diff --git a/tutorials/00-introduction/Manifest.toml b/tutorials/00-introduction/Manifest.toml
index 873eef2d8..9a5562f34 100644
--- a/tutorials/00-introduction/Manifest.toml
+++ b/tutorials/00-introduction/Manifest.toml
@@ -2,9 +2,9 @@
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -75,9 +75,9 @@ version = "3.5.0+3"
 
 [[ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "d3f758863a47ceef2248d136657cb9c033603641"
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.8"
+version = "7.4.11"
 
 [[ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
@@ -162,9 +162,9 @@ version = "0.5.1"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.51.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
@@ -173,16 +173,16 @@ uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
 
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "7ebbd653f74504447f1c33b91cd706a69a1b189f"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.4"
+version = "0.15.3"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -232,9 +232,9 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -280,21 +280,15 @@ version = "1.15.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
 uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
 version = "1.0.0"
 
-[[DataValues]]
-deps = ["DataValueInterfaces", "Dates"]
-git-tree-sha1 = "d88a19299eba280a6d062e135a43f00323ae70bf"
-uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5"
-version = "0.4.13"
-
 [[Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
@@ -338,9 +332,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.95"
+version = "0.25.98"
 
 [[DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
@@ -381,11 +375,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -406,9 +406,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.7.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -447,10 +447,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -527,10 +527,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.9.6"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -540,9 +540,9 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -585,9 +585,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -635,9 +635,9 @@ version = "2.1.91+0"
 
 [[KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.6"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -659,15 +659,15 @@ version = "3.0.0+1"
 
 [[LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "5.2.0"
+version = "6.1.0"
 
 [[LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217"
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.22+0"
+version = "0.0.23+0"
 
 [[LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -819,9 +819,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -878,10 +878,10 @@ uuid = "a63ad114-7e13-5084-954f-fe012c677804"
 uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
 [[MultivariateStats]]
-deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "6d019f5a0465522bbfdd68ecfad7f86b535d6935"
+deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
+git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
 uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.9.0"
+version = "0.10.2"
 
 [[NNlib]]
 deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
@@ -890,9 +890,10 @@ uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
 version = "0.8.21"
 
 [[NaNMath]]
-git-tree-sha1 = "b086b7ea07f8e38cf122f5016af580881ac914fe"
+deps = ["OpenLibm_jll"]
+git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "0.3.7"
+version = "1.0.2"
 
 [[NamedArrays]]
 deps = ["Combinatorics", "DataStructures", "DelimitedFiles", "InvertedIndices", "LinearAlgebra", "Random", "Requires", "SparseArrays", "Statistics"]
@@ -921,9 +922,9 @@ version = "0.5.4"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -957,6 +958,12 @@ git-tree-sha1 = "13652491f6856acfd2db29360e1bbcd4565d04f1"
 uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
 version = "0.5.5+0"
 
+[[Optimisers]]
+deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
+git-tree-sha1 = "e5a1825d3d53aa4ad4fb42bd4927011ad4a78c3d"
+uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
+version = "0.2.15"
+
 [[Opus_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
 git-tree-sha1 = "51a08fb14ec28da2ec7a927c4337e4332c2a4720"
@@ -980,9 +987,9 @@ version = "0.11.17"
 
 [[Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.0"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -1218,9 +1225,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1230,9 +1237,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.26"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1268,10 +1275,10 @@ uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
 version = "1.3.0"
 
 [[StatsPlots]]
-deps = ["AbstractFFTs", "Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "2b35ba790f1f823872dcf378a6d3c3b520092eac"
+deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
+git-tree-sha1 = "14ef622cf28b05e38f8af1de57bc9142b03fbfe3"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.15.1"
+version = "0.15.5"
 
 [[StringManipulation]]
 git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123"
@@ -1331,10 +1338,10 @@ deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
 uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[Tracker]]
-deps = ["Adapt", "DiffRules", "ForwardDiff", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "0874c1b5de1b5529b776cfeca3ec0acfada97b1b"
+deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.20"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -1344,9 +1351,9 @@ version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.77"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1378,10 +1385,10 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
 [[Unitful]]
-deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "ba4aa36b2d5c98d6ed1f149da916b3ba46527b2b"
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.14.0"
+version = "1.15.0"
 
 [[UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
@@ -1396,9 +1403,9 @@ version = "0.2.1"
 
 [[UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.2"
+version = "0.1.3"
 
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
@@ -1442,16 +1449,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1460,10 +1467,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1502,22 +1509,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1550,22 +1557,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
diff --git a/tutorials/01-gaussian-mixture-model/Manifest.toml b/tutorials/01-gaussian-mixture-model/Manifest.toml
index d5b0eee35..97a5d0f0a 100644
--- a/tutorials/01-gaussian-mixture-model/Manifest.toml
+++ b/tutorials/01-gaussian-mixture-model/Manifest.toml
@@ -1,15 +1,15 @@
 # This file is machine-generated - editing it directly is not advised
 
 [[ADTypes]]
-git-tree-sha1 = "dcfdf328328f2645531c4ddebf841228aef74130"
+git-tree-sha1 = "e58c18d2312749847a74f5be80bb0fa53da102bd"
 uuid = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
-version = "0.1.3"
+version = "0.1.5"
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -80,9 +80,9 @@ version = "3.5.0+3"
 
 [[ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "d3f758863a47ceef2248d136657cb9c033603641"
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.8"
+version = "7.4.11"
 
 [[Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
@@ -155,9 +155,9 @@ version = "0.5.1"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.51.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
@@ -166,16 +166,16 @@ uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
 
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "a6e6ce44a1e0a781772fc795fb7343b1925e9898"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.15.2"
+version = "0.15.3"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -225,9 +225,9 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -273,9 +273,9 @@ version = "1.15.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -314,10 +314,10 @@ uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
 version = "1.15.1"
 
 [[Distances]]
-deps = ["LinearAlgebra", "Statistics"]
-git-tree-sha1 = "a5b88815e6984e9f3256b6ca0dc63109b16a506f"
+deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
+git-tree-sha1 = "49eba9ad9f7ead780bfb7ee319f962c811c6d3b2"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.9.2"
+version = "0.10.8"
 
 [[Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
@@ -325,9 +325,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.95"
+version = "0.25.98"
 
 [[DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
@@ -368,11 +368,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -393,9 +399,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.7.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -405,9 +411,9 @@ version = "3.3.10+0"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "e17cc4dc2d0b0b568e80d937de8ed8341822de67"
+git-tree-sha1 = "2250347838b28a108d1967663cba57bfb3c02a58"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.2.0"
+version = "1.3.0"
 
 [[FixedPointNumbers]]
 deps = ["Statistics"]
@@ -434,10 +440,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -514,10 +520,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.9.6"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -527,9 +533,9 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -572,9 +578,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -622,9 +628,9 @@ version = "2.1.91+0"
 
 [[KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.6"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -646,15 +652,15 @@ version = "3.0.0+1"
 
 [[LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "5.2.0"
+version = "6.1.0"
 
 [[LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217"
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.22+0"
+version = "0.0.23+0"
 
 [[LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -812,9 +818,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -915,9 +921,9 @@ version = "0.5.4"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -980,9 +986,9 @@ version = "0.11.17"
 
 [[Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.0"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -1158,9 +1164,9 @@ version = "1.93.0"
 
 [[SciMLOperators]]
 deps = ["ArrayInterface", "DocStringExtensions", "Lazy", "LinearAlgebra", "Setfield", "SparseArrays", "StaticArraysCore", "Tricks"]
-git-tree-sha1 = "660322732becf934bf818792f9740984b375d300"
+git-tree-sha1 = "b1fe33c9984c6789b58419e62e7a2b92f9aa813e"
 uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961"
-version = "0.3.1"
+version = "0.3.3"
 
 [[ScientificTypesBase]]
 git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
@@ -1218,9 +1224,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1230,9 +1236,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.26"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1338,9 +1344,9 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "8b552cc0a4132c1ce5cee14197bb57d2109d480f"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.25"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -1350,9 +1356,9 @@ version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.77"
 
 [[Tricks]]
 git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
@@ -1361,9 +1367,9 @@ version = "0.1.7"
 
 [[TruncatedStacktraces]]
 deps = ["InteractiveUtils", "MacroTools", "Preferences"]
-git-tree-sha1 = "7bc1632a4eafbe9bd94cf1a784a9a4eb5e040a91"
+git-tree-sha1 = "ea3e54c2bdde39062abf5a9758a23735558705e1"
 uuid = "781d530d-4396-4725-bb49-402e4bee1e77"
-version = "1.3.0"
+version = "1.4.0"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1395,10 +1401,10 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
 [[Unitful]]
-deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "ba4aa36b2d5c98d6ed1f149da916b3ba46527b2b"
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.14.0"
+version = "1.15.0"
 
 [[UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
@@ -1413,9 +1419,9 @@ version = "0.2.1"
 
 [[UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.2"
+version = "0.1.3"
 
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
@@ -1459,16 +1465,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1477,10 +1483,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1519,22 +1525,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1567,22 +1573,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
diff --git a/tutorials/02-logistic-regression/Manifest.toml b/tutorials/02-logistic-regression/Manifest.toml
index d1c143ec9..77f2cd6d6 100644
--- a/tutorials/02-logistic-regression/Manifest.toml
+++ b/tutorials/02-logistic-regression/Manifest.toml
@@ -2,9 +2,9 @@
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -75,9 +75,9 @@ version = "3.5.0+3"
 
 [[ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "d3f758863a47ceef2248d136657cb9c033603641"
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.8"
+version = "7.4.11"
 
 [[ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
@@ -174,9 +174,9 @@ version = "0.10.8"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.51.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
@@ -185,16 +185,16 @@ uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
 
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "a6e6ce44a1e0a781772fc795fb7343b1925e9898"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.15.2"
+version = "0.15.3"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -244,9 +244,9 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -298,9 +298,9 @@ version = "1.5.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -350,9 +350,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.95"
+version = "0.25.98"
 
 [[DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
@@ -393,11 +393,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -418,9 +424,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.7.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -471,10 +477,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -557,10 +563,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.9.6"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -570,9 +576,9 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -621,9 +627,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -671,9 +677,9 @@ version = "2.1.91+0"
 
 [[KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.6"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -695,15 +701,15 @@ version = "3.0.0+1"
 
 [[LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "5.2.0"
+version = "6.1.0"
 
 [[LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217"
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.22+0"
+version = "0.0.23+0"
 
 [[LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -861,9 +867,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLDataPattern]]
 deps = ["LearnBase", "MLLabelUtils", "Random", "SparseArrays", "StatsBase"]
@@ -988,9 +994,9 @@ version = "0.5.4"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1053,9 +1059,9 @@ version = "0.11.17"
 
 [[Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.0"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -1314,9 +1320,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1326,9 +1332,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.26"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1440,9 +1446,9 @@ version = "1.10.0"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "8b552cc0a4132c1ce5cee14197bb57d2109d480f"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.25"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -1452,9 +1458,9 @@ version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.77"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1486,10 +1492,10 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
 [[Unitful]]
-deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "ba4aa36b2d5c98d6ed1f149da916b3ba46527b2b"
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.14.0"
+version = "1.15.0"
 
 [[UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
@@ -1504,9 +1510,9 @@ version = "0.2.1"
 
 [[UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.2"
+version = "0.1.3"
 
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
@@ -1561,16 +1567,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1579,10 +1585,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1621,22 +1627,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1669,22 +1675,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
diff --git a/tutorials/03-bayesian-neural-network/Manifest.toml b/tutorials/03-bayesian-neural-network/Manifest.toml
index 303dc0b6e..b9e8cc6c1 100644
--- a/tutorials/03-bayesian-neural-network/Manifest.toml
+++ b/tutorials/03-bayesian-neural-network/Manifest.toml
@@ -1,15 +1,15 @@
 # This file is machine-generated - editing it directly is not advised
 
 [[ADTypes]]
-git-tree-sha1 = "dcfdf328328f2645531c4ddebf841228aef74130"
+git-tree-sha1 = "e58c18d2312749847a74f5be80bb0fa53da102bd"
 uuid = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
-version = "0.1.3"
+version = "0.1.5"
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -68,9 +68,9 @@ uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
 
 [[ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "d3f758863a47ceef2248d136657cb9c033603641"
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.8"
+version = "7.4.11"
 
 [[Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
@@ -136,10 +136,10 @@ uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
 version = "0.4.2"
 
 [[CUDA]]
-deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "442d989978ed3ff4e174c928ee879dc09d1ef693"
+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 = "35160ef0f03b14768abfd68b830f8e3940e8e0dc"
 uuid = "052768ef-5323-5732-b1bb-66c8b64840ba"
-version = "4.3.2"
+version = "4.4.0"
 
 [[CUDA_Driver_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
@@ -161,9 +161,9 @@ version = "0.6.0+0"
 
 [[CUDNN_jll]]
 deps = ["Artifacts", "CUDA_Runtime_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "2918fbffb50e3b7a0b9127617587afa76d4276e8"
+git-tree-sha1 = "c30b29597102341a1ea4c2175c4acae9ae522c9d"
 uuid = "62b44479-cb7b-5706-934f-f13b2eb2e645"
-version = "8.8.1+0"
+version = "8.9.2+0"
 
 [[Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
@@ -179,9 +179,9 @@ version = "0.5.1"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.51.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
@@ -190,10 +190,10 @@ uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -243,9 +243,9 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -297,9 +297,9 @@ version = "1.15.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -343,9 +343,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.95"
+version = "0.25.98"
 
 [[DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
@@ -386,11 +386,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -411,9 +417,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.7.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -435,9 +441,9 @@ version = "0.1.1"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "e17cc4dc2d0b0b568e80d937de8ed8341822de67"
+git-tree-sha1 = "2250347838b28a108d1967663cba57bfb3c02a58"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.2.0"
+version = "1.3.0"
 
 [[FixedPointNumbers]]
 deps = ["Statistics"]
@@ -447,9 +453,9 @@ version = "0.8.4"
 
 [[Flux]]
 deps = ["Adapt", "CUDA", "ChainRulesCore", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NNlibCUDA", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote", "cuDNN"]
-git-tree-sha1 = "64005071944bae14fc145661f617eb68b339189c"
+git-tree-sha1 = "3e2c3704c2173ab4b1935362384ca878b53d4c34"
 uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c"
-version = "0.13.16"
+version = "0.13.17"
 
 [[Fontconfig_jll]]
 deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Pkg", "Zlib_jll"]
@@ -470,10 +476,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -510,9 +516,9 @@ version = "3.3.8+0"
 
 [[GPUArrays]]
 deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"]
-git-tree-sha1 = "a3351bc577a6b49297248aadc23a4add1097c2ac"
+git-tree-sha1 = "2e57b4a4f9cc15e85a24d603256fe08e527f48d1"
 uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
-version = "8.7.1"
+version = "8.8.1"
 
 [[GPUArraysCore]]
 deps = ["Adapt"]
@@ -522,9 +528,9 @@ version = "0.1.5"
 
 [[GPUCompiler]]
 deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "Scratch", "TimerOutputs", "UUIDs"]
-git-tree-sha1 = "cb090aea21c6ca78d59672a7e7d13bd56d09de64"
+git-tree-sha1 = "d60b5fe7333b5fa41a0378ead6614f1ab51cf6d0"
 uuid = "61eb1bfa-7361-4325-ad38-22787b887f55"
-version = "0.20.3"
+version = "0.21.3"
 
 [[GR]]
 deps = ["Artifacts", "Base64", "DelimitedFiles", "Downloads", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Preferences", "Printf", "Random", "Serialization", "Sockets", "TOML", "Tar", "Test", "UUIDs", "p7zip_jll"]
@@ -562,10 +568,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.9.6"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -575,9 +581,9 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -620,9 +626,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -676,9 +682,9 @@ version = "0.2.4"
 
 [[KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.6"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -700,15 +706,15 @@ version = "3.0.0+1"
 
 [[LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "5.2.0"
+version = "6.1.0"
 
 [[LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217"
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.22+0"
+version = "0.0.23+0"
 
 [[LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -866,9 +872,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -975,9 +981,9 @@ uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1042,9 +1048,9 @@ version = "0.11.17"
 
 [[Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.0"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -1243,9 +1249,9 @@ version = "1.93.0"
 
 [[SciMLOperators]]
 deps = ["ArrayInterface", "DocStringExtensions", "Lazy", "LinearAlgebra", "Setfield", "SparseArrays", "StaticArraysCore", "Tricks"]
-git-tree-sha1 = "660322732becf934bf818792f9740984b375d300"
+git-tree-sha1 = "b1fe33c9984c6789b58419e62e7a2b92f9aa813e"
 uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961"
-version = "0.3.1"
+version = "0.3.3"
 
 [[ScientificTypesBase]]
 git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
@@ -1308,9 +1314,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1320,9 +1326,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.26"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1422,9 +1428,9 @@ version = "0.5.23"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "8b552cc0a4132c1ce5cee14197bb57d2109d480f"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.25"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -1434,9 +1440,9 @@ version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.77"
 
 [[Tricks]]
 git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
@@ -1445,9 +1451,9 @@ version = "0.1.7"
 
 [[TruncatedStacktraces]]
 deps = ["InteractiveUtils", "MacroTools", "Preferences"]
-git-tree-sha1 = "7bc1632a4eafbe9bd94cf1a784a9a4eb5e040a91"
+git-tree-sha1 = "ea3e54c2bdde39062abf5a9758a23735558705e1"
 uuid = "781d530d-4396-4725-bb49-402e4bee1e77"
-version = "1.3.0"
+version = "1.4.0"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1479,10 +1485,10 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
 [[Unitful]]
-deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "ba4aa36b2d5c98d6ed1f149da916b3ba46527b2b"
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.14.0"
+version = "1.15.0"
 
 [[UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
@@ -1497,9 +1503,9 @@ version = "0.2.1"
 
 [[UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.2"
+version = "0.1.3"
 
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
@@ -1537,16 +1543,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1555,10 +1561,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1597,22 +1603,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1645,22 +1651,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
@@ -1686,9 +1692,9 @@ version = "0.2.3"
 
 [[cuDNN]]
 deps = ["CEnum", "CUDA", "CUDNN_jll"]
-git-tree-sha1 = "f65490d187861d6222cb38bcbbff3fd949a7ec3e"
+git-tree-sha1 = "ee79f97d07bf875231559f9b3f2649f34fac140b"
 uuid = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
-version = "1.0.4"
+version = "1.1.0"
 
 [[fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
diff --git a/tutorials/04-hidden-markov-model/Manifest.toml b/tutorials/04-hidden-markov-model/Manifest.toml
index ae727e5c1..9a5562f34 100644
--- a/tutorials/04-hidden-markov-model/Manifest.toml
+++ b/tutorials/04-hidden-markov-model/Manifest.toml
@@ -2,9 +2,9 @@
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -75,9 +75,9 @@ version = "3.5.0+3"
 
 [[ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "d3f758863a47ceef2248d136657cb9c033603641"
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.8"
+version = "7.4.11"
 
 [[ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
@@ -162,9 +162,9 @@ version = "0.5.1"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.51.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
@@ -173,16 +173,16 @@ uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
 
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "a6e6ce44a1e0a781772fc795fb7343b1925e9898"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.15.2"
+version = "0.15.3"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -232,9 +232,9 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -280,9 +280,9 @@ version = "1.15.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -332,9 +332,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.95"
+version = "0.25.98"
 
 [[DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
@@ -375,11 +375,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -400,9 +406,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.7.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -441,10 +447,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -521,10 +527,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.9.6"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -534,9 +540,9 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -579,9 +585,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -629,9 +635,9 @@ version = "2.1.91+0"
 
 [[KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.6"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -653,15 +659,15 @@ version = "3.0.0+1"
 
 [[LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "5.2.0"
+version = "6.1.0"
 
 [[LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217"
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.22+0"
+version = "0.0.23+0"
 
 [[LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -813,9 +819,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -916,9 +922,9 @@ version = "0.5.4"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -981,9 +987,9 @@ version = "0.11.17"
 
 [[Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.0"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -1219,9 +1225,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1231,9 +1237,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.26"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1333,9 +1339,9 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "8b552cc0a4132c1ce5cee14197bb57d2109d480f"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.25"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -1345,9 +1351,9 @@ version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.77"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1379,10 +1385,10 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
 [[Unitful]]
-deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "ba4aa36b2d5c98d6ed1f149da916b3ba46527b2b"
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.14.0"
+version = "1.15.0"
 
 [[UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
@@ -1397,9 +1403,9 @@ version = "0.2.1"
 
 [[UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.2"
+version = "0.1.3"
 
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
@@ -1443,16 +1449,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1461,10 +1467,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1503,22 +1509,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1551,22 +1557,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
diff --git a/tutorials/05-linear-regression/Manifest.toml b/tutorials/05-linear-regression/Manifest.toml
index c2d7c3096..7a96dcc2b 100644
--- a/tutorials/05-linear-regression/Manifest.toml
+++ b/tutorials/05-linear-regression/Manifest.toml
@@ -1,15 +1,15 @@
 # This file is machine-generated - editing it directly is not advised
 
 [[ADTypes]]
-git-tree-sha1 = "dcfdf328328f2645531c4ddebf841228aef74130"
+git-tree-sha1 = "e58c18d2312749847a74f5be80bb0fa53da102bd"
 uuid = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
-version = "0.1.3"
+version = "0.1.5"
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -80,9 +80,9 @@ version = "3.5.0+3"
 
 [[ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "d3f758863a47ceef2248d136657cb9c033603641"
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.8"
+version = "7.4.11"
 
 [[Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
@@ -167,9 +167,9 @@ version = "0.10.8"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.51.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
@@ -178,16 +178,16 @@ uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
 
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "a6e6ce44a1e0a781772fc795fb7343b1925e9898"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.15.2"
+version = "0.15.3"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -237,9 +237,9 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -297,9 +297,9 @@ version = "1.5.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -349,9 +349,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.95"
+version = "0.25.98"
 
 [[DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
@@ -392,11 +392,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -417,9 +423,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.7.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -453,9 +459,9 @@ version = "0.9.20"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "e17cc4dc2d0b0b568e80d937de8ed8341822de67"
+git-tree-sha1 = "2250347838b28a108d1967663cba57bfb3c02a58"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.2.0"
+version = "1.3.0"
 
