPIPreferences]]
-deps = ["Libdl", "Preferences"]
-git-tree-sha1 = "8f6af051b9e8ec597fa09d8885ed79fd582f33c9"
-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"
-uuid = "f1f71cc9-e9ae-5b93-9b94-4fe0e1ad3748"
-version = "5.3.2+0"
-
[[deps.MacroTools]]
deps = ["Markdown", "Random"]
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.MappedArrays]]
-git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
-uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.2"
-
[[deps.Markdown]]
deps = ["Base64"]
uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
@@ -1396,12 +1239,6 @@ git-tree-sha1 = "465a70f0fc7d443a00dcdc3267a497397b8a3899"
uuid = "d0879d2d-cac2-40c8-9cee-1863dc0c7391"
version = "0.1.2"
-[[deps.MathOptInterface]]
-deps = ["BenchmarkTools", "CodecBzip2", "CodecZlib", "DataStructures", "ForwardDiff", "JSON", "LinearAlgebra", "MutableArithmetics", "NaNMath", "OrderedCollections", "PrecompileTools", "Printf", "SparseArrays", "SpecialFunctions", "Test", "Unicode"]
-git-tree-sha1 = "679c1aec6934d322783bd15db4d18f898653be4f"
-uuid = "b8f27783-ece8-5eb3-8dc8-9495eed66fee"
-version = "1.27.0"
-
[[deps.MbedTLS]]
deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "NetworkOptions", "Random", "Sockets"]
git-tree-sha1 = "c067a280ddc25f196b5e7df3877c6b226d390aaf"
@@ -1423,53 +1260,37 @@ deps = ["Artifacts", "BSON", "ChainRulesCore", "Flux", "Functors", "JLD2", "Lazy
git-tree-sha1 = "5aac9a2b511afda7bf89df5044a2e0b429f83152"
uuid = "dbeba491-748d-5e0e-a39e-b530a07fa0cc"
version = "0.9.3"
-weakdeps = ["CUDA"]
[deps.Metalhead.extensions]
MetalheadCUDAExt = "CUDA"
+ [deps.Metalhead.weakdeps]
+ CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
+
[[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"
-
-[[deps.MicrosoftMPI_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f12a29c4400ba812841c6ace3f4efbb6dbb3ba01"
-uuid = "9237b28f-5490-5468-be7b-bb81f5f5e6cf"
-version = "10.1.4+2"
+version = "0.2.0"
[[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"
-[[deps.MosaicViews]]
-deps = ["MappedArrays", "OffsetArrays", "PaddedViews", "StackViews"]
-git-tree-sha1 = "7b86a5d4d70a9f5cdf2dacb3cbe6d251d1a61dbe"
-uuid = "e94cdb99-869f-56ef-bcf0-1ae2bcbe0389"
-version = "0.3.4"
-
[[deps.MozillaCACerts_jll]]
uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
version = "2023.1.10"
[[deps.MultivariateStats]]
-deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "6d019f5a0465522bbfdd68ecfad7f86b535d6935"
+deps = ["Arpack", "Distributions", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
+git-tree-sha1 = "816620e3aac93e5b5359e4fdaf23ca4525b00ddf"
uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.9.0"
-
-[[deps.MutableArithmetics]]
-deps = ["LinearAlgebra", "SparseArrays", "Test"]
-git-tree-sha1 = "302fd161eb1c439e4115b51ae456da4e9984f130"
-uuid = "d8a4904e-b15c-11e9-3269-09a3773c0cb0"
-version = "1.4.1"
+version = "0.10.3"
[[deps.NLSolversBase]]
deps = ["DiffResults", "Distributed", "FiniteDiff", "ForwardDiff"]
@@ -1479,40 +1300,24 @@ version = "7.8.3"
[[deps.NNlib]]
deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "877f15c331337d54cf24c797d5bcb2e48ce21221"
+git-tree-sha1 = "ae52c156a63bb647f80c26319b104e99e5977e51"
uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.9.12"
+version = "0.9.22"
[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]]
-deps = ["FileIO", "ZipFile"]
-git-tree-sha1 = "60a8e272fe0c5079363b28b0953831e2dd7b7e6f"
-uuid = "15e1cf62-19b3-5cfa-8e77-841668bca605"
-version = "0.4.3"
-
-[[deps.NVTX]]
-deps = ["Colors", "JuliaNVTXCallbacks_jll", "Libdl", "NVTX_jll"]
-git-tree-sha1 = "53046f0483375e3ed78e49190f1154fa0a4083a1"
-uuid = "5da4648a-3479-48b8-97b9-01cb529c0a1f"
-version = "0.3.4"
-
-[[deps.NVTX_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "ce3269ed42816bf18d500c9f63418d4b0d9f5a3b"
-uuid = "e98f9f5b-d649-5603-91fd-7774390e6439"
-version = "3.1.0+2"
-
[[deps.NaNMath]]
deps = ["OpenLibm_jll"]
git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
@@ -1538,33 +1343,26 @@ version = "0.2.3"
[[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.NetworkLayout]]
deps = ["GeometryBasics", "LinearAlgebra", "Random", "Requires", "StaticArrays"]
git-tree-sha1 = "91bb2fedff8e43793650e7a677ccda6e6e6e166b"
uuid = "46757867-2c16-5918-afeb-47bfcb05e46a"
version = "0.4.6"
-weakdeps = ["Graphs"]
[deps.NetworkLayout.extensions]
NetworkLayoutGraphsExt = "Graphs"
+ [deps.NetworkLayout.weakdeps]
+ Graphs = "86223c79-3864-5bf0-83f7-82e725a168b6"
+
[[deps.NetworkOptions]]
uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
version = "1.2.0"
-[[deps.OffsetArrays]]
-git-tree-sha1 = "6a731f2b5c03157418a20c12195eb4b74c8f8621"
-uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.13.0"
-weakdeps = ["Adapt"]
-
- [deps.OffsetArrays.extensions]
- OffsetArraysAdaptExt = "Adapt"
-
[[deps.Ogg_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "887579a3eb005446d514ab7aeac5d1d027658b8f"
@@ -1593,23 +1391,17 @@ git-tree-sha1 = "6efb039ae888699d5a74fb593f6f3e10c7193e33"
uuid = "8b6db2d4-7670-4922-a472-f9537c81ab66"
version = "0.3.1"
-[[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"
-uuid = "fe0851c0-eecd-5654-98d4-656369965a5c"
-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 = "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"]
@@ -1618,16 +1410,22 @@ uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
version = "0.5.5+0"
[[deps.Optim]]
-deps = ["Compat", "FillArrays", "ForwardDiff", "LineSearches", "LinearAlgebra", "MathOptInterface", "NLSolversBase", "NaNMath", "Parameters", "PositiveFactorizations", "Printf", "SparseArrays", "StatsBase"]
-git-tree-sha1 = "d024bfb56144d947d4fafcd9cb5cafbe3410b133"
+deps = ["Compat", "FillArrays", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "PositiveFactorizations", "Printf", "SparseArrays", "StatsBase"]
+git-tree-sha1 = "d9b79c4eed437421ac4285148fcadf42e0700e89"
uuid = "429524aa-4258-5aef-a3af-852621145aeb"
-version = "1.9.2"
+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 = "264b061c1903bc0fe9be77cb9050ebacff66bb63"
+git-tree-sha1 = "6572fe0c5b74431aaeb0b18a4aa5ef03c84678be"
uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
-version = "0.3.2"
+version = "0.3.3"
[[deps.Opus_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1651,23 +1449,17 @@ git-tree-sha1 = "949347156c25054de2db3b166c52ac4728cbad65"
uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
version = "0.11.31"
-[[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"]
-git-tree-sha1 = "0fac6313486baae819364c52b4f483450a9d793f"
-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"]
+git-tree-sha1 = "cb5a2ab6763464ae0f19c86c56c63d4a2b0f5bda"
+uuid = "36c8627f-9965-5494-a995-c6b170f724f3"
+version = "1.52.2+0"
[[deps.Parameters]]
deps = ["OrderedCollections", "UnPack"]
@@ -1687,18 +1479,6 @@ git-tree-sha1 = "47b49a4dbc23b76682205c646252c0f9e1eb75af"
uuid = "570af359-4316-4cb7-8c74-252c00c2016b"
version = "1.2.0"
-[[deps.PeriodicTable]]
-deps = ["Base64", "Unitful"]
-git-tree-sha1 = "238aa6298007565529f911b734e18addd56985e1"
-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"
-uuid = "fbb45041-c46e-462f-888f-7c521cafbc2c"
-version = "0.3.3"
-
[[deps.Pipe]]
git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
@@ -1706,9 +1486,9 @@ 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"]
@@ -1717,9 +1497,9 @@ 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"]
@@ -1728,10 +1508,10 @@ uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
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"
+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 = "1.40.2"
+version = "1.40.5"
[deps.Plots.extensions]
FileIOExt = "FileIO"
@@ -1783,18 +1563,14 @@ version = "0.4.2"
[[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"]
uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
-[[deps.Profile]]
-deps = ["Printf"]
-uuid = "9abbd945-dff8-562f-b5e8-e1ebf5ef1b79"
-
[[deps.ProgressLogging]]
deps = ["Logging", "SHA", "UUIDs"]
git-tree-sha1 = "80d919dee55b9c50e8d9e2da5eeafff3fe58b539"
@@ -1803,21 +1579,44 @@ version = "0.1.4"
[[deps.ProgressMeter]]
deps = ["Distributed", "Printf"]
-git-tree-sha1 = "763a8ceb07833dd51bb9e3bbca372de32c0605ad"
+git-tree-sha1 = "8f6bc219586aef8baf0ff9a5fe16ee9c70cb65e4"
uuid = "92933f4c-e287-5a05-a399-4b506db050ca"
-version = "1.10.0"
+version = "1.10.2"
+
+[[deps.PtrArrays]]
+git-tree-sha1 = "f011fbb92c4d401059b2212c05c0601b70f8b759"
+uuid = "43287f4e-b6f4-7ad1-bb20-aadabca52c3d"
+version = "1.2.0"
[[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 = "37b7bb7aabf9a085e0044307e1717436117f2b3b"
+git-tree-sha1 = "492601870742dcd38f233b23c3ec629628c1d724"
uuid = "c0090381-4147-56d7-9ebc-da0b1113ec56"
-version = "6.5.3+1"
+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.QuadGK]]
deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "9b23c31e76e333e6fb4c1595ae6afa74966a729e"
+git-tree-sha1 = "e237232771fdafbae3db5c31275303e056afaa9f"
uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.9.4"
+version = "2.10.1"
[[deps.REPL]]
deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
@@ -1827,18 +1626,6 @@ 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.RealDot]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "9f0a1b71baaf7650f4fa8a1d168c7fb6ee41f0c9"
@@ -1862,6 +1649,12 @@ git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
uuid = "189a3867-3050-52da-a836-e630ba90ab69"
version = "1.2.2"
+[[deps.Referenceables]]
+deps = ["Adapt"]
+git-tree-sha1 = "02d31ad62838181c1a3a5fd23a1ce5914a643601"
+uuid = "42d2dcc6-99eb-4e98-b66c-637b7d73030e"
+version = "0.1.3"
+
[[deps.RegistryInstances]]
deps = ["LazilyInitializedFields", "Pkg", "TOML", "Tar"]