 [[FixedPointNumbers]]
 deps = ["Statistics"]
@@ -482,10 +488,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -568,10 +574,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.9.6"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -581,9 +587,9 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -632,9 +638,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -688,9 +694,9 @@ version = "0.2.4"
 
 [[KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.6"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -712,15 +718,15 @@ version = "3.0.0+1"
 
 [[LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "5.2.0"
+version = "6.1.0"
 
 [[LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217"
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.22+0"
+version = "0.0.23+0"
 
 [[LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -878,9 +884,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -1004,9 +1010,9 @@ version = "0.5.4"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1069,9 +1075,9 @@ version = "0.11.17"
 
 [[Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.0"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -1270,9 +1276,9 @@ version = "1.93.0"
 
 [[SciMLOperators]]
 deps = ["ArrayInterface", "DocStringExtensions", "Lazy", "LinearAlgebra", "Setfield", "SparseArrays", "StaticArraysCore", "Tricks"]
-git-tree-sha1 = "660322732becf934bf818792f9740984b375d300"
+git-tree-sha1 = "b1fe33c9984c6789b58419e62e7a2b92f9aa813e"
 uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961"
-version = "0.3.1"
+version = "0.3.3"
 
 [[ScientificTypesBase]]
 git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
@@ -1352,9 +1358,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1364,9 +1370,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.26"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1484,9 +1490,9 @@ version = "1.10.0"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "8b552cc0a4132c1ce5cee14197bb57d2109d480f"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.25"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -1496,9 +1502,9 @@ version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.77"
 
 [[Tricks]]
 git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
@@ -1507,9 +1513,9 @@ version = "0.1.7"
 
 [[TruncatedStacktraces]]
 deps = ["InteractiveUtils", "MacroTools", "Preferences"]
-git-tree-sha1 = "7bc1632a4eafbe9bd94cf1a784a9a4eb5e040a91"
+git-tree-sha1 = "ea3e54c2bdde39062abf5a9758a23735558705e1"
 uuid = "781d530d-4396-4725-bb49-402e4bee1e77"
-version = "1.3.0"
+version = "1.4.0"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1541,10 +1547,10 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
 [[Unitful]]
-deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "ba4aa36b2d5c98d6ed1f149da916b3ba46527b2b"
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.14.0"
+version = "1.15.0"
 
 [[UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
@@ -1559,9 +1565,9 @@ version = "0.2.1"
 
 [[UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.2"
+version = "0.1.3"
 
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
@@ -1616,16 +1622,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1634,10 +1640,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1676,22 +1682,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1724,22 +1730,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
diff --git a/tutorials/06-infinite-mixture-model/Manifest.toml b/tutorials/06-infinite-mixture-model/Manifest.toml
index 65cfad796..7e31289ac 100644
--- a/tutorials/06-infinite-mixture-model/Manifest.toml
+++ b/tutorials/06-infinite-mixture-model/Manifest.toml
@@ -2,9 +2,9 @@
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -63,9 +63,9 @@ uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
 
 [[ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "d3f758863a47ceef2248d136657cb9c033603641"
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.8"
+version = "7.4.11"
 
 [[ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
@@ -150,9 +150,9 @@ version = "0.5.1"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.51.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
@@ -161,10 +161,10 @@ uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -214,9 +214,9 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -262,9 +262,9 @@ version = "1.15.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -308,9 +308,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.95"
+version = "0.25.98"
 
 [[DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
@@ -351,11 +351,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -376,9 +382,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.7.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -417,10 +423,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -497,10 +503,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.9.6"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -510,9 +516,9 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -555,9 +561,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -605,9 +611,9 @@ version = "2.1.91+0"
 
 [[KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.6"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -629,15 +635,15 @@ version = "3.0.0+1"
 
 [[LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "5.2.0"
+version = "6.1.0"
 
 [[LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217"
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.22+0"
+version = "0.0.23+0"
 
 [[LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -789,9 +795,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -875,9 +881,9 @@ uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -936,9 +942,9 @@ version = "0.11.17"
 
 [[Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.0"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -1168,9 +1174,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1180,9 +1186,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.26"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1270,9 +1276,9 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "8b552cc0a4132c1ce5cee14197bb57d2109d480f"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.25"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -1282,9 +1288,9 @@ version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.77"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1316,10 +1322,10 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
 [[Unitful]]
-deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "ba4aa36b2d5c98d6ed1f149da916b3ba46527b2b"
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.14.0"
+version = "1.15.0"
 
 [[UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
@@ -1334,9 +1340,9 @@ version = "0.2.1"
 
 [[UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.2"
+version = "0.1.3"
 
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
@@ -1374,16 +1380,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1392,10 +1398,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1434,22 +1440,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1482,22 +1488,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
diff --git a/tutorials/07-poisson-regression/Manifest.toml b/tutorials/07-poisson-regression/Manifest.toml
index d1c143ec9..77f2cd6d6 100644
--- a/tutorials/07-poisson-regression/Manifest.toml
+++ b/tutorials/07-poisson-regression/Manifest.toml
@@ -2,9 +2,9 @@
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -75,9 +75,9 @@ version = "3.5.0+3"
 
 [[ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "d3f758863a47ceef2248d136657cb9c033603641"
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.8"
+version = "7.4.11"
 
 [[ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
@@ -174,9 +174,9 @@ version = "0.10.8"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.51.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
@@ -185,16 +185,16 @@ uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
 
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "a6e6ce44a1e0a781772fc795fb7343b1925e9898"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.15.2"
+version = "0.15.3"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -244,9 +244,9 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -298,9 +298,9 @@ version = "1.5.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -350,9 +350,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.95"
+version = "0.25.98"
 
 [[DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
@@ -393,11 +393,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -418,9 +424,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.7.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -471,10 +477,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -557,10 +563,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.9.6"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -570,9 +576,9 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -621,9 +627,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -671,9 +677,9 @@ version = "2.1.91+0"
 
 [[KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.6"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -695,15 +701,15 @@ version = "3.0.0+1"
 
 [[LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "5.2.0"
+version = "6.1.0"
 
 [[LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217"
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.22+0"
+version = "0.0.23+0"
 
 [[LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -861,9 +867,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLDataPattern]]
 deps = ["LearnBase", "MLLabelUtils", "Random", "SparseArrays", "StatsBase"]
@@ -988,9 +994,9 @@ version = "0.5.4"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1053,9 +1059,9 @@ version = "0.11.17"
 
 [[Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.0"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -1314,9 +1320,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1326,9 +1332,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.26"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1440,9 +1446,9 @@ version = "1.10.0"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "8b552cc0a4132c1ce5cee14197bb57d2109d480f"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.25"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -1452,9 +1458,9 @@ version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.77"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1486,10 +1492,10 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
 [[Unitful]]
-deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "ba4aa36b2d5c98d6ed1f149da916b3ba46527b2b"
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.14.0"
+version = "1.15.0"
 
 [[UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
@@ -1504,9 +1510,9 @@ version = "0.2.1"
 
 [[UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.2"
+version = "0.1.3"
 
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
@@ -1561,16 +1567,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1579,10 +1585,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1621,22 +1627,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1669,22 +1675,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
diff --git a/tutorials/08-multinomial-logistic-regression/Manifest.toml b/tutorials/08-multinomial-logistic-regression/Manifest.toml
index 3e6be26b4..fc3ec491b 100644
--- a/tutorials/08-multinomial-logistic-regression/Manifest.toml
+++ b/tutorials/08-multinomial-logistic-regression/Manifest.toml
@@ -1,15 +1,15 @@
 # This file is machine-generated - editing it directly is not advised
 
 [[ADTypes]]
-git-tree-sha1 = "dcfdf328328f2645531c4ddebf841228aef74130"
+git-tree-sha1 = "e58c18d2312749847a74f5be80bb0fa53da102bd"
 uuid = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
-version = "0.1.3"
+version = "0.1.5"
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -80,9 +80,9 @@ version = "3.5.0+3"
 
 [[ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "d3f758863a47ceef2248d136657cb9c033603641"
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.8"
+version = "7.4.11"
 
 [[Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
@@ -167,9 +167,9 @@ version = "0.10.8"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.51.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
@@ -178,16 +178,16 @@ uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
 
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "a6e6ce44a1e0a781772fc795fb7343b1925e9898"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.15.2"
+version = "0.15.3"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -237,9 +237,9 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -291,9 +291,9 @@ version = "1.5.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -343,9 +343,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.95"
+version = "0.25.98"
 
 [[DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
@@ -386,11 +386,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -411,9 +417,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.7.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -435,9 +441,9 @@ version = "0.9.20"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "e17cc4dc2d0b0b568e80d937de8ed8341822de67"
+git-tree-sha1 = "2250347838b28a108d1967663cba57bfb3c02a58"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.2.0"
+version = "1.3.0"
 
 [[FixedPointNumbers]]
 deps = ["Statistics"]
@@ -464,10 +470,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -544,10 +550,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.9.6"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -563,9 +569,9 @@ version = "0.5.2"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -614,9 +620,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -664,9 +670,9 @@ version = "2.1.91+0"
 
 [[KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.6"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -688,15 +694,15 @@ version = "3.0.0+1"
 
 [[LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "5.2.0"
+version = "6.1.0"
 
 [[LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217"
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.22+0"
+version = "0.0.23+0"
 
 [[LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -860,9 +866,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLDataPattern]]
 deps = ["LearnBase", "MLLabelUtils", "Random", "SparseArrays", "StatsBase"]
@@ -993,9 +999,9 @@ version = "0.5.4"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1058,9 +1064,9 @@ version = "0.11.17"
 
 [[Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.0"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -1254,9 +1260,9 @@ version = "1.93.0"
 
 [[SciMLOperators]]
 deps = ["ArrayInterface", "DocStringExtensions", "Lazy", "LinearAlgebra", "Setfield", "SparseArrays", "StaticArraysCore", "Tricks"]
-git-tree-sha1 = "660322732becf934bf818792f9740984b375d300"
+git-tree-sha1 = "b1fe33c9984c6789b58419e62e7a2b92f9aa813e"
 uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961"
-version = "0.3.1"
+version = "0.3.3"
 
 [[ScientificTypesBase]]
 git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
@@ -1320,9 +1326,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1332,9 +1338,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.26"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1452,9 +1458,9 @@ version = "1.10.0"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "8b552cc0a4132c1ce5cee14197bb57d2109d480f"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.25"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -1464,9 +1470,9 @@ version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.77"
 
 [[Tricks]]
 git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
@@ -1475,9 +1481,9 @@ version = "0.1.7"
 
 [[TruncatedStacktraces]]
 deps = ["InteractiveUtils", "MacroTools", "Preferences"]
-git-tree-sha1 = "7bc1632a4eafbe9bd94cf1a784a9a4eb5e040a91"
+git-tree-sha1 = "ea3e54c2bdde39062abf5a9758a23735558705e1"
 uuid = "781d530d-4396-4725-bb49-402e4bee1e77"
-version = "1.3.0"
+version = "1.4.0"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1509,10 +1515,10 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
 [[Unitful]]
-deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "ba4aa36b2d5c98d6ed1f149da916b3ba46527b2b"
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.14.0"
+version = "1.15.0"
 
 [[UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
@@ -1527,9 +1533,9 @@ version = "0.2.1"
 
 [[UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.2"
+version = "0.1.3"
 
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
@@ -1590,16 +1596,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1608,10 +1614,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1650,22 +1656,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1698,22 +1704,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[YAML]]
 deps = ["Base64", "Dates", "Printf", "StringEncodings"]
diff --git a/tutorials/09-variational-inference/Manifest.toml b/tutorials/09-variational-inference/Manifest.toml
index 51b9d18b4..29a18e4eb 100644
--- a/tutorials/09-variational-inference/Manifest.toml
+++ b/tutorials/09-variational-inference/Manifest.toml
@@ -1,15 +1,15 @@
 # This file is machine-generated - editing it directly is not advised
 
 [[ADTypes]]
-git-tree-sha1 = "dcfdf328328f2645531c4ddebf841228aef74130"
+git-tree-sha1 = "e58c18d2312749847a74f5be80bb0fa53da102bd"
 uuid = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
-version = "0.1.3"
+version = "0.1.5"
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -80,9 +80,9 @@ version = "3.5.0+3"
 
 [[ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "d3f758863a47ceef2248d136657cb9c033603641"
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.8"
+version = "7.4.11"
 
 [[Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
@@ -154,10 +154,10 @@ uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
 version = "0.10.11"
 
 [[CUDA]]
-deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "442d989978ed3ff4e174c928ee879dc09d1ef693"
+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 = "35160ef0f03b14768abfd68b830f8e3940e8e0dc"
 uuid = "052768ef-5323-5732-b1bb-66c8b64840ba"
-version = "4.3.2"
+version = "4.4.0"
 
 [[CUDA_Driver_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
@@ -179,9 +179,9 @@ version = "0.6.0+0"
 
 [[CUDNN_jll]]
 deps = ["Artifacts", "CUDA_Runtime_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "2918fbffb50e3b7a0b9127617587afa76d4276e8"
+git-tree-sha1 = "c30b29597102341a1ea4c2175c4acae9ae522c9d"
 uuid = "62b44479-cb7b-5706-934f-f13b2eb2e645"
-version = "8.8.1+0"
+version = "8.9.2+0"
 
 [[Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
@@ -203,9 +203,9 @@ version = "0.10.8"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.51.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
@@ -214,16 +214,16 @@ uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
 
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "a6e6ce44a1e0a781772fc795fb7343b1925e9898"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.15.2"
+version = "0.15.3"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -273,9 +273,9 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -339,9 +339,9 @@ version = "1.5.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -380,10 +380,10 @@ uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
 version = "1.15.1"
 
 [[Distances]]
-deps = ["LinearAlgebra", "Statistics"]
-git-tree-sha1 = "a5b88815e6984e9f3256b6ca0dc63109b16a506f"
+deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
+git-tree-sha1 = "49eba9ad9f7ead780bfb7ee319f962c811c6d3b2"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.9.2"
+version = "0.10.8"
 
 [[Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
@@ -391,9 +391,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.95"
+version = "0.25.98"
 
 [[DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
@@ -434,11 +434,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -459,9 +465,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.7.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -495,9 +501,9 @@ version = "0.9.20"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "e17cc4dc2d0b0b568e80d937de8ed8341822de67"
+git-tree-sha1 = "2250347838b28a108d1967663cba57bfb3c02a58"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.2.0"
+version = "1.3.0"
 
 [[FixedPointNumbers]]
 deps = ["Statistics"]
@@ -507,9 +513,9 @@ version = "0.8.4"
 
 [[Flux]]
 deps = ["Adapt", "CUDA", "ChainRulesCore", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NNlibCUDA", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote", "cuDNN"]
-git-tree-sha1 = "64005071944bae14fc145661f617eb68b339189c"
+git-tree-sha1 = "3e2c3704c2173ab4b1935362384ca878b53d4c34"
 uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c"
-version = "0.13.16"
+version = "0.13.17"
 
 [[Fontconfig_jll]]
 deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Pkg", "Zlib_jll"]
@@ -530,10 +536,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -576,9 +582,9 @@ version = "1.8.3"
 
 [[GPUArrays]]
 deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"]
-git-tree-sha1 = "a3351bc577a6b49297248aadc23a4add1097c2ac"
+git-tree-sha1 = "2e57b4a4f9cc15e85a24d603256fe08e527f48d1"
 uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
-version = "8.7.1"
+version = "8.8.1"
 
 [[GPUArraysCore]]
 deps = ["Adapt"]
@@ -588,9 +594,9 @@ version = "0.1.5"
 
 [[GPUCompiler]]
 deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "Scratch", "TimerOutputs", "UUIDs"]
-git-tree-sha1 = "cb090aea21c6ca78d59672a7e7d13bd56d09de64"
+git-tree-sha1 = "d60b5fe7333b5fa41a0378ead6614f1ab51cf6d0"
 uuid = "61eb1bfa-7361-4325-ad38-22787b887f55"
-version = "0.20.3"
+version = "0.21.3"
 
 [[GR]]
 deps = ["Artifacts", "Base64", "DelimitedFiles", "Downloads", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Preferences", "Printf", "Random", "Serialization", "Sockets", "TOML", "Tar", "Test", "UUIDs", "p7zip_jll"]
@@ -628,10 +634,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.9.6"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -641,9 +647,9 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -697,9 +703,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -753,9 +759,9 @@ version = "0.2.4"
 
 [[KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.6"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -777,15 +783,15 @@ version = "3.0.0+1"
 
 [[LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "5.2.0"
+version = "6.1.0"
 
 [[LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217"
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.22+0"
+version = "0.0.23+0"
 
 [[LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -943,9 +949,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -1075,9 +1081,9 @@ version = "0.5.4"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1146,9 +1152,9 @@ version = "0.11.17"
 
 [[Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.0"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -1365,9 +1371,9 @@ version = "1.93.0"
 
 [[SciMLOperators]]
 deps = ["ArrayInterface", "DocStringExtensions", "Lazy", "LinearAlgebra", "Setfield", "SparseArrays", "StaticArraysCore", "Tricks"]
-git-tree-sha1 = "660322732becf934bf818792f9740984b375d300"
+git-tree-sha1 = "b1fe33c9984c6789b58419e62e7a2b92f9aa813e"
 uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961"
-version = "0.3.1"
+version = "0.3.3"
 
 [[ScientificTypesBase]]
 git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
@@ -1447,9 +1453,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1471,9 +1477,9 @@ version = "1.4.0"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.26"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1597,9 +1603,9 @@ version = "0.5.23"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "8b552cc0a4132c1ce5cee14197bb57d2109d480f"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.25"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -1609,9 +1615,9 @@ version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.77"
 
 [[Tricks]]
 git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
@@ -1620,9 +1626,9 @@ version = "0.1.7"
 
 [[TruncatedStacktraces]]
 deps = ["InteractiveUtils", "MacroTools", "Preferences"]
-git-tree-sha1 = "7bc1632a4eafbe9bd94cf1a784a9a4eb5e040a91"
+git-tree-sha1 = "ea3e54c2bdde39062abf5a9758a23735558705e1"
 uuid = "781d530d-4396-4725-bb49-402e4bee1e77"
-version = "1.3.0"
+version = "1.4.0"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1654,10 +1660,10 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
 [[Unitful]]
-deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "ba4aa36b2d5c98d6ed1f149da916b3ba46527b2b"
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.14.0"
+version = "1.15.0"
 
 [[UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
@@ -1672,9 +1678,9 @@ version = "0.2.1"
 
 [[UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.2"
+version = "0.1.3"
 
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
@@ -1729,16 +1735,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1747,10 +1753,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1789,22 +1795,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1837,22 +1843,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
@@ -1878,9 +1884,9 @@ version = "0.2.3"
 
 [[cuDNN]]
 deps = ["CEnum", "CUDA", "CUDNN_jll"]
-git-tree-sha1 = "f65490d187861d6222cb38bcbbff3fd949a7ec3e"
+git-tree-sha1 = "ee79f97d07bf875231559f9b3f2649f34fac140b"
 uuid = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
-version = "1.0.4"
+version = "1.1.0"
 
 [[fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
diff --git a/tutorials/10-bayesian-differential-equations/Manifest.toml b/tutorials/10-bayesian-differential-equations/Manifest.toml
index 0230a994f..f2300be13 100644
--- a/tutorials/10-bayesian-differential-equations/Manifest.toml
+++ b/tutorials/10-bayesian-differential-equations/Manifest.toml
@@ -1,15 +1,15 @@
 # This file is machine-generated - editing it directly is not advised
 
 [[ADTypes]]
-git-tree-sha1 = "dcfdf328328f2645531c4ddebf841228aef74130"
+git-tree-sha1 = "e58c18d2312749847a74f5be80bb0fa53da102bd"
 uuid = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
-version = "0.1.3"
+version = "0.1.5"
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -86,9 +86,9 @@ version = "3.5.0+3"
 
 [[ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "d3f758863a47ceef2248d136657cb9c033603641"
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.8"
+version = "7.4.11"
 
 [[ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
@@ -98,9 +98,9 @@ version = "0.1.29"
 
 [[ArrayLayouts]]
 deps = ["FillArrays", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "1d9e98721e71dcf4db5a7d34f55d8aa07c43468f"
+git-tree-sha1 = "057a264e4b2d61d35cabb6984b89082f05549725"
 uuid = "4c555306-a7a7-4459-81d9-ec55ddd5c99a"
-version = "1.0.6"
+version = "1.0.9"
 
 [[Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
@@ -125,9 +125,9 @@ version = "0.4.6"
 
 [[BandedMatrices]]
 deps = ["ArrayLayouts", "FillArrays", "LinearAlgebra", "PrecompileTools", "SparseArrays"]
-git-tree-sha1 = "9ad46355045491b12eab409dee73e9de46293aa2"
+git-tree-sha1 = "206e78eb10c9aaee4e73962b1cbd0ecf688d4b49"
 uuid = "aae01518-5342-5314-be14-df237901396f"
-version = "0.17.28"
+version = "0.17.30"
 
 [[BangBang]]
 deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
@@ -202,9 +202,9 @@ version = "0.3.11"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.51.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
@@ -213,10 +213,10 @@ uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
 
 [[CloseOpenIntervals]]
 deps = ["Static", "StaticArrayInterface"]
@@ -226,9 +226,9 @@ version = "0.1.12"
 
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "a6e6ce44a1e0a781772fc795fb7343b1925e9898"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.15.2"
+version = "0.15.3"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -278,9 +278,9 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -332,9 +332,9 @@ version = "1.15.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -368,9 +368,9 @@ version = "0.4.0"
 
 [[DiffEqBase]]
 deps = ["ArrayInterface", "ChainRulesCore", "DataStructures", "Distributions", "DocStringExtensions", "EnumX", "FastBroadcast", "ForwardDiff", "FunctionWrappers", "FunctionWrappersWrappers", "LinearAlgebra", "Logging", "Markdown", "MuladdMacro", "Parameters", "PreallocationTools", "Printf", "RecursiveArrayTools", "Reexport", "Requires", "SciMLBase", "SciMLOperators", "Setfield", "SparseArrays", "Static", "StaticArraysCore", "Statistics", "Tricks", "TruncatedStacktraces", "ZygoteRules"]
-git-tree-sha1 = "0a7dd11dd243a1f8c71f72f2e5fd54c0bfdeaaab"
+git-tree-sha1 = "62c41421bd0facc43dfe4e9776135fe21fd1e1b9"
 uuid = "2b5f629d-d688-5b77-993f-72d75c75574e"
-version = "6.125.1"
+version = "6.126.0"
 
 [[DiffEqCallbacks]]
 deps = ["DataStructures", "DiffEqBase", "ForwardDiff", "LinearAlgebra", "Markdown", "NLsolve", "Parameters", "RecipesBase", "RecursiveArrayTools", "SciMLBase", "StaticArraysCore"]
@@ -380,9 +380,9 @@ version = "2.26.1"
 
 [[DiffEqNoiseProcess]]
 deps = ["DiffEqBase", "Distributions", "GPUArraysCore", "LinearAlgebra", "Markdown", "Optim", "PoissonRandom", "QuadGK", "Random", "Random123", "RandomNumbers", "RecipesBase", "RecursiveArrayTools", "Requires", "ResettableStacks", "SciMLBase", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "50f82e2a705a544af539acc6a03674a4d7eee1d8"
+git-tree-sha1 = "26594c6ec8416fb6ef3ed8828fd29c98b10bfaad"
 uuid = "77a26b50-5914-5dd7-bc55-306e6241c503"
-version = "5.17.1"
+version = "5.17.2"
 
 [[DiffResults]]
 deps = ["StaticArraysCore"]
@@ -414,9 +414,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.95"
+version = "0.25.98"
 
 [[DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
@@ -465,27 +465,33 @@ version = "1.0.4"
 
 [[Enzyme]]
 deps = ["CEnum", "EnzymeCore", "Enzyme_jll", "GPUCompiler", "LLVM", "Libdl", "LinearAlgebra", "ObjectFile", "Printf", "Random"]
-git-tree-sha1 = "28c09cee567a3b62a8ae2a99035bd477fdbaee3f"
+git-tree-sha1 = "e96ee79952fee7f26e6d5b9b45f43e4b249743eb"
 uuid = "7da242da-08ed-463a-9acd-ee780be4f1d9"
-version = "0.11.0"
+version = "0.11.4"
 
 [[EnzymeCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "d0840cfff51e34729d20fd7d0a13938dc983878b"
+git-tree-sha1 = "215fd7d9915d1116ee2eb68bd15a786ad12b7855"
 uuid = "f151be2c-9106-41f4-ab19-57ee4f262869"
-version = "0.3.0"
+version = "0.5.0"
 
 [[Enzyme_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "b83b072e7a5eee2050800658f5676b0ff7b37dc6"
+git-tree-sha1 = "772ea628ab9d046ebe0a2814f82f8fb3194f7a0c"
 uuid = "7cc45869-7501-5eee-bdea-0790c847d4ef"
-version = "0.0.53+0"
+version = "0.0.74+0"
+
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
 
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExponentialUtilities]]
 deps = ["Adapt", "ArrayInterface", "GPUArraysCore", "GenericSchur", "LinearAlgebra", "Printf", "SnoopPrecompile", "SparseArrays", "libblastrampoline_jll"]
@@ -512,9 +518,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.7.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -535,15 +541,15 @@ version = "0.3.2"
 
 [[FastLapackInterface]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "c1293a93193f0ae94be7cf338d33e162c39d8788"
+git-tree-sha1 = "b12f05108e405dadcc2aff0008db7f831374e051"
 uuid = "29a986be-02c6-4525-aec4-84b980013641"
-version = "1.2.9"
+version = "2.0.0"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "e17cc4dc2d0b0b568e80d937de8ed8341822de67"
+git-tree-sha1 = "2250347838b28a108d1967663cba57bfb3c02a58"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.2.0"
+version = "1.3.0"
 
 [[FiniteDiff]]
 deps = ["ArrayInterface", "LinearAlgebra", "Requires", "Setfield", "SparseArrays", "StaticArrays"]
@@ -576,10 +582,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -616,9 +622,9 @@ version = "3.3.8+0"
 
 [[GPUArrays]]
 deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"]
-git-tree-sha1 = "a3351bc577a6b49297248aadc23a4add1097c2ac"
+git-tree-sha1 = "2e57b4a4f9cc15e85a24d603256fe08e527f48d1"
 uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
-version = "8.7.1"
+version = "8.8.1"
 
 [[GPUArraysCore]]
 deps = ["Adapt"]
@@ -628,9 +634,9 @@ version = "0.1.5"
 
 [[GPUCompiler]]
 deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "Scratch", "TimerOutputs", "UUIDs"]
-git-tree-sha1 = "5737dc242dadd392d934ee330c69ceff47f0259c"
+git-tree-sha1 = "c47730aca2381f935a52fd732190e424c507230e"
 uuid = "61eb1bfa-7361-4325-ad38-22787b887f55"
-version = "0.19.4"
+version = "0.21.0"
 
 [[GR]]
 deps = ["Artifacts", "Base64", "DelimitedFiles", "Downloads", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Preferences", "Printf", "Random", "Serialization", "Sockets", "TOML", "Tar", "Test", "UUIDs", "p7zip_jll"]
@@ -680,10 +686,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.9.6"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -699,9 +705,9 @@ version = "0.1.15"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -754,9 +760,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -816,9 +822,9 @@ version = "0.4.0"
 
 [[KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.6"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -997,9 +1003,9 @@ uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 
 [[LinearSolve]]
 deps = ["ArrayInterface", "DocStringExtensions", "EnumX", "FastLapackInterface", "GPUArraysCore", "InteractiveUtils", "KLU", "Krylov", "LinearAlgebra", "PrecompileTools", "Preferences", "RecursiveFactorization", "Reexport", "Requires", "SciMLBase", "SciMLOperators", "Setfield", "SparseArrays", "Sparspak", "SuiteSparse", "UnPack"]
-git-tree-sha1 = "d4514497594519b3c20e93a609389fddb4ee39ab"
+git-tree-sha1 = "93f3a0d88c8f5498bed3ad37ddd844b939fdf899"
 uuid = "7ed4a6bd-45f5-4d41-b270-4a48e9bafcae"
-version = "2.1.13"
+version = "2.3.0"
 
 [[LogDensityProblems]]
 deps = ["ArgCheck", "DocStringExtensions", "Random", "Requires", "UnPack"]
@@ -1024,9 +1030,9 @@ version = "0.4.9"
 
 [[LoopVectorization]]
 deps = ["ArrayInterface", "ArrayInterfaceCore", "CPUSummary", "ChainRulesCore", "CloseOpenIntervals", "DocStringExtensions", "ForwardDiff", "HostCPUFeatures", "IfElse", "LayoutPointers", "LinearAlgebra", "OffsetArrays", "PolyesterWeave", "PrecompileTools", "SIMDTypes", "SLEEFPirates", "SpecialFunctions", "Static", "StaticArrayInterface", "ThreadingUtilities", "UnPack", "VectorizationBase"]
-git-tree-sha1 = "3bb62b5003bc7d2d49f26663484267dc49fa1bf5"
+git-tree-sha1 = "e4eed22d70ac91d7a4bf9e0f6902383061d17105"
 uuid = "bdcacae8-1622-11e9-2a5c-532679323890"
-version = "0.12.159"
+version = "0.12.162"
 
 [[MCMCChains]]
 deps = ["AbstractMCMC", "AxisArrays", "Dates", "Distributions", "Formatting", "IteratorInterfaceExtensions", "KernelDensity", "LinearAlgebra", "MCMCDiagnosticTools", "MLJModelInterface", "NaturalSort", "OrderedCollections", "PrettyTables", "Random", "RecipesBase", "Serialization", "Statistics", "StatsBase", "StatsFuns", "TableTraits", "Tables"]
@@ -1042,9 +1048,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -1168,9 +1174,9 @@ version = "1.8.0"
 
 [[ObjectFile]]
 deps = ["Reexport", "StructIO"]
-git-tree-sha1 = "55ce61d43409b1fb0279d1781bf3b0f22c83ab3b"
+git-tree-sha1 = "69607899b46e1f8ead70396bc51a4c361478d8f6"
 uuid = "d8793406-e978-5875-9003-1fc021f44a92"
-version = "0.3.7"
+version = "0.4.0"
 
 [[Observables]]
 git-tree-sha1 = "6862738f9796b3edc1c09d0890afce4eca9e7e93"
@@ -1179,9 +1185,9 @@ version = "0.5.4"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1240,9 +1246,9 @@ version = "1.6.0"
 
 [[OrdinaryDiffEq]]
 deps = ["ADTypes", "Adapt", "ArrayInterface", "DataStructures", "DiffEqBase", "DocStringExtensions", "ExponentialUtilities", "FastBroadcast", "FastClosures", "FiniteDiff", "ForwardDiff", "FunctionWrappersWrappers", "IfElse", "InteractiveUtils", "LineSearches", "LinearAlgebra", "LinearSolve", "Logging", "LoopVectorization", "MacroTools", "MuladdMacro", "NLsolve", "NonlinearSolve", "Polyester", "PreallocationTools", "PrecompileTools", "Preferences", "RecursiveArrayTools", "Reexport", "SciMLBase", "SciMLNLSolve", "SciMLOperators", "SimpleNonlinearSolve", "SimpleUnPack", "SparseArrays", "SparseDiffTools", "StaticArrayInterface", "StaticArrays", "TruncatedStacktraces"]
-git-tree-sha1 = "2aa75defe3eb7fcb0d914c0f7df907dbb8d63d3d"
+git-tree-sha1 = "4f1ab68f236fa846d0c30718c6b29c1665b019c0"
 uuid = "1dea7af3-3e70-54e6-95c3-0bf5283fa5ed"
-version = "6.53.2"
+version = "6.53.3"
 
 [[PCRE2_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -1262,9 +1268,9 @@ version = "0.12.3"
 
 [[Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.0"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -1511,21 +1517,21 @@ version = "1.93.0"
 
 [[SciMLNLSolve]]
 deps = ["DiffEqBase", "LineSearches", "NLsolve", "Reexport", "SciMLBase"]
-git-tree-sha1 = "2d00015fa0a190220dc5605406b85073f6634391"
+git-tree-sha1 = "9dfc8e9e3d58c0c74f1a821c762b5349da13eccf"
 uuid = "e9a6253c-8580-4d32-9898-8661bb511710"
-version = "0.1.7"
+version = "0.1.8"
 
 [[SciMLOperators]]
 deps = ["ArrayInterface", "DocStringExtensions", "Lazy", "LinearAlgebra", "Setfield", "SparseArrays", "StaticArraysCore", "Tricks"]
-git-tree-sha1 = "6a657a73322170eec86fb427661dbee079b85bff"
+git-tree-sha1 = "b1fe33c9984c6789b58419e62e7a2b92f9aa813e"
 uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961"
-version = "0.2.12"
+version = "0.3.3"
 
 [[SciMLSensitivity]]
 deps = ["Adapt", "ArrayInterface", "Cassette", "ChainRulesCore", "DiffEqBase", "DiffEqCallbacks", "DiffEqNoiseProcess", "DiffRules", "Distributions", "EllipsisNotation", "Enzyme", "FiniteDiff", "ForwardDiff", "FunctionWrappersWrappers", "GPUArraysCore", "LinearAlgebra", "LinearSolve", "Markdown", "OrdinaryDiffEq", "Parameters", "PreallocationTools", "QuadGK", "Random", "RandomNumbers", "RecursiveArrayTools", "Reexport", "ReverseDiff", "SciMLBase", "SciMLOperators", "SimpleNonlinearSolve", "SparseDiffTools", "StaticArraysCore", "Statistics", "StochasticDiffEq", "Tracker", "TruncatedStacktraces", "Zygote", "ZygoteRules"]
-git-tree-sha1 = "98df72cd8c70c9d2ab13440a56148b033a3218cc"
+git-tree-sha1 = "76c05b6730c300e82d65d9638cc38c64722f57ba"
 uuid = "1ed8b502-d754-442c-8d5d-10ac956f44a1"
-version = "7.33.1"
+version = "7.35.0"
 
 [[ScientificTypesBase]]
 git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
@@ -1570,9 +1576,9 @@ version = "1.1.0"
 
 [[SimpleNonlinearSolve]]
 deps = ["ArrayInterface", "DiffEqBase", "FiniteDiff", "ForwardDiff", "LinearAlgebra", "PrecompileTools", "Reexport", "Requires", "SciMLBase", "StaticArraysCore"]
-git-tree-sha1 = "7c55a3e65aad4ce6e610409cdd564b8d590b9726"
+git-tree-sha1 = "56aa73a93cdca493af5155a0338a864ed314222b"
 uuid = "727e6d20-b764-4bd8-a329-72de5adea6c7"
-version = "0.1.15"
+version = "0.1.16"
 
 [[SimpleTraits]]
 deps = ["InteractiveUtils", "MacroTools"]
@@ -1618,9 +1624,9 @@ version = "0.3.9"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1642,9 +1648,9 @@ version = "1.4.0"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.26"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1687,9 +1693,9 @@ version = "0.15.5"
 
 [[SteadyStateDiffEq]]
 deps = ["DiffEqBase", "DiffEqCallbacks", "LinearAlgebra", "NLsolve", "Reexport", "SciMLBase"]
-git-tree-sha1 = "564451a262696334a3bab19108a99dd90d5a22c8"
+git-tree-sha1 = "6e801d0da4c81d9cd6a05d97340404f9892fba85"
 uuid = "9672c7b4-1e72-59bd-8a11-6ac3964bc41f"
-version = "1.15.0"
+version = "1.16.0"
 
 [[StochasticDiffEq]]
 deps = ["Adapt", "ArrayInterface", "DataStructures", "DiffEqBase", "DiffEqNoiseProcess", "DocStringExtensions", "FillArrays", "FiniteDiff", "ForwardDiff", "JumpProcesses", "LevyArea", "LinearAlgebra", "Logging", "MuladdMacro", "NLsolve", "OrdinaryDiffEq", "Random", "RandomNumbers", "RecursiveArrayTools", "Reexport", "SciMLBase", "SciMLOperators", "SparseArrays", "SparseDiffTools", "StaticArrays", "UnPack"]
@@ -1699,9 +1705,9 @@ version = "6.61.1"
 
 [[StrideArraysCore]]
 deps = ["ArrayInterface", "CloseOpenIntervals", "IfElse", "LayoutPointers", "ManualMemory", "SIMDTypes", "Static", "StaticArrayInterface", "ThreadingUtilities"]
-git-tree-sha1 = "602a8bef17c744f1de965979398597dfa50e1a2f"
+git-tree-sha1 = "26316a9a43d32ecd0c5b342cb36dc86305c73e53"
 uuid = "7792a7ef-975c-4747-a70f-980b88e8d1da"
-version = "0.4.15"
+version = "0.4.16"
 
 [[StringManipulation]]
 git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123"
@@ -1730,9 +1736,9 @@ uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
 
 [[Sundials]]
 deps = ["CEnum", "DataStructures", "DiffEqBase", "Libdl", "LinearAlgebra", "Logging", "PrecompileTools", "Reexport", "SciMLBase", "SparseArrays", "Sundials_jll"]
-git-tree-sha1 = "a982ee85e1908d39f58d7fff670e60f991ca2ddb"
+git-tree-sha1 = "4931f9013c53128337ce8df54a2d38c79fe58d4c"
 uuid = "c3572dad-4567-51f8-b174-8c6c989267f4"
-version = "4.19.0"
+version = "4.19.3"
 
 [[Sundials_jll]]
 deps = ["CompilerSupportLibraries_jll", "Libdl", "OpenBLAS_jll", "Pkg", "SuiteSparse_jll"]
@@ -1790,9 +1796,9 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[ThreadingUtilities]]
 deps = ["ManualMemory"]
-git-tree-sha1 = "c97f60dd4f2331e1a495527f80d242501d2f9865"
+git-tree-sha1 = "eda08f7e9818eb53661b3deb74e3159460dfbc27"
 uuid = "8290d209-cae3-49c0-8002-c8c24d57dab5"
-version = "0.5.1"
+version = "0.5.2"
 
 [[TimerOutputs]]
 deps = ["ExprTools", "Printf"]
@@ -1802,9 +1808,9 @@ version = "0.5.23"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "8b552cc0a4132c1ce5cee14197bb57d2109d480f"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.25"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -1814,9 +1820,9 @@ version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.77"
 
 [[TreeViews]]
 deps = ["Test"]
@@ -1837,9 +1843,9 @@ version = "0.1.7"
 
 [[TruncatedStacktraces]]
 deps = ["InteractiveUtils", "MacroTools", "Preferences"]
-git-tree-sha1 = "7bc1632a4eafbe9bd94cf1a784a9a4eb5e040a91"
+git-tree-sha1 = "ea3e54c2bdde39062abf5a9758a23735558705e1"
 uuid = "781d530d-4396-4725-bb49-402e4bee1e77"
-version = "1.3.0"
+version = "1.4.0"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1871,10 +1877,10 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
 [[Unitful]]
-deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "ba4aa36b2d5c98d6ed1f149da916b3ba46527b2b"
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.14.0"
+version = "1.15.0"
 
 [[UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
@@ -1947,16 +1953,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1965,10 +1971,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -2007,22 +2013,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -2055,22 +2061,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
diff --git a/tutorials/11-probabilistic-pca/Manifest.toml b/tutorials/11-probabilistic-pca/Manifest.toml
index fd62cc938..e4c9d80d8 100644
--- a/tutorials/11-probabilistic-pca/Manifest.toml
+++ b/tutorials/11-probabilistic-pca/Manifest.toml
@@ -1,15 +1,15 @@
 # This file is machine-generated - editing it directly is not advised
 
 [[ADTypes]]
-git-tree-sha1 = "dcfdf328328f2645531c4ddebf841228aef74130"
+git-tree-sha1 = "e58c18d2312749847a74f5be80bb0fa53da102bd"
 uuid = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
-version = "0.1.3"
+version = "0.1.5"
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -80,9 +80,9 @@ version = "3.5.0+3"
 
 [[ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "d3f758863a47ceef2248d136657cb9c033603641"
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.8"
+version = "7.4.11"
 
 [[Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
@@ -155,9 +155,9 @@ version = "0.5.1"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.51.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
@@ -166,16 +166,16 @@ uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
 
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "a6e6ce44a1e0a781772fc795fb7343b1925e9898"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.15.2"
+version = "0.15.3"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -225,9 +225,9 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -279,9 +279,9 @@ version = "1.5.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -331,9 +331,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.95"
+version = "0.25.98"
 
 [[DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
@@ -374,11 +374,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -399,9 +405,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.7.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -411,9 +417,9 @@ version = "3.3.10+0"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "e17cc4dc2d0b0b568e80d937de8ed8341822de67"
+git-tree-sha1 = "2250347838b28a108d1967663cba57bfb3c02a58"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.2.0"
+version = "1.3.0"
 
 [[FixedPointNumbers]]
 deps = ["Statistics"]
@@ -440,10 +446,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -520,10 +526,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.9.6"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -533,9 +539,9 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -584,9 +590,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -634,9 +640,9 @@ version = "2.1.91+0"
 
 [[KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.6"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -658,15 +664,15 @@ version = "3.0.0+1"
 
 [[LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "5.2.0"
+version = "6.1.0"
 
 [[LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217"
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.22+0"
+version = "0.0.23+0"
 
 [[LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -824,9 +830,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -927,9 +933,9 @@ version = "0.5.4"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -992,9 +998,9 @@ version = "0.11.17"
 
 [[Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.0"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -1182,9 +1188,9 @@ version = "1.93.0"
 
 [[SciMLOperators]]
 deps = ["ArrayInterface", "DocStringExtensions", "Lazy", "LinearAlgebra", "Setfield", "SparseArrays", "StaticArraysCore", "Tricks"]
-git-tree-sha1 = "660322732becf934bf818792f9740984b375d300"
+git-tree-sha1 = "b1fe33c9984c6789b58419e62e7a2b92f9aa813e"
 uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961"
-version = "0.3.1"
+version = "0.3.3"
 
 [[ScientificTypesBase]]
 git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
@@ -1248,9 +1254,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1260,9 +1266,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.26"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1368,9 +1374,9 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "8b552cc0a4132c1ce5cee14197bb57d2109d480f"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.25"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -1380,9 +1386,9 @@ version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.77"
 
 [[Tricks]]
 git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
@@ -1391,9 +1397,9 @@ version = "0.1.7"
 
 [[TruncatedStacktraces]]
 deps = ["InteractiveUtils", "MacroTools", "Preferences"]
-git-tree-sha1 = "7bc1632a4eafbe9bd94cf1a784a9a4eb5e040a91"
+git-tree-sha1 = "ea3e54c2bdde39062abf5a9758a23735558705e1"
 uuid = "781d530d-4396-4725-bb49-402e4bee1e77"
-version = "1.3.0"
+version = "1.4.0"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1425,10 +1431,10 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
 [[Unitful]]
-deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "ba4aa36b2d5c98d6ed1f149da916b3ba46527b2b"
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.14.0"
+version = "1.15.0"
 
 [[UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
@@ -1443,9 +1449,9 @@ version = "0.2.1"
 
 [[UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.2"
+version = "0.1.3"
 
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
@@ -1489,16 +1495,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1507,10 +1513,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1549,22 +1555,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1597,22 +1603,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
diff --git a/tutorials/12-gaussian-process/Manifest.toml b/tutorials/12-gaussian-process/Manifest.toml
index 8cae02479..daaa1e342 100644
--- a/tutorials/12-gaussian-process/Manifest.toml
+++ b/tutorials/12-gaussian-process/Manifest.toml
@@ -1,15 +1,15 @@
 # This file is machine-generated - editing it directly is not advised
 
 [[ADTypes]]
-git-tree-sha1 = "dcfdf328328f2645531c4ddebf841228aef74130"
+git-tree-sha1 = "e58c18d2312749847a74f5be80bb0fa53da102bd"
 uuid = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
-version = "0.1.3"
+version = "0.1.5"
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractGPs]]
 deps = ["ChainRulesCore", "Distributions", "FillArrays", "IrrationalConstants", "KernelFunctions", "LinearAlgebra", "PDMats", "Random", "RecipesBase", "Reexport", "Statistics", "StatsBase", "Test"]
@@ -74,9 +74,9 @@ uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
 