git-tree-sha1 = "ffd19052caf598b8653b99404058fce14828be51"
@@ -1874,6 +1667,12 @@ git-tree-sha1 = "ffdaf70d81cf6ff22c2b6e733c900c3321cab864"
uuid = "05181044-ff0b-4ac5-8273-598c1e38db00"
version = "1.0.1"
+[[deps.RequiredInterfaces]]
+deps = ["InteractiveUtils", "Logging", "Test"]
+git-tree-sha1 = "c3250333ea2894237ed015baf7d5fcb8a1ea3169"
+uuid = "97f35ef4-7bc5-4ec1-a41a-dcc69c7308c6"
+version = "0.1.6"
+
[[deps.Requires]]
deps = ["UUIDs"]
git-tree-sha1 = "838a3a4188e2ded87a4f9f184b4b0d78a1e91cb7"
@@ -1887,10 +1686,10 @@ 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 = "e60724fd3beea548353984dc61c943ecddb0e29a"
uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.4.0+0"
+version = "0.4.3+0"
[[deps.SHA]]
uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -1921,9 +1720,9 @@ 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"
@@ -1934,10 +1733,6 @@ git-tree-sha1 = "e2cc6d8c88613c05e1defb55170bf5ff211fbeac"
uuid = "efcf1570-3423-57d1-acb7-fd33fddbac46"
version = "1.1.1"
-[[deps.SharedArrays]]
-deps = ["Distributed", "Mmap", "Random", "Serialization"]
-uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383"
-
[[deps.ShowCases]]
git-tree-sha1 = "7f534ad62ab2bd48591bdeac81994ea8c445e4a5"
uuid = "605ecd9f-84a6-4c9e-81e2-4798472b76a3"
@@ -1982,9 +1777,9 @@ 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]
@@ -1997,22 +1792,16 @@ 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"
-
-[[deps.StackViews]]
-deps = ["OffsetArrays"]
-git-tree-sha1 = "46e589465204cd0c08b4bd97385e4fa79a0c770c"
-uuid = "cae243ae-269e-4f55-b966-ac2d0dc13c15"
-version = "0.1.1"
+version = "1.0.2"
[[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]
@@ -2020,15 +1809,35 @@ 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.StatisticalMeasures]]
+deps = ["CategoricalArrays", "CategoricalDistributions", "Distributions", "LearnAPI", "LinearAlgebra", "MacroTools", "OrderedCollections", "PrecompileTools", "ScientificTypesBase", "StatisticalMeasuresBase", "Statistics", "StatsBase"]
+git-tree-sha1 = "8b5a165b0ee2b361d692636bfb423b19abfd92b3"
+uuid = "a19d573c-0a75-4610-95b3-7071388c7541"
+version = "0.1.6"
+
+ [deps.StatisticalMeasures.extensions]
+ LossFunctionsExt = "LossFunctions"
+ ScientificTypesExt = "ScientificTypes"
+
+ [deps.StatisticalMeasures.weakdeps]
+ LossFunctions = "30fc2ffe-d236-52d8-8643-a9d8f7c094a7"
+ ScientificTypes = "321657f4-b219-11e9-178b-2701a2544e81"
+
+[[deps.StatisticalMeasuresBase]]
+deps = ["CategoricalArrays", "InteractiveUtils", "MLUtils", "MacroTools", "OrderedCollections", "PrecompileTools", "ScientificTypesBase", "Statistics"]
+git-tree-sha1 = "17dfb22e2e4ccc9cd59b487dce52883e0151b4d3"
+uuid = "c062fc1d-0d66-479b-b6ac-8b44719de4cc"
+version = "0.1.1"
[[deps.StatisticalTraits]]
deps = ["ScientificTypesBase"]
-git-tree-sha1 = "30b9236691858e13f167ce829490a68e1a597782"
+git-tree-sha1 = "542d979f6e756f13f862aa00b224f04f9e445f11"
uuid = "64bff920-2084-43da-a3e6-9bb72801c0c9"
-version = "3.2.0"
+version = "3.4.0"
[[deps.Statistics]]
deps = ["LinearAlgebra", "SparseArrays"]
@@ -2043,36 +1852,21 @@ 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"]
git-tree-sha1 = "cef0472124fab0695b58ca35a77c6fb942fdab8a"
uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
version = "1.3.1"
+weakdeps = ["ChainRulesCore", "InverseFunctions"]
[deps.StatsFuns.extensions]
StatsFunsChainRulesCoreExt = "ChainRulesCore"
StatsFunsInverseFunctionsExt = "InverseFunctions"
- [deps.StatsFuns.weakdeps]
- ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
- InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"
-
-[[deps.Strided]]
-deps = ["LinearAlgebra", "TupleTools"]
-git-tree-sha1 = "a7a664c91104329c88222aa20264e1a05b6ad138"
-uuid = "5e0ebb24-38b0-5f93-81fe-25c709ecae67"
-version = "1.2.3"
-
-[[deps.StringEncodings]]
-deps = ["Libiconv_jll"]
-git-tree-sha1 = "b765e46ba27ecf6b44faf70df40c57aa3a547dcb"
-uuid = "69024149-9ee7-55f6-a4c4-859efe599b68"
-version = "0.3.7"
-
[[deps.StringManipulation]]
deps = ["PrecompileTools"]
git-tree-sha1 = "a04cabe79c5f01f4d723cc6704070ada0b9d46d5"
@@ -2092,12 +1886,6 @@ weakdeps = ["Adapt", "GPUArraysCore", "SparseArrays", "StaticArrays"]
StructArraysSparseArraysExt = "SparseArrays"
StructArraysStaticArraysExt = "StaticArrays"
-[[deps.StructTypes]]
-deps = ["Dates", "UUIDs"]
-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"
@@ -2119,16 +1907,22 @@ 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.TaijaBase]]
+deps = ["CategoricalArrays", "Distributions", "Flux", "MLUtils", "Optimisers", "StatsBase", "Tables"]
+git-tree-sha1 = "1c80c4472c6ab6e8c9fa544a22d907295b388dd0"
+uuid = "10284c91-9f28-4c9a-abbf-ee43576dfff6"
+version = "1.2.2"
[[deps.TaijaPlotting]]
-deps = ["CategoricalArrays", "ConformalPrediction", "CounterfactualExplanations", "DataAPI", "Distributions", "Flux", "LaplaceRedux", "LinearAlgebra", "MLJBase", "MLUtils", "ManifoldLearning", "MultivariateStats", "NaturalSort", "NearestNeighborModels", "Plots"]
-git-tree-sha1 = "2ba360254852212c516fe354207ba20f8a36f62c"
+deps = ["CategoricalArrays", "ConformalPrediction", "CounterfactualExplanations", "DataAPI", "Distributions", "Flux", "LaplaceRedux", "LinearAlgebra", "MLJBase", "MLUtils", "MultivariateStats", "NaturalSort", "NearestNeighborModels", "Plots", "Trapz"]
+git-tree-sha1 = "2fc71041e1c215cf6ef3dc2d3b8419499c4b40ff"
uuid = "bd7198b4-c7d6-400c-9bab-9a24614b0240"
-version = "1.0.7"
+version = "1.2.0"
[[deps.Tar]]
deps = ["ArgTools", "SHA"]
@@ -2145,26 +1939,22 @@ 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.ThreadsX]]
+deps = ["Accessors", "ArgCheck", "BangBang", "ConstructionBase", "InitialValues", "MicroCollections", "Referenceables", "SplittablesBase", "Transducers"]
+git-tree-sha1 = "70bd8244f4834d46c3d68bd09e7792d8f571ef04"
+uuid = "ac1d9e8a-700a-412c-b207-f0111f4b6c0d"
+version = "0.1.12"
[[deps.TranscodingStreams]]
-git-tree-sha1 = "a09c933bebed12501890d8e92946bbab6a1690f1"
+git-tree-sha1 = "e84b3a11b9bece70d14cce63406bbc79ed3464d2"
uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.10.5"
-weakdeps = ["Random", "Test"]
-
- [deps.TranscodingStreams.extensions]
- TestExt = ["Test", "Random"]
+version = "0.11.2"
[[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"
@@ -2180,6 +1970,11 @@ version = "0.4.80"
OnlineStatsBase = "925886fa-5bf2-5e8e-b522-a9147a512338"
Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e"
+[[deps.Trapz]]