 [[ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "d3f758863a47ceef2248d136657cb9c033603641"
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.8"
+version = "7.4.11"
 
 [[Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
@@ -161,9 +161,9 @@ version = "0.10.8"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.51.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
@@ -172,10 +172,10 @@ uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -225,9 +225,9 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -279,9 +279,9 @@ version = "1.5.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -331,9 +331,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.95"
+version = "0.25.98"
 
 [[DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
@@ -374,11 +374,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -399,9 +405,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.7.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -423,9 +429,9 @@ version = "0.9.20"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "e17cc4dc2d0b0b568e80d937de8ed8341822de67"
+git-tree-sha1 = "2250347838b28a108d1967663cba57bfb3c02a58"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.2.0"
+version = "1.3.0"
 
 [[FixedPointNumbers]]
 deps = ["Statistics"]
@@ -452,10 +458,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -532,10 +538,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.9.6"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -545,9 +551,9 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -596,9 +602,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -646,9 +652,9 @@ version = "2.1.91+0"
 
 [[KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.6"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -658,9 +664,9 @@ version = "0.6.7"
 
 [[KernelFunctions]]
 deps = ["ChainRulesCore", "Compat", "CompositionsBase", "Distances", "FillArrays", "Functors", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "Random", "Requires", "SpecialFunctions", "Statistics", "StatsBase", "TensorCore", "Test", "ZygoteRules"]
-git-tree-sha1 = "c6df06e59d1834ef8290eb702dfe21ad973fd29f"
+git-tree-sha1 = "d7f3c99f7b00e36bdb6d47f5796eff9087327771"
 uuid = "ec8451be-7e33-11e9-00cf-bbf324bd1392"
-version = "0.10.55"
+version = "0.10.56"
 
 [[LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -676,15 +682,15 @@ version = "3.0.0+1"
 
 [[LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "5.2.0"
+version = "6.1.0"
 
 [[LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217"
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.22+0"
+version = "0.0.23+0"
 
 [[LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -842,9 +848,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -934,9 +940,9 @@ uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -995,9 +1001,9 @@ version = "0.11.17"
 
 [[Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.0"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -1197,9 +1203,9 @@ version = "1.93.0"
 
 [[SciMLOperators]]
 deps = ["ArrayInterface", "DocStringExtensions", "Lazy", "LinearAlgebra", "Setfield", "SparseArrays", "StaticArraysCore", "Tricks"]
-git-tree-sha1 = "660322732becf934bf818792f9740984b375d300"
+git-tree-sha1 = "b1fe33c9984c6789b58419e62e7a2b92f9aa813e"
 uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961"
-version = "0.3.1"
+version = "0.3.3"
 
 [[ScientificTypesBase]]
 git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
@@ -1263,9 +1269,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1275,9 +1281,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.26"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1377,9 +1383,9 @@ version = "1.10.0"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "8b552cc0a4132c1ce5cee14197bb57d2109d480f"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.25"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -1389,9 +1395,9 @@ version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.77"
 
 [[Tricks]]
 git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
@@ -1400,9 +1406,9 @@ version = "0.1.7"
 
 [[TruncatedStacktraces]]
 deps = ["InteractiveUtils", "MacroTools", "Preferences"]
-git-tree-sha1 = "7bc1632a4eafbe9bd94cf1a784a9a4eb5e040a91"
+git-tree-sha1 = "ea3e54c2bdde39062abf5a9758a23735558705e1"
 uuid = "781d530d-4396-4725-bb49-402e4bee1e77"
-version = "1.3.0"
+version = "1.4.0"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1434,10 +1440,10 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
 [[Unitful]]
-deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "ba4aa36b2d5c98d6ed1f149da916b3ba46527b2b"
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.14.0"
+version = "1.15.0"
 
 [[UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
@@ -1452,9 +1458,9 @@ version = "0.2.1"
 
 [[UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.2"
+version = "0.1.3"
 
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
@@ -1503,16 +1509,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1521,10 +1527,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1563,22 +1569,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1611,22 +1617,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
diff --git a/tutorials/13-seasonal-time-series/Manifest.toml b/tutorials/13-seasonal-time-series/Manifest.toml
index b3e4df558..97a5d0f0a 100644
--- a/tutorials/13-seasonal-time-series/Manifest.toml
+++ b/tutorials/13-seasonal-time-series/Manifest.toml
@@ -1,15 +1,15 @@
 # This file is machine-generated - editing it directly is not advised
 
 [[ADTypes]]
-git-tree-sha1 = "dcfdf328328f2645531c4ddebf841228aef74130"
+git-tree-sha1 = "e58c18d2312749847a74f5be80bb0fa53da102bd"
 uuid = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
-version = "0.1.3"
+version = "0.1.5"
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -80,9 +80,9 @@ version = "3.5.0+3"
 
 [[ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "d3f758863a47ceef2248d136657cb9c033603641"
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.8"
+version = "7.4.11"
 
 [[Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
@@ -155,9 +155,9 @@ version = "0.5.1"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.51.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
@@ -166,16 +166,16 @@ uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
 
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "a6e6ce44a1e0a781772fc795fb7343b1925e9898"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.15.2"
+version = "0.15.3"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -225,9 +225,9 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -273,9 +273,9 @@ version = "1.15.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -325,9 +325,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.95"
+version = "0.25.98"
 
 [[DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
@@ -368,11 +368,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -393,9 +399,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.7.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -405,9 +411,9 @@ version = "3.3.10+0"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "e17cc4dc2d0b0b568e80d937de8ed8341822de67"
+git-tree-sha1 = "2250347838b28a108d1967663cba57bfb3c02a58"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.2.0"
+version = "1.3.0"
 
 [[FixedPointNumbers]]
 deps = ["Statistics"]
@@ -434,10 +440,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -514,10 +520,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.9.6"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -527,9 +533,9 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -572,9 +578,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -622,9 +628,9 @@ version = "2.1.91+0"
 
 [[KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.6"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -646,15 +652,15 @@ version = "3.0.0+1"
 
 [[LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "5.2.0"
+version = "6.1.0"
 
 [[LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217"
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.22+0"
+version = "0.0.23+0"
 
 [[LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -812,9 +818,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -915,9 +921,9 @@ version = "0.5.4"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -980,9 +986,9 @@ version = "0.11.17"
 
 [[Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.0"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -1158,9 +1164,9 @@ version = "1.93.0"
 
 [[SciMLOperators]]
 deps = ["ArrayInterface", "DocStringExtensions", "Lazy", "LinearAlgebra", "Setfield", "SparseArrays", "StaticArraysCore", "Tricks"]
-git-tree-sha1 = "660322732becf934bf818792f9740984b375d300"
+git-tree-sha1 = "b1fe33c9984c6789b58419e62e7a2b92f9aa813e"
 uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961"
-version = "0.3.1"
+version = "0.3.3"
 
 [[ScientificTypesBase]]
 git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
@@ -1218,9 +1224,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1230,9 +1236,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.26"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1338,9 +1344,9 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "8b552cc0a4132c1ce5cee14197bb57d2109d480f"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.25"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -1350,9 +1356,9 @@ version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.77"
 
 [[Tricks]]
 git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
@@ -1361,9 +1367,9 @@ version = "0.1.7"
 
 [[TruncatedStacktraces]]
 deps = ["InteractiveUtils", "MacroTools", "Preferences"]
-git-tree-sha1 = "7bc1632a4eafbe9bd94cf1a784a9a4eb5e040a91"
+git-tree-sha1 = "ea3e54c2bdde39062abf5a9758a23735558705e1"
 uuid = "781d530d-4396-4725-bb49-402e4bee1e77"
-version = "1.3.0"
+version = "1.4.0"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1395,10 +1401,10 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
 [[Unitful]]
-deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "ba4aa36b2d5c98d6ed1f149da916b3ba46527b2b"
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.14.0"
+version = "1.15.0"
 
 [[UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
@@ -1413,9 +1419,9 @@ version = "0.2.1"
 
 [[UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.2"
+version = "0.1.3"
 
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
@@ -1459,16 +1465,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1477,10 +1483,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1519,22 +1525,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1567,22 +1573,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
diff --git a/tutorials/14-minituring/Manifest.toml b/tutorials/14-minituring/Manifest.toml
index 41afb804b..3857938fd 100644
--- a/tutorials/14-minituring/Manifest.toml
+++ b/tutorials/14-minituring/Manifest.toml
@@ -2,15 +2,15 @@
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "LogDensityProblems", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
-git-tree-sha1 = "a21654aa796bcc993284dace0d17d1022774c0a3"
+git-tree-sha1 = "87e63dcb990029346b091b170252f3c416568afc"
 uuid = "80f14c24-f653-4e6a-9b94-39d6b0f70001"
-version = "4.4.1"
+version = "4.4.2"
 
 [[AbstractPPL]]
 deps = ["AbstractMCMC", "DensityInterface", "Random", "Setfield", "SparseArrays"]
@@ -63,9 +63,9 @@ uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
 
 [[ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "d3f758863a47ceef2248d136657cb9c033603641"
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.8"
+version = "7.4.11"
 
 [[ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
@@ -133,9 +133,9 @@ version = "0.5.1"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.51.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
@@ -144,10 +144,10 @@ uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
 
 [[Combinatorics]]
 git-tree-sha1 = "08c8b6831dc00bfea825826be0bc8336fc369860"
@@ -167,9 +167,9 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -204,9 +204,9 @@ version = "1.15.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -250,9 +250,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.95"
+version = "0.25.98"
 
 [[DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
@@ -300,9 +300,9 @@ version = "0.1.9"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.7.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -357,9 +357,9 @@ version = "0.1.5"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -402,9 +402,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -434,9 +434,9 @@ version = "1.4.1"
 
 [[KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.6"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -446,15 +446,15 @@ version = "0.6.7"
 
 [[LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "5.2.0"
+version = "6.1.0"
 
 [[LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217"
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.22+0"
+version = "0.0.23+0"
 
 [[LRUCache]]
 git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
@@ -540,9 +540,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -615,9 +615,9 @@ uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[OpenLibm_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -810,9 +810,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -822,9 +822,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.26"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -906,15 +906,15 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "8b552cc0a4132c1ce5cee14197bb57d2109d480f"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.25"
+version = "0.2.26"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.77"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "DiffResults", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker", "ZygoteRules"]
@@ -941,9 +941,9 @@ version = "0.2.1"
 
 [[UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.2"
+version = "0.1.3"
 
 [[WoodburyMatrices]]
 deps = ["LinearAlgebra", "SparseArrays"]
diff --git a/tutorials/docs-00-getting-started/Manifest.toml b/tutorials/docs-00-getting-started/Manifest.toml
index ae727e5c1..9a5562f34 100644
--- a/tutorials/docs-00-getting-started/Manifest.toml
+++ b/tutorials/docs-00-getting-started/Manifest.toml
@@ -2,9 +2,9 @@
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -75,9 +75,9 @@ version = "3.5.0+3"
 
 [[ArrayInterface]]
 deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "d3f758863a47ceef2248d136657cb9c033603641"
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.8"
+version = "7.4.11"
 
 [[ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
@@ -162,9 +162,9 @@ version = "0.5.1"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "61549d9b52c88df34d21bd306dba1d43bb039c87"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.51.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
@@ -173,16 +173,16 @@ uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
 
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "a6e6ce44a1e0a781772fc795fb7343b1925e9898"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.15.2"
+version = "0.15.3"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -232,9 +232,9 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -280,9 +280,9 @@ version = "1.15.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -332,9 +332,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.95"
+version = "0.25.98"
 
 [[DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
@@ -375,11 +375,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -400,9 +406,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "06bf20fcecd258eccf9a6ef7b99856a4dfe7b64c"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.7.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -441,10 +447,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -521,10 +527,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.9.6"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -534,9 +540,9 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -579,9 +585,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -629,9 +635,9 @@ version = "2.1.91+0"
 
 [[KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.6"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -653,15 +659,15 @@ version = "3.0.0+1"
 
 [[LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "5007c1421563108110bbd57f63d8ad4565808818"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "5.2.0"
+version = "6.1.0"
 
 [[LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217"
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.22+0"
+version = "0.0.23+0"
 
 [[LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -813,9 +819,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -916,9 +922,9 @@ version = "0.5.4"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -981,9 +987,9 @@ version = "0.11.17"
 
 [[Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.0"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -1219,9 +1225,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1231,9 +1237,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "832afbae2a45b4ae7e831f86965469a24d1d8a83"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.26"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1333,9 +1339,9 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "8b552cc0a4132c1ce5cee14197bb57d2109d480f"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.25"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -1345,9 +1351,9 @@ version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.77"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1379,10 +1385,10 @@ uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
 [[Unitful]]
-deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "ba4aa36b2d5c98d6ed1f149da916b3ba46527b2b"
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.14.0"
+version = "1.15.0"
 
 [[UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
@@ -1397,9 +1403,9 @@ version = "0.2.1"
 
 [[UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.2"
+version = "0.1.3"
 
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
@@ -1443,16 +1449,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1461,10 +1467,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1503,22 +1509,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1551,22 +1557,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
diff --git a/tutorials/docs-01-contributing-guide/Manifest.toml b/tutorials/docs-01-contributing-guide/Manifest.toml
index ea4ec1254..fe810d20d 100644
--- a/tutorials/docs-01-contributing-guide/Manifest.toml
+++ b/tutorials/docs-01-contributing-guide/Manifest.toml
@@ -6,9 +6,9 @@ project_hash = "102d486b18af7951cac72d56aec7c8e37b50a316"
 
 [[deps.AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "69f7020bd72f069c219b5e8c236c1fa90d2cb409"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.2.1"
+version = "1.4.0"
 
 [[deps.AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -18,9 +18,9 @@ version = "4.2.0"
 
 [[deps.AbstractPPL]]
 deps = ["AbstractMCMC", "DensityInterface", "Random", "Setfield", "SparseArrays"]
-git-tree-sha1 = "8f5d88dc15df270d8778ade9442d608939c75659"
+git-tree-sha1 = "33ea6c6837332395dbf3ba336f273c9f7fcf4db9"
 uuid = "7a57a42e-76ec-4ea3-a279-07e840d6d9cf"
-version = "0.5.3"
+version = "0.5.4"
 
 [[deps.AbstractTrees]]
 git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c"
@@ -28,10 +28,10 @@ uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
 version = "0.4.4"
 
 [[deps.Adapt]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "0310e08cb19f5da31d08341c6120c047598f5b9c"
+deps = ["LinearAlgebra", "Requires"]
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.5.0"
+version = "3.6.2"
 
 [[deps.AdvancedHMC]]
 deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "Setfield", "Statistics", "StatsBase", "StatsFuns", "UnPack"]
@@ -77,6 +77,12 @@ git-tree-sha1 = "e214a9b9bd1b4e1b4f15b22c0994862b66af7ff7"
 uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.0+3"
 
+[[deps.ArrayInterface]]
+deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
+uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
+version = "7.4.11"
+
 [[deps.ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
 git-tree-sha1 = "e5f08b5689b1aad068e01751889f2f615c7db36d"
@@ -84,14 +90,20 @@ uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2"
 version = "0.1.29"
 
 [[deps.ArrayInterfaceStaticArraysCore]]
-deps = ["Adapt", "ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
-git-tree-sha1 = "93c8ba53d8d26e124a5a8d4ec914c3a16e6a0970"
+deps = ["ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
+git-tree-sha1 = "01a9f8e6cfc2bfdd01d333f70b8014a04893103c"
 uuid = "dd5226c6-a4d4-4bc7-8575-46859f9c95b9"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
+[[deps.Atomix]]
+deps = ["UnsafeAtomics"]
+git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+version = "0.1.0"
+
 [[deps.AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
 git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
@@ -105,10 +117,10 @@ uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
 version = "0.4.6"
 
 [[deps.BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.37"
+version = "0.3.39"
 
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -120,9 +132,9 @@ version = "0.1.1"
 
 [[deps.Bijectors]]
 deps = ["ArgCheck", "ChainRulesCore", "ChangesOfVariables", "Compat", "Distributions", "Functors", "InverseFunctions", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "MappedArrays", "Random", "Reexport", "Requires", "Roots", "SparseArrays", "Statistics"]
-git-tree-sha1 = "a3704b8e5170f9339dff4e6cb286ad49464d3646"
+git-tree-sha1 = "1234b03e94938e6f2b14834dfd3ef45698d5e14f"
 uuid = "76274a88-744f-5084-9051-94815aaf08c4"
-version = "0.10.6"
+version = "0.10.8"
 
 [[deps.BitFlags]]
 git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d"
@@ -135,6 +147,11 @@ git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
 uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
 version = "1.0.8+0"
 
+[[deps.CEnum]]
+git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
+uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
+version = "0.4.2"
+
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
 git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
@@ -149,27 +166,27 @@ version = "0.5.1"
 
 [[deps.ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "c46adabdd0348f0ee8de91142cfc4a72a613ac0a"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.46.1"
+version = "1.52.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.7"
+version = "1.16.0"
 
 [[deps.ChangesOfVariables]]
-deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
-git-tree-sha1 = "844b061c104c408b24537482469400af6075aae4"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.5"
+version = "0.1.8"
 
 [[deps.Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "64df3da1d2a26f4de23871cd1b6482bb68092bd5"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.3"
+version = "0.15.3"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -178,10 +195,10 @@ uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
 version = "0.7.1"
 
 [[deps.ColorSchemes]]
-deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"]
-git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3"
+deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
+git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.20.0"
+version = "3.21.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -207,9 +224,9 @@ uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 version = "1.0.2"
 
 [[deps.CommonSolve]]
-git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852"
+git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
-version = "0.2.3"
+version = "0.2.4"
 
 [[deps.CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -219,18 +236,24 @@ version = "0.3.0"
 
 [[deps.Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "00a2cccc7f098ff3b66806862d275ca3db9e6e5a"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.5.0"
+version = "4.7.0"
 
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 
 [[deps.CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
+
+[[deps.ConcurrentUtilities]]
+deps = ["Serialization", "Sockets"]
+git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9"
+uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
+version = "2.2.0"
 
 [[deps.ConsoleProgressMonitor]]
 deps = ["Logging", "ProgressMeter"]
@@ -240,9 +263,9 @@ version = "0.1.2"
 
 [[deps.ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "fb21ddd70a051d882a1686a5a550990bbe371a95"
+git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.4.1"
+version = "1.5.2"
 
 [[deps.Contour]]
 git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
@@ -255,27 +278,21 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[deps.DataAPI]]
-git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.14.0"
+version = "1.15.0"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
 uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
 version = "1.0.0"
 
-[[deps.DataValues]]
-deps = ["DataValueInterfaces", "Dates"]
-git-tree-sha1 = "d88a19299eba280a6d062e135a43f00323ae70bf"
-uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5"
-version = "0.4.13"
-
 [[deps.Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
@@ -303,37 +320,37 @@ version = "1.1.0"
 
 [[deps.DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "c5b6685d53f933c11404a3ae9822afe30d522494"
+git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.12.2"
+version = "1.15.1"
 
 [[deps.Distances]]
 deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "3258d0659f812acde79e8a74b11f17ac06d0ca04"
+git-tree-sha1 = "49eba9ad9f7ead780bfb7ee319f962c811c6d3b2"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.10.7"
+version = "0.10.8"
 
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
-deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "74911ad88921455c6afcad1eefa12bd7b1724631"
+deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.80"
+version = "0.25.98"
 
 [[deps.DistributionsAD]]
-deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"]
-git-tree-sha1 = "0c139e48a8cea06c6ecbbec19d3ebc5dcbd7870d"
+deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
+git-tree-sha1 = "1fb4fedd5a407243d535cc50c8c803c2fce0dc26"
 uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
-version = "0.6.43"
+version = "0.6.49"
 
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
-git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
+git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.9.3"
+version = "0.8.6"
 
 [[deps.Downloads]]
 deps = ["ArgTools", "LibCURL", "NetworkOptions"]
@@ -352,26 +369,32 @@ uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
 version = "0.21.4"
 
 [[deps.EllipticalSliceSampling]]
-deps = ["AbstractMCMC", "ArrayInterfaceCore", "Distributions", "Random", "Statistics"]
-git-tree-sha1 = "4cda4527e990c0cc201286e0a0bfbbce00abcfc2"
+deps = ["AbstractMCMC", "ArrayInterface", "Distributions", "Random", "Statistics"]
+git-tree-sha1 = "973b4927d112559dc737f55d6bf06503a5b3fc14"
 uuid = "cad2338a-1db2-11e9-3401-43bc07c9ede2"
-version = "1.0.0"
+version = "1.1.0"
 
 [[deps.EnumX]]
 git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[deps.ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[deps.Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[deps.ExprTools]]
-git-tree-sha1 = "56559bbef6ca5ea0c0818fa5c90320398a6fbf8d"
+git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
 uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.FFMPEG]]
 deps = ["FFMPEG_jll"]
@@ -387,9 +410,9 @@ version = "4.4.2+2"
 
 [[deps.FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "90630efff0894f8142308e334473eba54c433549"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.5.0"
+version = "1.7.1"
 
 [[deps.FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -399,9 +422,9 @@ version = "3.3.10+0"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "d3ba08ab64bdfd27234d3f61956c966266757fe6"
+git-tree-sha1 = "7072f1e3e5a8be51d525d64f63d3ec1287ff2790"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.13.7"
+version = "0.13.11"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
@@ -423,15 +446,15 @@ version = "0.4.2"
 
 [[deps.ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "a69dd6db8a809f78846ff259298678f0d6212180"
+git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.34"
+version = "0.10.35"
 
 [[deps.FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[deps.FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -446,9 +469,9 @@ version = "1.1.3"
 
 [[deps.FunctionWrappersWrappers]]
 deps = ["FunctionWrappers"]
-git-tree-sha1 = "a5e6e7f12607e90d71b09e6ce2c965e41b337968"
+git-tree-sha1 = "b104d487b34566608f8b4e1c39fb0b10aa279ff8"
 uuid = "77dc65aa-8811-40c2-897b-53d922fa7daf"
-version = "0.1.1"
+version = "0.1.3"
 
 [[deps.Functors]]
 deps = ["LinearAlgebra"]
@@ -468,21 +491,21 @@ version = "3.3.8+0"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "57f7cde02d7a53c9d1d28443b9f11ac5fbe7ebc9"
+git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.3"
+version = "0.1.5"
 
 [[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 = "9e23bd6bb3eb4300cb567bdf63e2c14e5d2ffdbc"
+git-tree-sha1 = "8b8a2fd4536ece6e554168c21860b6820a8a83db"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.71.5"
+version = "0.72.7"
 
 [[deps.GR_jll]]
-deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "aa23c9f9b7c0ba6baeabe966ea1c7d2c7487ef90"
+deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
+git-tree-sha1 = "19fad9cd9ae44847fe842558a744748084a722d1"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.71.5+0"
+version = "0.72.7+0"
 
 [[deps.Gettext_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -508,10 +531,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[deps.HTTP]]
-deps = ["Base64", "CodecZlib", "Dates", "IniFile", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "37e4657cd56b11abe3d10cd4a1ec5fbdb4180263"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.7.4"
+version = "1.9.8"
 
 [[deps.HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -520,21 +543,16 @@ uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
 version = "2.8.1+1"
 
 [[deps.HypergeometricFunctions]]
-deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions", "Test"]
-git-tree-sha1 = "709d864e3ed6e3545230601f94e11ebc65994641"
+deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.11"
+version = "0.3.18"
 
 [[deps.IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "2e99184fca5eb6f075944b04c22edec29beb4778"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.7"
-
-[[deps.IniFile]]
-git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625"
-uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
-version = "0.5.1"
+version = "0.4.10"
 
 [[deps.InitialValues]]
 git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
@@ -549,9 +567,9 @@ version = "0.3.0"
 
 [[deps.IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d979e54b71da82f3a65b62553da4fc3d18c9004c"
+git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2018.0.3+2"
+version = "2023.1.0+0"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -571,19 +589,19 @@ version = "0.7.4"
 
 [[deps.InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.8"
+version = "0.1.10"
 
 [[deps.InvertedIndices]]
-git-tree-sha1 = "82aec7a3dd64f4d9584659dc0b62ef7db2ef3e19"
+git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
 uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
-version = "1.2.0"
+version = "1.3.0"
 
 [[deps.IrrationalConstants]]
-git-tree-sha1 = "7fd44fd4ff43fc60815f8e764c0f352b83c49151"
+git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
 uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
-version = "0.1.1"
+version = "0.2.2"
 
 [[deps.IterTools]]
 git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5"
@@ -609,21 +627,27 @@ version = "1.4.1"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
-git-tree-sha1 = "3c837543ddb02250ef42f4738347454f95079d4e"
+git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-version = "0.21.3"
+version = "0.21.4"
 
 [[deps.JpegTurbo_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b53380851c6e6664204efb2e62cd24fa5c47e4ba"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "2.1.2+0"
+version = "2.1.91+0"
+
+[[deps.KernelAbstractions]]
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
+uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+version = "0.9.6"
 
 [[deps.KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "9816b296736292a80b9a3200eb7fbb57aaa3917a"
+git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.5"
+version = "0.6.7"
 
 [[deps.LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -637,10 +661,28 @@ git-tree-sha1 = "bf36f528eec6634efc60d7ec062008f171071434"
 uuid = "88015f11-f218-50d7-93a8-a6af411a945d"
 version = "3.0.0+1"
 
+[[deps.LLVM]]
+deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
+uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
+version = "6.1.0"
+
+[[deps.LLVMExtra_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
+uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
+version = "0.0.23+0"
+
+[[deps.LLVMOpenMP_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b"
+uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
+version = "15.0.4+0"
+
 [[deps.LRUCache]]
-git-tree-sha1 = "d862633ef6097461037a00a13f709a62ae4bdfdd"
+git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
 uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
-version = "1.4.0"
+version = "1.4.1"
 
 [[deps.LZO_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -655,9 +697,9 @@ version = "1.3.0"
 
 [[deps.Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"]
-git-tree-sha1 = "2422f47b34d4b127720a18f86fa7b1aa2e141f29"
+git-tree-sha1 = "f428ae552340899a935973270b8d98e5a31c49fe"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.15.18"
+version = "0.16.1"
 
 [[deps.LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
@@ -754,9 +796,9 @@ version = "1.0.3"
 
 [[deps.LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "45b288af6956e67e621c5cbb2d75a261ab58300b"
+git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.20"
+version = "0.3.24"
 
 [[deps.Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
@@ -769,9 +811,9 @@ version = "0.4.9"
 
 [[deps.MCMCChains]]
 deps = ["AbstractMCMC", "AxisArrays", "Dates", "Distributions", "Formatting", "IteratorInterfaceExtensions", "KernelDensity", "LinearAlgebra", "MCMCDiagnosticTools", "MLJModelInterface", "NaturalSort", "OrderedCollections", "PrettyTables", "Random", "RecipesBase", "Serialization", "Statistics", "StatsBase", "StatsFuns", "TableTraits", "Tables"]
-git-tree-sha1 = "8577f598f0991e7bdf9472a8a59938b1e253b493"
+git-tree-sha1 = "c659f7508035a7bdd5102aef2de028ab035f289a"
 uuid = "c7f686f2-ff18-58e9-bc7b-31028e88f75d"
-version = "5.6.1"
+version = "5.7.1"
 
 [[deps.MCMCDiagnosticTools]]
 deps = ["AbstractFFTs", "DataAPI", "DataStructures", "Distributions", "LinearAlgebra", "MLJModelInterface", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tables"]
@@ -781,9 +823,9 @@ version = "0.2.6"
 
 [[deps.MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[deps.MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -798,9 +840,9 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.10"
 
 [[deps.MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[deps.Markdown]]
 deps = ["Base64"]
@@ -823,9 +865,9 @@ version = "0.3.2"
 
 [[deps.MicroCollections]]
 deps = ["BangBang", "InitialValues", "Setfield"]
-git-tree-sha1 = "4d5917a26ca33c66c8e5ca3247bd163624d35493"
+git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e"
 uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
@@ -841,27 +883,27 @@ uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
 [[deps.MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
-git-tree-sha1 = "efe9c8ecab7a6311d4b91568bd6c88897822fabe"
+git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
 uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.10.0"
+version = "0.10.2"
 
 [[deps.NNlib]]
-deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "b488fc28dfae4c8ec3d61a34a0143a4245e7b13b"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
+git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.16"
+version = "0.8.21"
 
 [[deps.NaNMath]]
 deps = ["OpenLibm_jll"]
-git-tree-sha1 = "a7c3d1da1189a1c2fe843a3bfa04d18d20eb3211"
+git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "1.0.1"
+version = "1.0.2"
 
 [[deps.NamedArrays]]
 deps = ["Combinatorics", "DataStructures", "DelimitedFiles", "InvertedIndices", "LinearAlgebra", "Random", "Requires", "SparseArrays", "Statistics"]
-git-tree-sha1 = "2fd5787125d1a93fbe30961bd841707b8a80d75b"
+git-tree-sha1 = "b84e17976a40cb2bfe3ae7edb3673a8c630d4f95"
 uuid = "86f7a689-2022-50b4-a561-43c23ac3c673"
-version = "0.9.6"
+version = "0.9.8"
 
 [[deps.NaturalSort]]
 git-tree-sha1 = "eda490d06b9f7c00752ee81cfa451efe55521e21"
@@ -884,9 +926,9 @@ version = "0.5.4"
 
 [[deps.OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "f71d8950b724e9ff6110fc948dff5a329f901d64"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.8"
+version = "1.12.10"
 
 [[deps.Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -904,15 +946,15 @@ uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 
 [[deps.OpenSSL]]
 deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "6503b77492fd7fcb9379bf73cd31035670e3c509"
+git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
 uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.3.3"
+version = "1.4.1"
 
 [[deps.OpenSSL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f6e9dba33f9f2c44e08a020b0caf6903be540004"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.19+0"
+version = "1.1.21+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -922,9 +964,9 @@ version = "0.5.5+0"
 
 [[deps.Optimisers]]
 deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "e657acef119cc0de2a8c0762666d3b64727b053b"
+git-tree-sha1 = "e5a1825d3d53aa4ad4fb42bd4927011ad4a78c3d"
 uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
-version = "0.2.14"
+version = "0.2.15"
 
 [[deps.Opus_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -933,9 +975,9 @@ uuid = "91d4177d-7536-5919-b921-800302f37372"
 version = "1.3.2+0"
 
 [[deps.OrderedCollections]]
-git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
+git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.4.1"
+version = "1.6.0"
 
 [[deps.PCRE2_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -943,15 +985,15 @@ uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
 
 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "cf494dca75a69712a72b80bc48f59dcf3dea63ec"
+git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.16"
+version = "0.11.17"
 
 [[deps.Parsers]]
-deps = ["Dates", "SnoopPrecompile"]
-git-tree-sha1 = "8175fc2b118a3755113c8e68084dc1a9e63c61ee"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.3"
+version = "2.7.1"
 
 [[deps.Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -959,10 +1001,10 @@ uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
 version = "1.3.0"
 
 [[deps.Pixman_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
+git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.40.1+0"
+version = "0.42.2+0"
 
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
@@ -975,28 +1017,34 @@ uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
 version = "3.1.0"
 
 [[deps.PlotUtils]]
-deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "SnoopPrecompile", "Statistics"]
-git-tree-sha1 = "daff8d21e3f4c596387867329be49b8c45f4f0f3"
+deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
+git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.3.3"
+version = "1.3.5"
 
 [[deps.Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SnoopPrecompile", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
-git-tree-sha1 = "a99bbd3664bb12a775cda2eba7f3b2facf3dad94"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
+git-tree-sha1 = "75ca67b2c6512ad2d0c767a7cfc55e75075f8bbc"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.38.2"
+version = "1.38.16"
+
+[[deps.PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.2"
 
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.3.0"
+version = "1.4.0"
 
 [[deps.PrettyTables]]
 deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "96f6db03ab535bdb901300f88335257b0018689d"
+git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.2.2"
+version = "2.2.4"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -1022,9 +1070,9 @@ version = "5.15.3+2"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "de191bc385072cc6c7ed3ffdc1caeed3f22c74d4"
+git-tree-sha1 = "6ec7ac8412e83d57e313393220879ede1740f9ee"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.7.0"
+version = "2.8.2"
 
 [[deps.REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
@@ -1041,9 +1089,9 @@ version = "0.3.2"
 
 [[deps.Ratios]]
 deps = ["Requires"]
-git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734"
+git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.3"
+version = "0.4.5"
 
 [[deps.RealDot]]
 deps = ["LinearAlgebra"]
@@ -1052,22 +1100,22 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
 [[deps.RecipesBase]]
-deps = ["SnoopPrecompile"]
-git-tree-sha1 = "261dddd3b862bd2c940cf6ca4d1c8fe593e457c8"
+deps = ["PrecompileTools"]
+git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.3.3"
+version = "1.3.4"
 
 [[deps.RecipesPipeline]]
-deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase", "SnoopPrecompile"]
-git-tree-sha1 = "e974477be88cb5e3040009f3767611bc6357846f"
+deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"]
+git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342"
 uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
-version = "0.6.11"
+version = "0.6.12"
 
 [[deps.RecursiveArrayTools]]
-deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables", "ZygoteRules"]
-git-tree-sha1 = "fcf0962b399f3bc0fa13ae7274db7879c3ef9f1e"
+deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "Tables", "ZygoteRules"]
+git-tree-sha1 = "a5ce741acddc02f0d4fc6505463ca89697d7fb23"
 uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
-version = "2.35.0"
+version = "2.32.3"
 
 [[deps.Reexport]]
 git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
@@ -1088,27 +1136,27 @@ version = "1.3.0"
 
 [[deps.Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "bf3188feca147ce108c76ad82c2792c57abe7b1f"
+git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.7.0"
+version = "0.7.1"
 
 [[deps.Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "68db32dff12bb6127bac73c209881191bf0efbb7"
+git-tree-sha1 = "6ed52fdd3382cf21947b15e8870ac0ddbff736da"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.3.0+0"
+version = "0.4.0+0"
 
 [[deps.Roots]]
 deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"]
-git-tree-sha1 = "a3db467ce768343235032a1ca0830fc64158dadf"
+git-tree-sha1 = "de432823e8aab4dd1a985be4be768f95acf152d4"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
-version = "2.0.8"
+version = "2.0.17"
 
 [[deps.RuntimeGeneratedFunctions]]
 deps = ["ExprTools", "SHA", "Serialization"]
-git-tree-sha1 = "50314d2ef65fce648975a8e80ae6d8409ebbf835"
+git-tree-sha1 = "237edc1563bbf078629b4f8d194bd334e97907cf"
 uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
-version = "0.5.5"
+version = "0.5.11"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -1126,15 +1174,15 @@ version = "3.0.0"
 
 [[deps.Scratch]]
 deps = ["Dates"]
-git-tree-sha1 = "f94f779c94e58bf9ea243e77a37e16d9de9126bd"
+git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
 uuid = "6c6a2e73-6563-6170-7368-637461726353"
-version = "1.1.1"
+version = "1.2.0"
 
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "c02bd3c9c3fc8463d3591a62a378f90d2d8ab0f3"
+git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.3.17"
+version = "1.4.0"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -1171,9 +1219,9 @@ uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
+git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.0"
+version = "1.1.1"
 
 [[deps.SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
@@ -1181,9 +1229,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[deps.SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "d75bda01f8c31ebb72df80a46c88b25d1c79c56d"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.1.7"
+version = "2.3.0"
 
 [[deps.SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1193,9 +1241,9 @@ version = "0.1.15"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "6954a456979f23d05085727adb17c4551c19ecd1"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.12"
+version = "1.6.0"
 
 [[deps.StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1214,9 +1262,9 @@ uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "f9af7f195fb13589dd2e2d57fdb401717d2eb1f6"
+git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.5.0"
+version = "1.6.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
@@ -1226,15 +1274,15 @@ version = "0.33.21"
 
 [[deps.StatsFuns]]
 deps = ["ChainRulesCore", "HypergeometricFunctions", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "ab6083f09b3e617e34a956b43e9d51b824206932"
+git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.1.1"
+version = "1.3.0"
 
 [[deps.StatsPlots]]
-deps = ["AbstractFFTs", "Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "e0d5bc26226ab1b7648278169858adcfbd861780"
+deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
+git-tree-sha1 = "14ef622cf28b05e38f8af1de57bc9142b03fbfe3"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.15.4"
+version = "0.15.5"
 
 [[deps.StringManipulation]]
 git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123"
@@ -1243,20 +1291,14 @@ version = "0.3.0"
 
 [[deps.StructArrays]]
 deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
-git-tree-sha1 = "b03a3b745aa49b566f128977a7dd1be8711c5e71"
+git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.6.14"
+version = "0.6.15"
 
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
-[[deps.SymbolicIndexingInterface]]
-deps = ["DocStringExtensions"]
-git-tree-sha1 = "6b764c160547240d868be4e961a5037f47ad7379"
-uuid = "2efcf032-c050-4f8e-a9bb-153293bab1f5"
-version = "0.2.1"
-
 [[deps.TOML]]
 deps = ["Dates"]
 uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
@@ -1275,9 +1317,9 @@ version = "1.0.1"
 
 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
-git-tree-sha1 = "c79322d36826aa2f4fd8ecfa96ddb47b174ac78d"
+git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.10.0"
+version = "1.10.1"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
@@ -1291,9 +1333,9 @@ version = "0.1.1"
 
 [[deps.TerminalLoggers]]
 deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
-git-tree-sha1 = "f53e34e784ae771eb9ccde4d72e578aa453d0554"
+git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
 uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
-version = "0.1.6"
+version = "0.1.7"
 
 [[deps.Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
@@ -1301,21 +1343,21 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "77817887c4b414b9c6914c61273910e3234eb21c"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.23"
+version = "0.2.26"
 
 [[deps.TranscodingStreams]]
 deps = ["Random", "Test"]
-git-tree-sha1 = "94f38103c984f89cf77c402f2a68dbd870f8165f"
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.11"
+version = "0.9.13"
 
 [[deps.Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.75"
+version = "0.4.77"
 
 [[deps.Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1324,9 +1366,9 @@ uuid = "fce5fe82-541a-59a6-adf8-730c64b5f9a0"
 version = "0.22.0"
 
 [[deps.URIs]]
-git-tree-sha1 = "ac00576f90d8a259f2c9d823e91d1de3fd44d348"
+git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.4.1"
+version = "1.4.2"
 
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
@@ -1346,6 +1388,29 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
 uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
+[[deps.Unitful]]
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
+uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
+version = "1.15.0"
+
+[[deps.UnitfulLatexify]]
+deps = ["LaTeXStrings", "Latexify", "Unitful"]
+git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
+uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
+version = "1.6.3"
+
+[[deps.UnsafeAtomics]]
+git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
+uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
+version = "0.2.1"
+
+[[deps.UnsafeAtomicsLLVM]]
+deps = ["LLVM", "UnsafeAtomics"]
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
+version = "0.1.3"
+
 [[deps.Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
 uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
@@ -1388,16 +1453,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[deps.Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[deps.Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[deps.Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1406,10 +1471,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[deps.Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[deps.Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1448,22 +1513,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[deps.Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[deps.Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[deps.Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[deps.Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1496,38 +1561,38 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[deps.Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[deps.Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[deps.Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[deps.Zlib_jll]]
 deps = ["Libdl"]
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
 
 [[deps.Zstd_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "e45044cd873ded54b6a5bac0eb5c971392cf1927"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
 uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.5.2+0"
+version = "1.5.5+0"
 
 [[deps.ZygoteRules]]
-deps = ["MacroTools"]
-git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
+deps = ["ChainRulesCore", "MacroTools"]
+git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
-version = "0.2.2"
+version = "0.2.3"
 
 [[deps.fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
diff --git a/tutorials/docs-02-contributing-style-guide/Manifest.toml b/tutorials/docs-02-contributing-style-guide/Manifest.toml
index ea4ec1254..fe810d20d 100644
--- a/tutorials/docs-02-contributing-style-guide/Manifest.toml
+++ b/tutorials/docs-02-contributing-style-guide/Manifest.toml
@@ -6,9 +6,9 @@ project_hash = "102d486b18af7951cac72d56aec7c8e37b50a316"
 
 [[deps.AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "69f7020bd72f069c219b5e8c236c1fa90d2cb409"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.2.1"
+version = "1.4.0"
 
 [[deps.AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -18,9 +18,9 @@ version = "4.2.0"
 
 [[deps.AbstractPPL]]
 deps = ["AbstractMCMC", "DensityInterface", "Random", "Setfield", "SparseArrays"]
-git-tree-sha1 = "8f5d88dc15df270d8778ade9442d608939c75659"
+git-tree-sha1 = "33ea6c6837332395dbf3ba336f273c9f7fcf4db9"
 uuid = "7a57a42e-76ec-4ea3-a279-07e840d6d9cf"
-version = "0.5.3"
+version = "0.5.4"
 
 [[deps.AbstractTrees]]
 git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c"
@@ -28,10 +28,10 @@ uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
 version = "0.4.4"
 
 [[deps.Adapt]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "0310e08cb19f5da31d08341c6120c047598f5b9c"
+deps = ["LinearAlgebra", "Requires"]
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.5.0"
+version = "3.6.2"
 
 [[deps.AdvancedHMC]]
 deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "Setfield", "Statistics", "StatsBase", "StatsFuns", "UnPack"]
@@ -77,6 +77,12 @@ git-tree-sha1 = "e214a9b9bd1b4e1b4f15b22c0994862b66af7ff7"
 uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.0+3"
 
+[[deps.ArrayInterface]]
+deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
+uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
+version = "7.4.11"
+
 [[deps.ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
 git-tree-sha1 = "e5f08b5689b1aad068e01751889f2f615c7db36d"
@@ -84,14 +90,20 @@ uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2"
 version = "0.1.29"
 
 [[deps.ArrayInterfaceStaticArraysCore]]
-deps = ["Adapt", "ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
-git-tree-sha1 = "93c8ba53d8d26e124a5a8d4ec914c3a16e6a0970"
+deps = ["ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
+git-tree-sha1 = "01a9f8e6cfc2bfdd01d333f70b8014a04893103c"
 uuid = "dd5226c6-a4d4-4bc7-8575-46859f9c95b9"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
+[[deps.Atomix]]
+deps = ["UnsafeAtomics"]
+git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+version = "0.1.0"
+
 [[deps.AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
 git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
@@ -105,10 +117,10 @@ uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
 version = "0.4.6"
 
 [[deps.BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.37"
+version = "0.3.39"
 
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -120,9 +132,9 @@ version = "0.1.1"
 
 [[deps.Bijectors]]
 deps = ["ArgCheck", "ChainRulesCore", "ChangesOfVariables", "Compat", "Distributions", "Functors", "InverseFunctions", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "MappedArrays", "Random", "Reexport", "Requires", "Roots", "SparseArrays", "Statistics"]
-git-tree-sha1 = "a3704b8e5170f9339dff4e6cb286ad49464d3646"
+git-tree-sha1 = "1234b03e94938e6f2b14834dfd3ef45698d5e14f"
 uuid = "76274a88-744f-5084-9051-94815aaf08c4"
-version = "0.10.6"
+version = "0.10.8"
 
 [[deps.BitFlags]]
 git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d"
@@ -135,6 +147,11 @@ git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
 uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
 version = "1.0.8+0"
 
+[[deps.CEnum]]
+git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
+uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
+version = "0.4.2"
+
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
 git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
@@ -149,27 +166,27 @@ version = "0.5.1"
 
 [[deps.ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "c46adabdd0348f0ee8de91142cfc4a72a613ac0a"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.46.1"
+version = "1.52.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.7"
+version = "1.16.0"
 
 [[deps.ChangesOfVariables]]
-deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
-git-tree-sha1 = "844b061c104c408b24537482469400af6075aae4"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.5"
+version = "0.1.8"
 
 [[deps.Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "64df3da1d2a26f4de23871cd1b6482bb68092bd5"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.3"
+version = "0.15.3"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -178,10 +195,10 @@ uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
 version = "0.7.1"
 
 [[deps.ColorSchemes]]
-deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"]
-git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3"
+deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
+git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.20.0"
+version = "3.21.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -207,9 +224,9 @@ uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 version = "1.0.2"
 
 [[deps.CommonSolve]]
-git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852"
+git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
-version = "0.2.3"
+version = "0.2.4"
 
 [[deps.CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -219,18 +236,24 @@ version = "0.3.0"
 