+git-tree-sha1 = "79eb0ed763084a3e7de81fe1838379ac6a23b6a0"
+uuid = "592b5752-818d-11e9-1e9a-2b8ca4a44cd1"
+version = "2.0.3"
+
[[deps.Tullio]]
deps = ["DiffRules", "LinearAlgebra", "Requires"]
git-tree-sha1 = "6d476962ba4e435d7f4101a403b1d3d72afe72f3"
@@ -2198,11 +1993,6 @@ version = "0.3.7"
FillArrays = "1a297f60-69ca-5386-bcde-b61e274b549b"
Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-[[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"
@@ -2228,29 +2018,20 @@ version = "0.4.1"
[[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"
-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"
@@ -2259,9 +2040,9 @@ version = "0.2.1"
[[deps.UnsafeAtomicsLLVM]]
deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+git-tree-sha1 = "4073c836c2befcb041e5fe306cb6abf621eb3140"
uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.3"
+version = "0.2.0"
[[deps.Unzip]]
git-tree-sha1 = "ca0969166a028236229f63514992fc073799bb78"
@@ -2286,46 +2067,35 @@ git-tree-sha1 = "93f43ab61b16ddfb2fd3bb13b3ce241cafb0e6c9"
uuid = "2381bf8a-dfd0-557d-9999-79630e7b1b91"
version = "1.31.0+0"
-[[deps.WeakRefStrings]]
-deps = ["DataAPI", "InlineStrings", "Parsers"]
-git-tree-sha1 = "b1be2855ed9ed8eac54e5caff2afcdb442d52c23"
-uuid = "ea10d353-3f73-51f8-a26c-33c1cb351aa5"
-version = "1.4.2"
-
-[[deps.WorkerUtilities]]
-git-tree-sha1 = "cd1659ba0d57b71a464a29e64dbc67cfe83d54e7"
-uuid = "76eceee3-57b5-4d4a-8e66-0e911cebbf60"
-version = "1.6.1"
-
[[deps.XML2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"]
-git-tree-sha1 = "07e470dabc5a6a4254ffebc29a1b3fc01464e105"
+git-tree-sha1 = "d9717ce3518dc68a99e6b96300813760d887a01d"
uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
-version = "2.12.5+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 = "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"]
-git-tree-sha1 = "e5becd4411063bdcac16be8b66fc2f9f6f1e8fe5"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "326b4fea307b0b39892b3e85fa451692eda8d46c"
uuid = "f67eecfb-183a-506d-b269-f58e52b52d7c"
-version = "1.0.10+1"
+version = "1.1.1+0"
[[deps.Xorg_libSM_jll]]
-deps = ["Libdl", "Pkg", "Xorg_libICE_jll"]
-git-tree-sha1 = "4a9d9e4c180e1e8119b5ffc224a7b59d3a7f7e18"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libICE_jll"]
+git-tree-sha1 = "3796722887072218eabafb494a13c963209754ce"
uuid = "c834827a-8449-5923-a945-d239c165b7dd"
-version = "1.2.3+0"
+version = "1.2.4+0"
[[deps.Xorg_libX11_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
@@ -2352,10 +2122,10 @@ uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
version = "1.1.4+0"
[[deps.Xorg_libXext_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "b7c0aa8c376b31e4852b360222848637f481f8c3"
+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"]
@@ -2382,10 +2152,10 @@ uuid = "ec84b674-ba8e-5d96-8ba1-2a689ba10484"
version = "1.5.2+4"
[[deps.Xorg_libXrender_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "19560f30fd49f4d4efbe7002a1037f8c43d43b96"
+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"]
@@ -2395,9 +2165,9 @@ version = "0.1.1+0"
[[deps.Xorg_libxcb_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
+git-tree-sha1 = "bcd466676fef0878338c61e655629fa7bbc69d8e"
uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.15.0+0"
+version = "1.17.0+0"
[[deps.Xorg_libxkbfile_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
@@ -2459,12 +2229,6 @@ git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
version = "1.5.0+0"
-[[deps.ZipFile]]
-deps = ["Libdl", "Printf", "Zlib_jll"]
-git-tree-sha1 = "f492b7fe1698e623024e873244f10d89c95c340a"
-uuid = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea"
-version = "0.10.1"
-
[[deps.Zlib_jll]]
deps = ["Libdl"]
uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
@@ -2472,15 +2236,15 @@ 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"]
-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"
@@ -2498,12 +2262,6 @@ git-tree-sha1 = "27798139afc0a2afa7b1824c206d5e87ea587a00"
uuid = "700de1a5-db45-46bc-99cf-38207098b444"
version = "0.2.5"
-[[deps.cuDNN]]
-deps = ["CEnum", "CUDA", "CUDA_Runtime_Discovery", "CUDNN_jll"]
-git-tree-sha1 = "d433ec29756895512190cac9c96666d879f07b92"
-uuid = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
-version = "1.3.0"
-
[[deps.eudev_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "gperf_jll"]
git-tree-sha1 = "431b678a28ebb559d224c0b6b6d01afce87c51ba"
@@ -2522,17 +2280,11 @@ git-tree-sha1 = "3516a5630f741c9eecb3720b1ec9d8edc3ecc033"
uuid = "1a1c6b14-54f6-533d-8383-74cd7377aa70"
version = "3.1.1+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"]
@@ -2545,18 +2297,18 @@ deps = ["Artifacts", "Libdl"]
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
version = "5.8.0+1"
+[[deps.libdecor_jll]]
+deps = ["Artifacts", "Dbus_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "Pango_jll", "Wayland_jll", "xkbcommon_jll"]
+git-tree-sha1 = "9bf7903af251d2050b467f76bdbe57ce541f7f4f"
+uuid = "1183f4f0-6f2a-5f1a-908b-139f9cdfea6f"
+version = "0.2.2+0"
+
[[deps.libevdev_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "141fe65dc3efabb0b1d5ba74e91f6ad26f84cc22"
uuid = "2db6ffa8-e38f-5e21-84af-90c45d0032cc"
version = "1.11.0+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"
-
[[deps.libfdk_aac_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
@@ -2577,9 +2329,9 @@ version = "1.6.43+1"
[[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.mtdev_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2597,12 +2349,6 @@ deps = ["Artifacts", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
version = "17.4.0+2"
-[[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"
-
[[deps.x264_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2"
diff --git a/test/Project.toml b/test/Project.toml
index 9e9752f..69483db 100755
--- a/test/Project.toml
+++ b/test/Project.toml
@@ -16,4 +16,18 @@ TaijaPlotting = "bd7198b4-c7d6-400c-9bab-9a24614b0240"
Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
[compat]
-Aqua = "0.8"
\ No newline at end of file
+Aqua = "0.8"
+CompatHelperLocal = "0.1.26"
+DecisionTree = "0.12.4"
+Documenter = "1.5.0"
+EvoTrees = "0.16.7"
+LightGBM = "0.7.2"
+MLJ = "0.20.7"
+MLJDecisionTreeInterface = "0.4.2"
+MLJFlux = "0.2.10, 0.3, 0.4, 0.5"
+MLJLinearModels = "0.10.0"
+MLJModelInterface = "1.11.0"
+NearestNeighborModels = "0.2.3"
+Plots = "1.40.5"
+TaijaPlotting = "1.2.0"
+julia = "1.10"
\ No newline at end of file