 [[deps.Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "00a2cccc7f098ff3b66806862d275ca3db9e6e5a"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.5.0"
+version = "4.7.0"
 
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 
 [[deps.CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
+
+[[deps.ConcurrentUtilities]]
+deps = ["Serialization", "Sockets"]
+git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9"
+uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
+version = "2.2.0"
 
 [[deps.ConsoleProgressMonitor]]
 deps = ["Logging", "ProgressMeter"]
@@ -240,9 +263,9 @@ version = "0.1.2"
 
 [[deps.ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "fb21ddd70a051d882a1686a5a550990bbe371a95"
+git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.4.1"
+version = "1.5.2"
 
 [[deps.Contour]]
 git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
@@ -255,27 +278,21 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[deps.DataAPI]]
-git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.14.0"
+version = "1.15.0"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
 uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
 version = "1.0.0"
 
-[[deps.DataValues]]
-deps = ["DataValueInterfaces", "Dates"]
-git-tree-sha1 = "d88a19299eba280a6d062e135a43f00323ae70bf"
-uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5"
-version = "0.4.13"
-
 [[deps.Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
@@ -303,37 +320,37 @@ version = "1.1.0"
 
 [[deps.DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "c5b6685d53f933c11404a3ae9822afe30d522494"
+git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.12.2"
+version = "1.15.1"
 
 [[deps.Distances]]
 deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "3258d0659f812acde79e8a74b11f17ac06d0ca04"
+git-tree-sha1 = "49eba9ad9f7ead780bfb7ee319f962c811c6d3b2"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.10.7"
+version = "0.10.8"
 
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
-deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "74911ad88921455c6afcad1eefa12bd7b1724631"
+deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.80"
+version = "0.25.98"
 
 [[deps.DistributionsAD]]
-deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"]
-git-tree-sha1 = "0c139e48a8cea06c6ecbbec19d3ebc5dcbd7870d"
+deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
+git-tree-sha1 = "1fb4fedd5a407243d535cc50c8c803c2fce0dc26"
 uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
-version = "0.6.43"
+version = "0.6.49"
 
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
-git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
+git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.9.3"
+version = "0.8.6"
 
 [[deps.Downloads]]
 deps = ["ArgTools", "LibCURL", "NetworkOptions"]
@@ -352,26 +369,32 @@ uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
 version = "0.21.4"
 
 [[deps.EllipticalSliceSampling]]
-deps = ["AbstractMCMC", "ArrayInterfaceCore", "Distributions", "Random", "Statistics"]
-git-tree-sha1 = "4cda4527e990c0cc201286e0a0bfbbce00abcfc2"
+deps = ["AbstractMCMC", "ArrayInterface", "Distributions", "Random", "Statistics"]
+git-tree-sha1 = "973b4927d112559dc737f55d6bf06503a5b3fc14"
 uuid = "cad2338a-1db2-11e9-3401-43bc07c9ede2"
-version = "1.0.0"
+version = "1.1.0"
 
 [[deps.EnumX]]
 git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[deps.ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[deps.Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[deps.ExprTools]]
-git-tree-sha1 = "56559bbef6ca5ea0c0818fa5c90320398a6fbf8d"
+git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
 uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.FFMPEG]]
 deps = ["FFMPEG_jll"]
@@ -387,9 +410,9 @@ version = "4.4.2+2"
 
 [[deps.FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "90630efff0894f8142308e334473eba54c433549"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.5.0"
+version = "1.7.1"
 
 [[deps.FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -399,9 +422,9 @@ version = "3.3.10+0"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "d3ba08ab64bdfd27234d3f61956c966266757fe6"
+git-tree-sha1 = "7072f1e3e5a8be51d525d64f63d3ec1287ff2790"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.13.7"
+version = "0.13.11"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
@@ -423,15 +446,15 @@ version = "0.4.2"
 
 [[deps.ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "a69dd6db8a809f78846ff259298678f0d6212180"
+git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.34"
+version = "0.10.35"
 
 [[deps.FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[deps.FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -446,9 +469,9 @@ version = "1.1.3"
 
 [[deps.FunctionWrappersWrappers]]
 deps = ["FunctionWrappers"]
-git-tree-sha1 = "a5e6e7f12607e90d71b09e6ce2c965e41b337968"
+git-tree-sha1 = "b104d487b34566608f8b4e1c39fb0b10aa279ff8"
 uuid = "77dc65aa-8811-40c2-897b-53d922fa7daf"
-version = "0.1.1"
+version = "0.1.3"
 
 [[deps.Functors]]
 deps = ["LinearAlgebra"]
@@ -468,21 +491,21 @@ version = "3.3.8+0"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "57f7cde02d7a53c9d1d28443b9f11ac5fbe7ebc9"
+git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.3"
+version = "0.1.5"
 
 [[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 = "9e23bd6bb3eb4300cb567bdf63e2c14e5d2ffdbc"
+git-tree-sha1 = "8b8a2fd4536ece6e554168c21860b6820a8a83db"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.71.5"
+version = "0.72.7"
 
 [[deps.GR_jll]]
-deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "aa23c9f9b7c0ba6baeabe966ea1c7d2c7487ef90"
+deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
+git-tree-sha1 = "19fad9cd9ae44847fe842558a744748084a722d1"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.71.5+0"
+version = "0.72.7+0"
 
 [[deps.Gettext_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -508,10 +531,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[deps.HTTP]]
-deps = ["Base64", "CodecZlib", "Dates", "IniFile", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "37e4657cd56b11abe3d10cd4a1ec5fbdb4180263"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.7.4"
+version = "1.9.8"
 
 [[deps.HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -520,21 +543,16 @@ uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
 version = "2.8.1+1"
 
 [[deps.HypergeometricFunctions]]
-deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions", "Test"]
-git-tree-sha1 = "709d864e3ed6e3545230601f94e11ebc65994641"
+deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.11"
+version = "0.3.18"
 
 [[deps.IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "2e99184fca5eb6f075944b04c22edec29beb4778"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.7"
-
-[[deps.IniFile]]
-git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625"
-uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
-version = "0.5.1"
+version = "0.4.10"
 
 [[deps.InitialValues]]
 git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
@@ -549,9 +567,9 @@ version = "0.3.0"
 
 [[deps.IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d979e54b71da82f3a65b62553da4fc3d18c9004c"
+git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2018.0.3+2"
+version = "2023.1.0+0"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -571,19 +589,19 @@ version = "0.7.4"
 
 [[deps.InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.8"
+version = "0.1.10"
 
 [[deps.InvertedIndices]]
-git-tree-sha1 = "82aec7a3dd64f4d9584659dc0b62ef7db2ef3e19"
+git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
 uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
-version = "1.2.0"
+version = "1.3.0"
 
 [[deps.IrrationalConstants]]
-git-tree-sha1 = "7fd44fd4ff43fc60815f8e764c0f352b83c49151"
+git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
 uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
-version = "0.1.1"
+version = "0.2.2"
 
 [[deps.IterTools]]
 git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5"
@@ -609,21 +627,27 @@ version = "1.4.1"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
-git-tree-sha1 = "3c837543ddb02250ef42f4738347454f95079d4e"
+git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-version = "0.21.3"
+version = "0.21.4"
 
 [[deps.JpegTurbo_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b53380851c6e6664204efb2e62cd24fa5c47e4ba"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "2.1.2+0"
+version = "2.1.91+0"
+
+[[deps.KernelAbstractions]]
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
+uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+version = "0.9.6"
 
 [[deps.KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "9816b296736292a80b9a3200eb7fbb57aaa3917a"
+git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.5"
+version = "0.6.7"
 
 [[deps.LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -637,10 +661,28 @@ git-tree-sha1 = "bf36f528eec6634efc60d7ec062008f171071434"
 uuid = "88015f11-f218-50d7-93a8-a6af411a945d"
 version = "3.0.0+1"
 
+[[deps.LLVM]]
+deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
+uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
+version = "6.1.0"
+
+[[deps.LLVMExtra_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
+uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
+version = "0.0.23+0"
+
+[[deps.LLVMOpenMP_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b"
+uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
+version = "15.0.4+0"
+
 [[deps.LRUCache]]
-git-tree-sha1 = "d862633ef6097461037a00a13f709a62ae4bdfdd"
+git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
 uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
-version = "1.4.0"
+version = "1.4.1"
 
 [[deps.LZO_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -655,9 +697,9 @@ version = "1.3.0"
 
 [[deps.Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"]
-git-tree-sha1 = "2422f47b34d4b127720a18f86fa7b1aa2e141f29"
+git-tree-sha1 = "f428ae552340899a935973270b8d98e5a31c49fe"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.15.18"
+version = "0.16.1"
 
 [[deps.LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
@@ -754,9 +796,9 @@ version = "1.0.3"
 
 [[deps.LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "45b288af6956e67e621c5cbb2d75a261ab58300b"
+git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.20"
+version = "0.3.24"
 
 [[deps.Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
@@ -769,9 +811,9 @@ version = "0.4.9"
 
 [[deps.MCMCChains]]
 deps = ["AbstractMCMC", "AxisArrays", "Dates", "Distributions", "Formatting", "IteratorInterfaceExtensions", "KernelDensity", "LinearAlgebra", "MCMCDiagnosticTools", "MLJModelInterface", "NaturalSort", "OrderedCollections", "PrettyTables", "Random", "RecipesBase", "Serialization", "Statistics", "StatsBase", "StatsFuns", "TableTraits", "Tables"]
-git-tree-sha1 = "8577f598f0991e7bdf9472a8a59938b1e253b493"
+git-tree-sha1 = "c659f7508035a7bdd5102aef2de028ab035f289a"
 uuid = "c7f686f2-ff18-58e9-bc7b-31028e88f75d"
-version = "5.6.1"
+version = "5.7.1"
 
 [[deps.MCMCDiagnosticTools]]
 deps = ["AbstractFFTs", "DataAPI", "DataStructures", "Distributions", "LinearAlgebra", "MLJModelInterface", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tables"]
@@ -781,9 +823,9 @@ version = "0.2.6"
 
 [[deps.MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[deps.MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -798,9 +840,9 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.10"
 
 [[deps.MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[deps.Markdown]]
 deps = ["Base64"]
@@ -823,9 +865,9 @@ version = "0.3.2"
 
 [[deps.MicroCollections]]
 deps = ["BangBang", "InitialValues", "Setfield"]
-git-tree-sha1 = "4d5917a26ca33c66c8e5ca3247bd163624d35493"
+git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e"
 uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
@@ -841,27 +883,27 @@ uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
 [[deps.MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
-git-tree-sha1 = "efe9c8ecab7a6311d4b91568bd6c88897822fabe"
+git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
 uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.10.0"
+version = "0.10.2"
 
 [[deps.NNlib]]
-deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "b488fc28dfae4c8ec3d61a34a0143a4245e7b13b"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
+git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.16"
+version = "0.8.21"
 
 [[deps.NaNMath]]
 deps = ["OpenLibm_jll"]
-git-tree-sha1 = "a7c3d1da1189a1c2fe843a3bfa04d18d20eb3211"
+git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "1.0.1"
+version = "1.0.2"
 
 [[deps.NamedArrays]]
 deps = ["Combinatorics", "DataStructures", "DelimitedFiles", "InvertedIndices", "LinearAlgebra", "Random", "Requires", "SparseArrays", "Statistics"]
-git-tree-sha1 = "2fd5787125d1a93fbe30961bd841707b8a80d75b"
+git-tree-sha1 = "b84e17976a40cb2bfe3ae7edb3673a8c630d4f95"
 uuid = "86f7a689-2022-50b4-a561-43c23ac3c673"
-version = "0.9.6"
+version = "0.9.8"
 
 [[deps.NaturalSort]]
 git-tree-sha1 = "eda490d06b9f7c00752ee81cfa451efe55521e21"
@@ -884,9 +926,9 @@ version = "0.5.4"
 
 [[deps.OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "f71d8950b724e9ff6110fc948dff5a329f901d64"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.8"
+version = "1.12.10"
 
 [[deps.Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -904,15 +946,15 @@ uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 
 [[deps.OpenSSL]]
 deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "6503b77492fd7fcb9379bf73cd31035670e3c509"
+git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
 uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.3.3"
+version = "1.4.1"
 
 [[deps.OpenSSL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f6e9dba33f9f2c44e08a020b0caf6903be540004"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.19+0"
+version = "1.1.21+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -922,9 +964,9 @@ version = "0.5.5+0"
 
 [[deps.Optimisers]]
 deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "e657acef119cc0de2a8c0762666d3b64727b053b"
+git-tree-sha1 = "e5a1825d3d53aa4ad4fb42bd4927011ad4a78c3d"
 uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
-version = "0.2.14"
+version = "0.2.15"
 
 [[deps.Opus_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -933,9 +975,9 @@ uuid = "91d4177d-7536-5919-b921-800302f37372"
 version = "1.3.2+0"
 
 [[deps.OrderedCollections]]
-git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
+git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.4.1"
+version = "1.6.0"
 
 [[deps.PCRE2_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -943,15 +985,15 @@ uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
 
 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "cf494dca75a69712a72b80bc48f59dcf3dea63ec"
+git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.16"
+version = "0.11.17"
 
 [[deps.Parsers]]
-deps = ["Dates", "SnoopPrecompile"]
-git-tree-sha1 = "8175fc2b118a3755113c8e68084dc1a9e63c61ee"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.3"
+version = "2.7.1"
 
 [[deps.Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -959,10 +1001,10 @@ uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
 version = "1.3.0"
 
 [[deps.Pixman_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
+git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.40.1+0"
+version = "0.42.2+0"
 
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
@@ -975,28 +1017,34 @@ uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
 version = "3.1.0"
 
 [[deps.PlotUtils]]
-deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "SnoopPrecompile", "Statistics"]
-git-tree-sha1 = "daff8d21e3f4c596387867329be49b8c45f4f0f3"
+deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
+git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.3.3"
+version = "1.3.5"
 
 [[deps.Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SnoopPrecompile", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
-git-tree-sha1 = "a99bbd3664bb12a775cda2eba7f3b2facf3dad94"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
+git-tree-sha1 = "75ca67b2c6512ad2d0c767a7cfc55e75075f8bbc"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.38.2"
+version = "1.38.16"
+
+[[deps.PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.2"
 
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.3.0"
+version = "1.4.0"
 
 [[deps.PrettyTables]]
 deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "96f6db03ab535bdb901300f88335257b0018689d"
+git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.2.2"
+version = "2.2.4"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -1022,9 +1070,9 @@ version = "5.15.3+2"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "de191bc385072cc6c7ed3ffdc1caeed3f22c74d4"
+git-tree-sha1 = "6ec7ac8412e83d57e313393220879ede1740f9ee"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.7.0"
+version = "2.8.2"
 
 [[deps.REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
@@ -1041,9 +1089,9 @@ version = "0.3.2"
 
 [[deps.Ratios]]
 deps = ["Requires"]
-git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734"
+git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.3"
+version = "0.4.5"
 
 [[deps.RealDot]]
 deps = ["LinearAlgebra"]
@@ -1052,22 +1100,22 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
 [[deps.RecipesBase]]
-deps = ["SnoopPrecompile"]
-git-tree-sha1 = "261dddd3b862bd2c940cf6ca4d1c8fe593e457c8"
+deps = ["PrecompileTools"]
+git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.3.3"
+version = "1.3.4"
 
 [[deps.RecipesPipeline]]
-deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase", "SnoopPrecompile"]
-git-tree-sha1 = "e974477be88cb5e3040009f3767611bc6357846f"
+deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"]
+git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342"
 uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
-version = "0.6.11"
+version = "0.6.12"
 
 [[deps.RecursiveArrayTools]]
-deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables", "ZygoteRules"]
-git-tree-sha1 = "fcf0962b399f3bc0fa13ae7274db7879c3ef9f1e"
+deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "Tables", "ZygoteRules"]
+git-tree-sha1 = "a5ce741acddc02f0d4fc6505463ca89697d7fb23"
 uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
-version = "2.35.0"
+version = "2.32.3"
 
 [[deps.Reexport]]
 git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
@@ -1088,27 +1136,27 @@ version = "1.3.0"
 
 [[deps.Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "bf3188feca147ce108c76ad82c2792c57abe7b1f"
+git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.7.0"
+version = "0.7.1"
 
 [[deps.Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "68db32dff12bb6127bac73c209881191bf0efbb7"
+git-tree-sha1 = "6ed52fdd3382cf21947b15e8870ac0ddbff736da"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.3.0+0"
+version = "0.4.0+0"
 
 [[deps.Roots]]
 deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"]
-git-tree-sha1 = "a3db467ce768343235032a1ca0830fc64158dadf"
+git-tree-sha1 = "de432823e8aab4dd1a985be4be768f95acf152d4"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
-version = "2.0.8"
+version = "2.0.17"
 
 [[deps.RuntimeGeneratedFunctions]]
 deps = ["ExprTools", "SHA", "Serialization"]
-git-tree-sha1 = "50314d2ef65fce648975a8e80ae6d8409ebbf835"
+git-tree-sha1 = "237edc1563bbf078629b4f8d194bd334e97907cf"
 uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
-version = "0.5.5"
+version = "0.5.11"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -1126,15 +1174,15 @@ version = "3.0.0"
 
 [[deps.Scratch]]
 deps = ["Dates"]
-git-tree-sha1 = "f94f779c94e58bf9ea243e77a37e16d9de9126bd"
+git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
 uuid = "6c6a2e73-6563-6170-7368-637461726353"
-version = "1.1.1"
+version = "1.2.0"
 
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "c02bd3c9c3fc8463d3591a62a378f90d2d8ab0f3"
+git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.3.17"
+version = "1.4.0"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -1171,9 +1219,9 @@ uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
+git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.0"
+version = "1.1.1"
 
 [[deps.SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
@@ -1181,9 +1229,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[deps.SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "d75bda01f8c31ebb72df80a46c88b25d1c79c56d"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.1.7"
+version = "2.3.0"
 
 [[deps.SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1193,9 +1241,9 @@ version = "0.1.15"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "6954a456979f23d05085727adb17c4551c19ecd1"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.12"
+version = "1.6.0"
 
 [[deps.StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1214,9 +1262,9 @@ uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "f9af7f195fb13589dd2e2d57fdb401717d2eb1f6"
+git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.5.0"
+version = "1.6.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
@@ -1226,15 +1274,15 @@ version = "0.33.21"
 
 [[deps.StatsFuns]]
 deps = ["ChainRulesCore", "HypergeometricFunctions", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "ab6083f09b3e617e34a956b43e9d51b824206932"
+git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.1.1"
+version = "1.3.0"
 
 [[deps.StatsPlots]]
-deps = ["AbstractFFTs", "Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "e0d5bc26226ab1b7648278169858adcfbd861780"
+deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
+git-tree-sha1 = "14ef622cf28b05e38f8af1de57bc9142b03fbfe3"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.15.4"
+version = "0.15.5"
 
 [[deps.StringManipulation]]
 git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123"
@@ -1243,20 +1291,14 @@ version = "0.3.0"
 
 [[deps.StructArrays]]
 deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
-git-tree-sha1 = "b03a3b745aa49b566f128977a7dd1be8711c5e71"
+git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.6.14"
+version = "0.6.15"
 
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
-[[deps.SymbolicIndexingInterface]]
-deps = ["DocStringExtensions"]
-git-tree-sha1 = "6b764c160547240d868be4e961a5037f47ad7379"
-uuid = "2efcf032-c050-4f8e-a9bb-153293bab1f5"
-version = "0.2.1"
-
 [[deps.TOML]]
 deps = ["Dates"]
 uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
@@ -1275,9 +1317,9 @@ version = "1.0.1"
 
 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
-git-tree-sha1 = "c79322d36826aa2f4fd8ecfa96ddb47b174ac78d"
+git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.10.0"
+version = "1.10.1"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
@@ -1291,9 +1333,9 @@ version = "0.1.1"
 
 [[deps.TerminalLoggers]]
 deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
-git-tree-sha1 = "f53e34e784ae771eb9ccde4d72e578aa453d0554"
+git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
 uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
-version = "0.1.6"
+version = "0.1.7"
 
 [[deps.Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
@@ -1301,21 +1343,21 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "77817887c4b414b9c6914c61273910e3234eb21c"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.23"
+version = "0.2.26"
 
 [[deps.TranscodingStreams]]
 deps = ["Random", "Test"]
-git-tree-sha1 = "94f38103c984f89cf77c402f2a68dbd870f8165f"
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.11"
+version = "0.9.13"
 
 [[deps.Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.75"
+version = "0.4.77"
 
 [[deps.Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1324,9 +1366,9 @@ uuid = "fce5fe82-541a-59a6-adf8-730c64b5f9a0"
 version = "0.22.0"
 
 [[deps.URIs]]
-git-tree-sha1 = "ac00576f90d8a259f2c9d823e91d1de3fd44d348"
+git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.4.1"
+version = "1.4.2"
 
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
@@ -1346,6 +1388,29 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
 uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
+[[deps.Unitful]]
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
+uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
+version = "1.15.0"
+
+[[deps.UnitfulLatexify]]
+deps = ["LaTeXStrings", "Latexify", "Unitful"]
+git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
+uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
+version = "1.6.3"
+
+[[deps.UnsafeAtomics]]
+git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
+uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
+version = "0.2.1"
+
+[[deps.UnsafeAtomicsLLVM]]
+deps = ["LLVM", "UnsafeAtomics"]
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
+version = "0.1.3"
+
 [[deps.Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
 uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
@@ -1388,16 +1453,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[deps.Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[deps.Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[deps.Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1406,10 +1471,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[deps.Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[deps.Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1448,22 +1513,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[deps.Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[deps.Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[deps.Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[deps.Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1496,38 +1561,38 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[deps.Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[deps.Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[deps.Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[deps.Zlib_jll]]
 deps = ["Libdl"]
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
 
 [[deps.Zstd_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "e45044cd873ded54b6a5bac0eb5c971392cf1927"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
 uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.5.2+0"
+version = "1.5.5+0"
 
 [[deps.ZygoteRules]]
-deps = ["MacroTools"]
-git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
+deps = ["ChainRulesCore", "MacroTools"]
+git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
-version = "0.2.2"
+version = "0.2.3"
 
 [[deps.fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
diff --git a/tutorials/docs-03-using-turing-sampler-viz/Manifest.toml b/tutorials/docs-03-using-turing-sampler-viz/Manifest.toml
index a63e1c9d0..fe810d20d 100644
--- a/tutorials/docs-03-using-turing-sampler-viz/Manifest.toml
+++ b/tutorials/docs-03-using-turing-sampler-viz/Manifest.toml
@@ -6,9 +6,9 @@ project_hash = "102d486b18af7951cac72d56aec7c8e37b50a316"
 
 [[deps.AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "69f7020bd72f069c219b5e8c236c1fa90d2cb409"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.2.1"
+version = "1.4.0"
 
 [[deps.AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -18,9 +18,9 @@ version = "4.2.0"
 
 [[deps.AbstractPPL]]
 deps = ["AbstractMCMC", "DensityInterface", "Random", "Setfield", "SparseArrays"]
-git-tree-sha1 = "8f5d88dc15df270d8778ade9442d608939c75659"
+git-tree-sha1 = "33ea6c6837332395dbf3ba336f273c9f7fcf4db9"
 uuid = "7a57a42e-76ec-4ea3-a279-07e840d6d9cf"
-version = "0.5.3"
+version = "0.5.4"
 
 [[deps.AbstractTrees]]
 git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c"
@@ -28,10 +28,10 @@ uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
 version = "0.4.4"
 
 [[deps.Adapt]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "0310e08cb19f5da31d08341c6120c047598f5b9c"
+deps = ["LinearAlgebra", "Requires"]
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.5.0"
+version = "3.6.2"
 
 [[deps.AdvancedHMC]]
 deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "Setfield", "Statistics", "StatsBase", "StatsFuns", "UnPack"]
@@ -77,6 +77,12 @@ git-tree-sha1 = "e214a9b9bd1b4e1b4f15b22c0994862b66af7ff7"
 uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.0+3"
 
+[[deps.ArrayInterface]]
+deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
+uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
+version = "7.4.11"
+
 [[deps.ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
 git-tree-sha1 = "e5f08b5689b1aad068e01751889f2f615c7db36d"
@@ -84,14 +90,20 @@ uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2"
 version = "0.1.29"
 
 [[deps.ArrayInterfaceStaticArraysCore]]
-deps = ["Adapt", "ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
-git-tree-sha1 = "93c8ba53d8d26e124a5a8d4ec914c3a16e6a0970"
+deps = ["ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
+git-tree-sha1 = "01a9f8e6cfc2bfdd01d333f70b8014a04893103c"
 uuid = "dd5226c6-a4d4-4bc7-8575-46859f9c95b9"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
+[[deps.Atomix]]
+deps = ["UnsafeAtomics"]
+git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+version = "0.1.0"
+
 [[deps.AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
 git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
@@ -105,10 +117,10 @@ uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
 version = "0.4.6"
 
 [[deps.BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.37"
+version = "0.3.39"
 
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -120,9 +132,14 @@ version = "0.1.1"
 
 [[deps.Bijectors]]
 deps = ["ArgCheck", "ChainRulesCore", "ChangesOfVariables", "Compat", "Distributions", "Functors", "InverseFunctions", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "MappedArrays", "Random", "Reexport", "Requires", "Roots", "SparseArrays", "Statistics"]
-git-tree-sha1 = "a3704b8e5170f9339dff4e6cb286ad49464d3646"
+git-tree-sha1 = "1234b03e94938e6f2b14834dfd3ef45698d5e14f"
 uuid = "76274a88-744f-5084-9051-94815aaf08c4"
-version = "0.10.6"
+version = "0.10.8"
+
+[[deps.BitFlags]]
+git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d"
+uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35"
+version = "0.1.7"
 
 [[deps.Bzip2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -130,6 +147,11 @@ git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
 uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
 version = "1.0.8+0"
 
+[[deps.CEnum]]
+git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
+uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
+version = "0.4.2"
+
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
 git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
@@ -144,33 +166,39 @@ version = "0.5.1"
 
 [[deps.ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "c46adabdd0348f0ee8de91142cfc4a72a613ac0a"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.46.1"
+version = "1.52.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.7"
+version = "1.16.0"
 
 [[deps.ChangesOfVariables]]
-deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
-git-tree-sha1 = "844b061c104c408b24537482469400af6075aae4"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.5"
+version = "0.1.8"
 
 [[deps.Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "64df3da1d2a26f4de23871cd1b6482bb68092bd5"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.3"
+version = "0.15.3"
+
+[[deps.CodecZlib]]
+deps = ["TranscodingStreams", "Zlib_jll"]
+git-tree-sha1 = "9c209fb7536406834aa938fb149964b985de6c83"
+uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
+version = "0.7.1"
 
 [[deps.ColorSchemes]]
-deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"]
-git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3"
+deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
+git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.20.0"
+version = "3.21.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -196,9 +224,9 @@ uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 version = "1.0.2"
 
 [[deps.CommonSolve]]
-git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852"
+git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
-version = "0.2.3"
+version = "0.2.4"
 
 [[deps.CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -208,18 +236,24 @@ version = "0.3.0"
 
 [[deps.Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "00a2cccc7f098ff3b66806862d275ca3db9e6e5a"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.5.0"
+version = "4.7.0"
 
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 
 [[deps.CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
+
+[[deps.ConcurrentUtilities]]
+deps = ["Serialization", "Sockets"]
+git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9"
+uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
+version = "2.2.0"
 
 [[deps.ConsoleProgressMonitor]]
 deps = ["Logging", "ProgressMeter"]
@@ -229,9 +263,9 @@ version = "0.1.2"
 
 [[deps.ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "fb21ddd70a051d882a1686a5a550990bbe371a95"
+git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.4.1"
+version = "1.5.2"
 
 [[deps.Contour]]
 git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
@@ -244,27 +278,21 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[deps.DataAPI]]
-git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.14.0"
+version = "1.15.0"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
 uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
 version = "1.0.0"
 
-[[deps.DataValues]]
-deps = ["DataValueInterfaces", "Dates"]
-git-tree-sha1 = "d88a19299eba280a6d062e135a43f00323ae70bf"
-uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5"
-version = "0.4.13"
-
 [[deps.Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
@@ -292,31 +320,31 @@ version = "1.1.0"
 
 [[deps.DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "c5b6685d53f933c11404a3ae9822afe30d522494"
+git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.12.2"
+version = "1.15.1"
 
 [[deps.Distances]]
 deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "3258d0659f812acde79e8a74b11f17ac06d0ca04"
+git-tree-sha1 = "49eba9ad9f7ead780bfb7ee319f962c811c6d3b2"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.10.7"
+version = "0.10.8"
 
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
-deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "74911ad88921455c6afcad1eefa12bd7b1724631"
+deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.80"
+version = "0.25.98"
 
 [[deps.DistributionsAD]]
-deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"]
-git-tree-sha1 = "0c139e48a8cea06c6ecbbec19d3ebc5dcbd7870d"
+deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
+git-tree-sha1 = "1fb4fedd5a407243d535cc50c8c803c2fce0dc26"
 uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
-version = "0.6.43"
+version = "0.6.49"
 
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
@@ -341,26 +369,32 @@ uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
 version = "0.21.4"
 
 [[deps.EllipticalSliceSampling]]
-deps = ["AbstractMCMC", "ArrayInterfaceCore", "Distributions", "Random", "Statistics"]
-git-tree-sha1 = "4cda4527e990c0cc201286e0a0bfbbce00abcfc2"
+deps = ["AbstractMCMC", "ArrayInterface", "Distributions", "Random", "Statistics"]
+git-tree-sha1 = "973b4927d112559dc737f55d6bf06503a5b3fc14"
 uuid = "cad2338a-1db2-11e9-3401-43bc07c9ede2"
-version = "1.0.0"
+version = "1.1.0"
 
 [[deps.EnumX]]
 git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[deps.ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[deps.Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[deps.ExprTools]]
-git-tree-sha1 = "56559bbef6ca5ea0c0818fa5c90320398a6fbf8d"
+git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
 uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.FFMPEG]]
 deps = ["FFMPEG_jll"]
@@ -376,9 +410,9 @@ version = "4.4.2+2"
 
 [[deps.FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "90630efff0894f8142308e334473eba54c433549"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.5.0"
+version = "1.7.1"
 
 [[deps.FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -388,9 +422,9 @@ version = "3.3.10+0"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "d3ba08ab64bdfd27234d3f61956c966266757fe6"
+git-tree-sha1 = "7072f1e3e5a8be51d525d64f63d3ec1287ff2790"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.13.7"
+version = "0.13.11"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
@@ -412,15 +446,15 @@ version = "0.4.2"
 
 [[deps.ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "a69dd6db8a809f78846ff259298678f0d6212180"
+git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.34"
+version = "0.10.35"
 
 [[deps.FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[deps.FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -435,9 +469,9 @@ version = "1.1.3"
 
 [[deps.FunctionWrappersWrappers]]
 deps = ["FunctionWrappers"]
-git-tree-sha1 = "a5e6e7f12607e90d71b09e6ce2c965e41b337968"
+git-tree-sha1 = "b104d487b34566608f8b4e1c39fb0b10aa279ff8"
 uuid = "77dc65aa-8811-40c2-897b-53d922fa7daf"
-version = "0.1.1"
+version = "0.1.3"
 
 [[deps.Functors]]
 deps = ["LinearAlgebra"]
@@ -457,21 +491,21 @@ version = "3.3.8+0"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "57f7cde02d7a53c9d1d28443b9f11ac5fbe7ebc9"
+git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.3"
+version = "0.1.5"
 
 [[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 = "9e23bd6bb3eb4300cb567bdf63e2c14e5d2ffdbc"
+git-tree-sha1 = "8b8a2fd4536ece6e554168c21860b6820a8a83db"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.71.5"
+version = "0.72.7"
 
 [[deps.GR_jll]]
-deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "aa23c9f9b7c0ba6baeabe966ea1c7d2c7487ef90"
+deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
+git-tree-sha1 = "19fad9cd9ae44847fe842558a744748084a722d1"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.71.5+0"
+version = "0.72.7+0"
 
 [[deps.Gettext_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -497,10 +531,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[deps.HTTP]]
-deps = ["Base64", "Dates", "IniFile", "MbedTLS", "Sockets"]
-git-tree-sha1 = "c7ec02c4c6a039a98a15f955462cd7aea5df4508"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "0.8.19"
+version = "1.9.8"
 
 [[deps.HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -509,21 +543,16 @@ uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
 version = "2.8.1+1"
 
 [[deps.HypergeometricFunctions]]
-deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions", "Test"]
-git-tree-sha1 = "709d864e3ed6e3545230601f94e11ebc65994641"
+deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.11"
+version = "0.3.18"
 
 [[deps.IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "2e99184fca5eb6f075944b04c22edec29beb4778"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.7"
-
-[[deps.IniFile]]
-git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625"
-uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
-version = "0.5.1"
+version = "0.4.10"
 
 [[deps.InitialValues]]
 git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
@@ -538,9 +567,9 @@ version = "0.3.0"
 
 [[deps.IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d979e54b71da82f3a65b62553da4fc3d18c9004c"
+git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2018.0.3+2"
+version = "2023.1.0+0"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -560,19 +589,19 @@ version = "0.7.4"
 
 [[deps.InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.8"
+version = "0.1.10"
 
 [[deps.InvertedIndices]]
-git-tree-sha1 = "82aec7a3dd64f4d9584659dc0b62ef7db2ef3e19"
+git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
 uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
-version = "1.2.0"
+version = "1.3.0"
 
 [[deps.IrrationalConstants]]
-git-tree-sha1 = "7fd44fd4ff43fc60815f8e764c0f352b83c49151"
+git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
 uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
-version = "0.1.1"
+version = "0.2.2"
 
 [[deps.IterTools]]
 git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5"
@@ -598,21 +627,27 @@ version = "1.4.1"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
-git-tree-sha1 = "3c837543ddb02250ef42f4738347454f95079d4e"
+git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-version = "0.21.3"
+version = "0.21.4"
 
 [[deps.JpegTurbo_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b53380851c6e6664204efb2e62cd24fa5c47e4ba"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "2.1.2+0"
+version = "2.1.91+0"
+
+[[deps.KernelAbstractions]]
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
+uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+version = "0.9.6"
 
 [[deps.KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "9816b296736292a80b9a3200eb7fbb57aaa3917a"
+git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.5"
+version = "0.6.7"
 
 [[deps.LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -626,10 +661,28 @@ git-tree-sha1 = "bf36f528eec6634efc60d7ec062008f171071434"
 uuid = "88015f11-f218-50d7-93a8-a6af411a945d"
 version = "3.0.0+1"
 
+[[deps.LLVM]]
+deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
+uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
+version = "6.1.0"
+
+[[deps.LLVMExtra_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
+uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
+version = "0.0.23+0"
+
+[[deps.LLVMOpenMP_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b"
+uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
+version = "15.0.4+0"
+
 [[deps.LRUCache]]
-git-tree-sha1 = "d862633ef6097461037a00a13f709a62ae4bdfdd"
+git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
 uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
-version = "1.4.0"
+version = "1.4.1"
 
 [[deps.LZO_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -644,9 +697,9 @@ version = "1.3.0"
 
 [[deps.Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"]
-git-tree-sha1 = "2422f47b34d4b127720a18f86fa7b1aa2e141f29"
+git-tree-sha1 = "f428ae552340899a935973270b8d98e5a31c49fe"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.15.18"
+version = "0.16.1"
 
 [[deps.LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
@@ -743,9 +796,9 @@ version = "1.0.3"
 
 [[deps.LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "45b288af6956e67e621c5cbb2d75a261ab58300b"
+git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.20"
+version = "0.3.24"
 
 [[deps.Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
@@ -758,9 +811,9 @@ version = "0.4.9"
 
 [[deps.MCMCChains]]
 deps = ["AbstractMCMC", "AxisArrays", "Dates", "Distributions", "Formatting", "IteratorInterfaceExtensions", "KernelDensity", "LinearAlgebra", "MCMCDiagnosticTools", "MLJModelInterface", "NaturalSort", "OrderedCollections", "PrettyTables", "Random", "RecipesBase", "Serialization", "Statistics", "StatsBase", "StatsFuns", "TableTraits", "Tables"]
-git-tree-sha1 = "8577f598f0991e7bdf9472a8a59938b1e253b493"
+git-tree-sha1 = "c659f7508035a7bdd5102aef2de028ab035f289a"
 uuid = "c7f686f2-ff18-58e9-bc7b-31028e88f75d"
-version = "5.6.1"
+version = "5.7.1"
 
 [[deps.MCMCDiagnosticTools]]
 deps = ["AbstractFFTs", "DataAPI", "DataStructures", "Distributions", "LinearAlgebra", "MLJModelInterface", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tables"]
@@ -770,9 +823,9 @@ version = "0.2.6"
 
 [[deps.MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[deps.MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -787,9 +840,9 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.10"
 
 [[deps.MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[deps.Markdown]]
 deps = ["Base64"]
@@ -812,9 +865,9 @@ version = "0.3.2"
 
 [[deps.MicroCollections]]
 deps = ["BangBang", "InitialValues", "Setfield"]
-git-tree-sha1 = "4d5917a26ca33c66c8e5ca3247bd163624d35493"
+git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e"
 uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
@@ -830,27 +883,27 @@ uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
 [[deps.MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
-git-tree-sha1 = "efe9c8ecab7a6311d4b91568bd6c88897822fabe"
+git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
 uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.10.0"
+version = "0.10.2"
 
 [[deps.NNlib]]
-deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "b488fc28dfae4c8ec3d61a34a0143a4245e7b13b"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
+git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.16"
+version = "0.8.21"
 
 [[deps.NaNMath]]
 deps = ["OpenLibm_jll"]
-git-tree-sha1 = "a7c3d1da1189a1c2fe843a3bfa04d18d20eb3211"
+git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "1.0.1"
+version = "1.0.2"
 
 [[deps.NamedArrays]]
 deps = ["Combinatorics", "DataStructures", "DelimitedFiles", "InvertedIndices", "LinearAlgebra", "Random", "Requires", "SparseArrays", "Statistics"]
-git-tree-sha1 = "2fd5787125d1a93fbe30961bd841707b8a80d75b"
+git-tree-sha1 = "b84e17976a40cb2bfe3ae7edb3673a8c630d4f95"
 uuid = "86f7a689-2022-50b4-a561-43c23ac3c673"
-version = "0.9.6"
+version = "0.9.8"
 
 [[deps.NaturalSort]]
 git-tree-sha1 = "eda490d06b9f7c00752ee81cfa451efe55521e21"
@@ -873,9 +926,9 @@ version = "0.5.4"
 
 [[deps.OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "f71d8950b724e9ff6110fc948dff5a329f901d64"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.8"
+version = "1.12.10"
 
 [[deps.Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -891,11 +944,17 @@ uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
 deps = ["Artifacts", "Libdl"]
 uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 
+[[deps.OpenSSL]]
+deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
+git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
+uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
+version = "1.4.1"
+
 [[deps.OpenSSL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f6e9dba33f9f2c44e08a020b0caf6903be540004"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.19+0"
+version = "1.1.21+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -905,9 +964,9 @@ version = "0.5.5+0"
 
 [[deps.Optimisers]]
 deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "e657acef119cc0de2a8c0762666d3b64727b053b"
+git-tree-sha1 = "e5a1825d3d53aa4ad4fb42bd4927011ad4a78c3d"
 uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
-version = "0.2.14"
+version = "0.2.15"
 
 [[deps.Opus_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -916,9 +975,9 @@ uuid = "91d4177d-7536-5919-b921-800302f37372"
 version = "1.3.2+0"
 
 [[deps.OrderedCollections]]
-git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
+git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.4.1"
+version = "1.6.0"
 
 [[deps.PCRE2_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -926,15 +985,15 @@ uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
 
 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "cf494dca75a69712a72b80bc48f59dcf3dea63ec"
+git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.16"
+version = "0.11.17"
 
 [[deps.Parsers]]
-deps = ["Dates", "SnoopPrecompile"]
-git-tree-sha1 = "8175fc2b118a3755113c8e68084dc1a9e63c61ee"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.3"
+version = "2.7.1"
 
 [[deps.Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -942,10 +1001,10 @@ uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
 version = "1.3.0"
 
 [[deps.Pixman_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
+git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.40.1+0"
+version = "0.42.2+0"
 
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
@@ -958,28 +1017,34 @@ uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
 version = "3.1.0"
 
 [[deps.PlotUtils]]
-deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "SnoopPrecompile", "Statistics"]
-git-tree-sha1 = "daff8d21e3f4c596387867329be49b8c45f4f0f3"
+deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
+git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.3.3"
+version = "1.3.5"
 
 [[deps.Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SnoopPrecompile", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
-git-tree-sha1 = "a99bbd3664bb12a775cda2eba7f3b2facf3dad94"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
+git-tree-sha1 = "75ca67b2c6512ad2d0c767a7cfc55e75075f8bbc"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.38.2"
+version = "1.38.16"
+
+[[deps.PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.2"
 
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.3.0"
+version = "1.4.0"
 
 [[deps.PrettyTables]]
 deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "96f6db03ab535bdb901300f88335257b0018689d"
+git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.2.2"
+version = "2.2.4"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -1005,9 +1070,9 @@ version = "5.15.3+2"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "de191bc385072cc6c7ed3ffdc1caeed3f22c74d4"
+git-tree-sha1 = "6ec7ac8412e83d57e313393220879ede1740f9ee"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.7.0"
+version = "2.8.2"
 
 [[deps.REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
@@ -1024,9 +1089,9 @@ version = "0.3.2"
 
 [[deps.Ratios]]
 deps = ["Requires"]
-git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734"
+git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.3"
+version = "0.4.5"
 
 [[deps.RealDot]]
 deps = ["LinearAlgebra"]
@@ -1035,16 +1100,16 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
 [[deps.RecipesBase]]
-deps = ["SnoopPrecompile"]
-git-tree-sha1 = "261dddd3b862bd2c940cf6ca4d1c8fe593e457c8"
+deps = ["PrecompileTools"]
+git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.3.3"
+version = "1.3.4"
 
 [[deps.RecipesPipeline]]
-deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase", "SnoopPrecompile"]
-git-tree-sha1 = "e974477be88cb5e3040009f3767611bc6357846f"
+deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"]
+git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342"
 uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
-version = "0.6.11"
+version = "0.6.12"
 
 [[deps.RecursiveArrayTools]]
 deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "Tables", "ZygoteRules"]
@@ -1071,27 +1136,27 @@ version = "1.3.0"
 
 [[deps.Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "bf3188feca147ce108c76ad82c2792c57abe7b1f"
+git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.7.0"
+version = "0.7.1"
 
 [[deps.Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "68db32dff12bb6127bac73c209881191bf0efbb7"
+git-tree-sha1 = "6ed52fdd3382cf21947b15e8870ac0ddbff736da"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.3.0+0"
+version = "0.4.0+0"
 
 [[deps.Roots]]
 deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"]
-git-tree-sha1 = "a3db467ce768343235032a1ca0830fc64158dadf"
+git-tree-sha1 = "de432823e8aab4dd1a985be4be768f95acf152d4"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
-version = "2.0.8"
+version = "2.0.17"
 
 [[deps.RuntimeGeneratedFunctions]]
 deps = ["ExprTools", "SHA", "Serialization"]
-git-tree-sha1 = "50314d2ef65fce648975a8e80ae6d8409ebbf835"
+git-tree-sha1 = "237edc1563bbf078629b4f8d194bd334e97907cf"
 uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
-version = "0.5.5"
+version = "0.5.11"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -1109,15 +1174,15 @@ version = "3.0.0"
 
 [[deps.Scratch]]
 deps = ["Dates"]
-git-tree-sha1 = "f94f779c94e58bf9ea243e77a37e16d9de9126bd"
+git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
 uuid = "6c6a2e73-6563-6170-7368-637461726353"
-version = "1.1.1"
+version = "1.2.0"
 
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "c02bd3c9c3fc8463d3591a62a378f90d2d8ab0f3"
+git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.3.17"
+version = "1.4.0"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -1138,6 +1203,11 @@ git-tree-sha1 = "91eddf657aca81df9ae6ceb20b959ae5653ad1de"
 uuid = "992d4aef-0814-514b-bc4d-f2e9a6c4116f"
 version = "1.0.3"
 
+[[deps.SimpleBufferStream]]
+git-tree-sha1 = "874e8867b33a00e784c8a7e4b60afe9e037b74e1"
+uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7"
+version = "1.1.0"
+
 [[deps.SnoopPrecompile]]
 deps = ["Preferences"]
 git-tree-sha1 = "e760a70afdcd461cf01a575947738d359234665c"
@@ -1149,9 +1219,9 @@ uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
+git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.0"
+version = "1.1.1"
 
 [[deps.SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
@@ -1159,9 +1229,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[deps.SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "d75bda01f8c31ebb72df80a46c88b25d1c79c56d"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.1.7"
+version = "2.3.0"
 
 [[deps.SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1171,9 +1241,9 @@ version = "0.1.15"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "6954a456979f23d05085727adb17c4551c19ecd1"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.12"
+version = "1.6.0"
 
 [[deps.StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1192,9 +1262,9 @@ uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "f9af7f195fb13589dd2e2d57fdb401717d2eb1f6"
+git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.5.0"
+version = "1.6.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
@@ -1204,15 +1274,15 @@ version = "0.33.21"
 
 [[deps.StatsFuns]]
 deps = ["ChainRulesCore", "HypergeometricFunctions", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "ab6083f09b3e617e34a956b43e9d51b824206932"
+git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.1.1"
+version = "1.3.0"
 
 [[deps.StatsPlots]]
-deps = ["AbstractFFTs", "Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "e0d5bc26226ab1b7648278169858adcfbd861780"
+deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
+git-tree-sha1 = "14ef622cf28b05e38f8af1de57bc9142b03fbfe3"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.15.4"
+version = "0.15.5"
 
 [[deps.StringManipulation]]
 git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123"
@@ -1221,9 +1291,9 @@ version = "0.3.0"
 
 [[deps.StructArrays]]
 deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
-git-tree-sha1 = "b03a3b745aa49b566f128977a7dd1be8711c5e71"
+git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.6.14"
+version = "0.6.15"
 
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
@@ -1247,9 +1317,9 @@ version = "1.0.1"
 
 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
-git-tree-sha1 = "c79322d36826aa2f4fd8ecfa96ddb47b174ac78d"
+git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.10.0"
+version = "1.10.1"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
@@ -1263,9 +1333,9 @@ version = "0.1.1"
 
 [[deps.TerminalLoggers]]
 deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
-git-tree-sha1 = "f53e34e784ae771eb9ccde4d72e578aa453d0554"
+git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
 uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
-version = "0.1.6"
+version = "0.1.7"
 
 [[deps.Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
@@ -1273,15 +1343,21 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "77817887c4b414b9c6914c61273910e3234eb21c"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.23"
+version = "0.2.26"
+
+[[deps.TranscodingStreams]]
+deps = ["Random", "Test"]
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
+uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
+version = "0.9.13"
 
 [[deps.Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.75"
+version = "0.4.77"
 
 [[deps.Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1289,6 +1365,11 @@ git-tree-sha1 = "8a40377bcc4b054ebdc8f680e96cd73a4a6fe2e6"
 uuid = "fce5fe82-541a-59a6-adf8-730c64b5f9a0"
 version = "0.22.0"
 
+[[deps.URIs]]
+git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
+uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
+version = "1.4.2"
+
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
 uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
@@ -1307,6 +1388,29 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
 uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
+[[deps.Unitful]]
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
+uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
+version = "1.15.0"
+
+[[deps.UnitfulLatexify]]
+deps = ["LaTeXStrings", "Latexify", "Unitful"]
+git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
+uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
+version = "1.6.3"
+
+[[deps.UnsafeAtomics]]
+git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
+uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
+version = "0.2.1"
+
+[[deps.UnsafeAtomicsLLVM]]
+deps = ["LLVM", "UnsafeAtomics"]
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
+version = "0.1.3"
+
 [[deps.Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
 uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
@@ -1349,16 +1453,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[deps.Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[deps.Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[deps.Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1367,10 +1471,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[deps.Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[deps.Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1409,22 +1513,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[deps.Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[deps.Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[deps.Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[deps.Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1457,38 +1561,38 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[deps.Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[deps.Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[deps.Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[deps.Zlib_jll]]
 deps = ["Libdl"]
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
 
 [[deps.Zstd_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "e45044cd873ded54b6a5bac0eb5c971392cf1927"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
 uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.5.2+0"
+version = "1.5.5+0"
 
 [[deps.ZygoteRules]]
-deps = ["MacroTools"]
-git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
+deps = ["ChainRulesCore", "MacroTools"]
+git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
-version = "0.2.2"
+version = "0.2.3"
 
 [[deps.fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
diff --git a/tutorials/docs-04-for-developers-abstractmcmc-turing/Manifest.toml b/tutorials/docs-04-for-developers-abstractmcmc-turing/Manifest.toml
index 7ce2a4b56..9a5562f34 100644
--- a/tutorials/docs-04-for-developers-abstractmcmc-turing/Manifest.toml
+++ b/tutorials/docs-04-for-developers-abstractmcmc-turing/Manifest.toml
@@ -540,9 +540,9 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -659,15 +659,15 @@ version = "3.0.0+1"
 
 [[LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "7d5788011dd273788146d40eb5b1fbdc199d0296"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "6.0.1"
+version = "6.1.0"
 
 [[LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "1222116d7313cdefecf3d45a2bc1a89c4e7c9217"
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.22+0"
+version = "0.0.23+0"
 
 [[LLVMOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
diff --git a/tutorials/docs-05-for-developers-compiler/Manifest.toml b/tutorials/docs-05-for-developers-compiler/Manifest.toml
index ea4ec1254..fe810d20d 100644
--- a/tutorials/docs-05-for-developers-compiler/Manifest.toml
+++ b/tutorials/docs-05-for-developers-compiler/Manifest.toml
@@ -6,9 +6,9 @@ project_hash = "102d486b18af7951cac72d56aec7c8e37b50a316"
 
 [[deps.AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "69f7020bd72f069c219b5e8c236c1fa90d2cb409"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.2.1"
+version = "1.4.0"
 
 [[deps.AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -18,9 +18,9 @@ version = "4.2.0"
 
 [[deps.AbstractPPL]]
 deps = ["AbstractMCMC", "DensityInterface", "Random", "Setfield", "SparseArrays"]
-git-tree-sha1 = "8f5d88dc15df270d8778ade9442d608939c75659"
+git-tree-sha1 = "33ea6c6837332395dbf3ba336f273c9f7fcf4db9"
 uuid = "7a57a42e-76ec-4ea3-a279-07e840d6d9cf"
-version = "0.5.3"
+version = "0.5.4"
 
 [[deps.AbstractTrees]]
 git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c"
@@ -28,10 +28,10 @@ uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
 version = "0.4.4"
 
 [[deps.Adapt]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "0310e08cb19f5da31d08341c6120c047598f5b9c"
+deps = ["LinearAlgebra", "Requires"]
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.5.0"
+version = "3.6.2"
 
 [[deps.AdvancedHMC]]
 deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "Setfield", "Statistics", "StatsBase", "StatsFuns", "UnPack"]
@@ -77,6 +77,12 @@ git-tree-sha1 = "e214a9b9bd1b4e1b4f15b22c0994862b66af7ff7"
 uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.0+3"
 
+[[deps.ArrayInterface]]
+deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
+uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
+version = "7.4.11"
+
 [[deps.ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
 git-tree-sha1 = "e5f08b5689b1aad068e01751889f2f615c7db36d"
@@ -84,14 +90,20 @@ uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2"
 version = "0.1.29"
 
 [[deps.ArrayInterfaceStaticArraysCore]]
-deps = ["Adapt", "ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
-git-tree-sha1 = "93c8ba53d8d26e124a5a8d4ec914c3a16e6a0970"
+deps = ["ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
+git-tree-sha1 = "01a9f8e6cfc2bfdd01d333f70b8014a04893103c"
 uuid = "dd5226c6-a4d4-4bc7-8575-46859f9c95b9"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
+[[deps.Atomix]]
+deps = ["UnsafeAtomics"]
+git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+version = "0.1.0"
+
 [[deps.AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
 git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
@@ -105,10 +117,10 @@ uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
 version = "0.4.6"
 
 [[deps.BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.37"
+version = "0.3.39"
 
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -120,9 +132,9 @@ version = "0.1.1"
 
 [[deps.Bijectors]]
 deps = ["ArgCheck", "ChainRulesCore", "ChangesOfVariables", "Compat", "Distributions", "Functors", "InverseFunctions", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "MappedArrays", "Random", "Reexport", "Requires", "Roots", "SparseArrays", "Statistics"]
-git-tree-sha1 = "a3704b8e5170f9339dff4e6cb286ad49464d3646"
+git-tree-sha1 = "1234b03e94938e6f2b14834dfd3ef45698d5e14f"
 uuid = "76274a88-744f-5084-9051-94815aaf08c4"
-version = "0.10.6"
+version = "0.10.8"
 
 [[deps.BitFlags]]
 git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d"
@@ -135,6 +147,11 @@ git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
 uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
 version = "1.0.8+0"
 
+[[deps.CEnum]]
+git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
+uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
+version = "0.4.2"
+
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
 git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
@@ -149,27 +166,27 @@ version = "0.5.1"
 
 [[deps.ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "c46adabdd0348f0ee8de91142cfc4a72a613ac0a"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.46.1"
+version = "1.52.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.7"
+version = "1.16.0"
 
 [[deps.ChangesOfVariables]]
-deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
-git-tree-sha1 = "844b061c104c408b24537482469400af6075aae4"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.5"
+version = "0.1.8"
 
 [[deps.Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "64df3da1d2a26f4de23871cd1b6482bb68092bd5"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.3"
+version = "0.15.3"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -178,10 +195,10 @@ uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
 version = "0.7.1"
 
 [[deps.ColorSchemes]]
-deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"]
-git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3"
+deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
+git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.20.0"
+version = "3.21.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -207,9 +224,9 @@ uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 version = "1.0.2"
 
 [[deps.CommonSolve]]
-git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852"
+git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
-version = "0.2.3"
+version = "0.2.4"
 
 [[deps.CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -219,18 +236,24 @@ version = "0.3.0"
 
 [[deps.Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "00a2cccc7f098ff3b66806862d275ca3db9e6e5a"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.5.0"
+version = "4.7.0"
 
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 
 [[deps.CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
+
+[[deps.ConcurrentUtilities]]
+deps = ["Serialization", "Sockets"]
+git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9"
+uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
+version = "2.2.0"
 
 [[deps.ConsoleProgressMonitor]]
 deps = ["Logging", "ProgressMeter"]
@@ -240,9 +263,9 @@ version = "0.1.2"
 
 [[deps.ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "fb21ddd70a051d882a1686a5a550990bbe371a95"
+git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.4.1"
+version = "1.5.2"
 
 [[deps.Contour]]
 git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
@@ -255,27 +278,21 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[deps.DataAPI]]
-git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.14.0"
+version = "1.15.0"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
 uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
 version = "1.0.0"
 
-[[deps.DataValues]]
-deps = ["DataValueInterfaces", "Dates"]
-git-tree-sha1 = "d88a19299eba280a6d062e135a43f00323ae70bf"
-uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5"
-version = "0.4.13"
-
 [[deps.Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
@@ -303,37 +320,37 @@ version = "1.1.0"
 
 [[deps.DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "c5b6685d53f933c11404a3ae9822afe30d522494"
+git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.12.2"
+version = "1.15.1"
 
 [[deps.Distances]]
 deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "3258d0659f812acde79e8a74b11f17ac06d0ca04"
+git-tree-sha1 = "49eba9ad9f7ead780bfb7ee319f962c811c6d3b2"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.10.7"
+version = "0.10.8"
 
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
-deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "74911ad88921455c6afcad1eefa12bd7b1724631"
+deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.80"
+version = "0.25.98"
 
 [[deps.DistributionsAD]]
-deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"]
-git-tree-sha1 = "0c139e48a8cea06c6ecbbec19d3ebc5dcbd7870d"
+deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
+git-tree-sha1 = "1fb4fedd5a407243d535cc50c8c803c2fce0dc26"
 uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
-version = "0.6.43"
+version = "0.6.49"
 
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
-git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
+git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.9.3"
+version = "0.8.6"
 
 [[deps.Downloads]]
 deps = ["ArgTools", "LibCURL", "NetworkOptions"]
@@ -352,26 +369,32 @@ uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
 version = "0.21.4"
 
 [[deps.EllipticalSliceSampling]]
-deps = ["AbstractMCMC", "ArrayInterfaceCore", "Distributions", "Random", "Statistics"]
-git-tree-sha1 = "4cda4527e990c0cc201286e0a0bfbbce00abcfc2"
+deps = ["AbstractMCMC", "ArrayInterface", "Distributions", "Random", "Statistics"]
+git-tree-sha1 = "973b4927d112559dc737f55d6bf06503a5b3fc14"
 uuid = "cad2338a-1db2-11e9-3401-43bc07c9ede2"
-version = "1.0.0"
+version = "1.1.0"
 
 [[deps.EnumX]]
 git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[deps.ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[deps.Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[deps.ExprTools]]
-git-tree-sha1 = "56559bbef6ca5ea0c0818fa5c90320398a6fbf8d"
+git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
 uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.FFMPEG]]
 deps = ["FFMPEG_jll"]
@@ -387,9 +410,9 @@ version = "4.4.2+2"
 
 [[deps.FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "90630efff0894f8142308e334473eba54c433549"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.5.0"
+version = "1.7.1"
 
 [[deps.FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -399,9 +422,9 @@ version = "3.3.10+0"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "d3ba08ab64bdfd27234d3f61956c966266757fe6"
+git-tree-sha1 = "7072f1e3e5a8be51d525d64f63d3ec1287ff2790"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.13.7"
+version = "0.13.11"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
@@ -423,15 +446,15 @@ version = "0.4.2"
 
 [[deps.ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "a69dd6db8a809f78846ff259298678f0d6212180"
+git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.34"
+version = "0.10.35"
 
 [[deps.FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[deps.FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -446,9 +469,9 @@ version = "1.1.3"
 
 [[deps.FunctionWrappersWrappers]]
 deps = ["FunctionWrappers"]
-git-tree-sha1 = "a5e6e7f12607e90d71b09e6ce2c965e41b337968"
+git-tree-sha1 = "b104d487b34566608f8b4e1c39fb0b10aa279ff8"
 uuid = "77dc65aa-8811-40c2-897b-53d922fa7daf"
-version = "0.1.1"
+version = "0.1.3"
 
 [[deps.Functors]]
 deps = ["LinearAlgebra"]
@@ -468,21 +491,21 @@ version = "3.3.8+0"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "57f7cde02d7a53c9d1d28443b9f11ac5fbe7ebc9"
+git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.3"
+version = "0.1.5"
 
 [[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 = "9e23bd6bb3eb4300cb567bdf63e2c14e5d2ffdbc"
+git-tree-sha1 = "8b8a2fd4536ece6e554168c21860b6820a8a83db"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.71.5"
+version = "0.72.7"
 
 [[deps.GR_jll]]
-deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "aa23c9f9b7c0ba6baeabe966ea1c7d2c7487ef90"
+deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
+git-tree-sha1 = "19fad9cd9ae44847fe842558a744748084a722d1"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.71.5+0"
+version = "0.72.7+0"
 
 [[deps.Gettext_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -508,10 +531,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[deps.HTTP]]
-deps = ["Base64", "CodecZlib", "Dates", "IniFile", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "37e4657cd56b11abe3d10cd4a1ec5fbdb4180263"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.7.4"
+version = "1.9.8"
 
 [[deps.HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -520,21 +543,16 @@ uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
 version = "2.8.1+1"
 
 [[deps.HypergeometricFunctions]]
-deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions", "Test"]
-git-tree-sha1 = "709d864e3ed6e3545230601f94e11ebc65994641"
+deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.11"
+version = "0.3.18"
 
 [[deps.IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "2e99184fca5eb6f075944b04c22edec29beb4778"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.7"
-
-[[deps.IniFile]]
-git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625"
-uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
-version = "0.5.1"
+version = "0.4.10"
 
 [[deps.InitialValues]]
 git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
@@ -549,9 +567,9 @@ version = "0.3.0"
 
 [[deps.IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d979e54b71da82f3a65b62553da4fc3d18c9004c"
+git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2018.0.3+2"
+version = "2023.1.0+0"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -571,19 +589,19 @@ version = "0.7.4"
 
 [[deps.InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.8"
+version = "0.1.10"
 
 [[deps.InvertedIndices]]
-git-tree-sha1 = "82aec7a3dd64f4d9584659dc0b62ef7db2ef3e19"
+git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
 uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
-version = "1.2.0"
+version = "1.3.0"
 
 [[deps.IrrationalConstants]]
-git-tree-sha1 = "7fd44fd4ff43fc60815f8e764c0f352b83c49151"
+git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
 uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
-version = "0.1.1"
+version = "0.2.2"
 
 [[deps.IterTools]]
 git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5"
@@ -609,21 +627,27 @@ version = "1.4.1"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
-git-tree-sha1 = "3c837543ddb02250ef42f4738347454f95079d4e"
+git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-version = "0.21.3"
+version = "0.21.4"
 
 [[deps.JpegTurbo_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b53380851c6e6664204efb2e62cd24fa5c47e4ba"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "2.1.2+0"
+version = "2.1.91+0"
+
+[[deps.KernelAbstractions]]
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
+uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+version = "0.9.6"
 
 [[deps.KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "9816b296736292a80b9a3200eb7fbb57aaa3917a"
+git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.5"
+version = "0.6.7"
 
 [[deps.LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -637,10 +661,28 @@ git-tree-sha1 = "bf36f528eec6634efc60d7ec062008f171071434"
 uuid = "88015f11-f218-50d7-93a8-a6af411a945d"
 version = "3.0.0+1"
 
+[[deps.LLVM]]
+deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
+uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
+version = "6.1.0"
+
+[[deps.LLVMExtra_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
+uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
+version = "0.0.23+0"
+
+[[deps.LLVMOpenMP_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b"
+uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
+version = "15.0.4+0"
+
 [[deps.LRUCache]]
-git-tree-sha1 = "d862633ef6097461037a00a13f709a62ae4bdfdd"
+git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
 uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
-version = "1.4.0"
+version = "1.4.1"
 
 [[deps.LZO_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -655,9 +697,9 @@ version = "1.3.0"
 
 [[deps.Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"]
-git-tree-sha1 = "2422f47b34d4b127720a18f86fa7b1aa2e141f29"
+git-tree-sha1 = "f428ae552340899a935973270b8d98e5a31c49fe"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.15.18"
+version = "0.16.1"
 
 [[deps.LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
@@ -754,9 +796,9 @@ version = "1.0.3"
 
 [[deps.LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "45b288af6956e67e621c5cbb2d75a261ab58300b"
+git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.20"
+version = "0.3.24"
 
 [[deps.Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
@@ -769,9 +811,9 @@ version = "0.4.9"
 
 [[deps.MCMCChains]]
 deps = ["AbstractMCMC", "AxisArrays", "Dates", "Distributions", "Formatting", "IteratorInterfaceExtensions", "KernelDensity", "LinearAlgebra", "MCMCDiagnosticTools", "MLJModelInterface", "NaturalSort", "OrderedCollections", "PrettyTables", "Random", "RecipesBase", "Serialization", "Statistics", "StatsBase", "StatsFuns", "TableTraits", "Tables"]
-git-tree-sha1 = "8577f598f0991e7bdf9472a8a59938b1e253b493"
+git-tree-sha1 = "c659f7508035a7bdd5102aef2de028ab035f289a"
 uuid = "c7f686f2-ff18-58e9-bc7b-31028e88f75d"
-version = "5.6.1"
+version = "5.7.1"
 
 [[deps.MCMCDiagnosticTools]]
 deps = ["AbstractFFTs", "DataAPI", "DataStructures", "Distributions", "LinearAlgebra", "MLJModelInterface", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tables"]
@@ -781,9 +823,9 @@ version = "0.2.6"
 
 [[deps.MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[deps.MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -798,9 +840,9 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.10"
 
 [[deps.MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[deps.Markdown]]
 deps = ["Base64"]
@@ -823,9 +865,9 @@ version = "0.3.2"
 
 [[deps.MicroCollections]]
 deps = ["BangBang", "InitialValues", "Setfield"]
-git-tree-sha1 = "4d5917a26ca33c66c8e5ca3247bd163624d35493"
+git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e"
 uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
@@ -841,27 +883,27 @@ uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
 [[deps.MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
-git-tree-sha1 = "efe9c8ecab7a6311d4b91568bd6c88897822fabe"
+git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
 uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.10.0"
+version = "0.10.2"
 
 [[deps.NNlib]]
-deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "b488fc28dfae4c8ec3d61a34a0143a4245e7b13b"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
+git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.16"
+version = "0.8.21"
 
 [[deps.NaNMath]]
 deps = ["OpenLibm_jll"]
-git-tree-sha1 = "a7c3d1da1189a1c2fe843a3bfa04d18d20eb3211"
+git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "1.0.1"
+version = "1.0.2"
 
 [[deps.NamedArrays]]
 deps = ["Combinatorics", "DataStructures", "DelimitedFiles", "InvertedIndices", "LinearAlgebra", "Random", "Requires", "SparseArrays", "Statistics"]
-git-tree-sha1 = "2fd5787125d1a93fbe30961bd841707b8a80d75b"
+git-tree-sha1 = "b84e17976a40cb2bfe3ae7edb3673a8c630d4f95"
 uuid = "86f7a689-2022-50b4-a561-43c23ac3c673"
-version = "0.9.6"
+version = "0.9.8"
 
 [[deps.NaturalSort]]
 git-tree-sha1 = "eda490d06b9f7c00752ee81cfa451efe55521e21"
@@ -884,9 +926,9 @@ version = "0.5.4"
 
 [[deps.OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "f71d8950b724e9ff6110fc948dff5a329f901d64"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.8"
+version = "1.12.10"
 
 [[deps.Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -904,15 +946,15 @@ uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 
 [[deps.OpenSSL]]
 deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "6503b77492fd7fcb9379bf73cd31035670e3c509"
+git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
 uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.3.3"
+version = "1.4.1"
 
 [[deps.OpenSSL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f6e9dba33f9f2c44e08a020b0caf6903be540004"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.19+0"
+version = "1.1.21+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -922,9 +964,9 @@ version = "0.5.5+0"
 
 [[deps.Optimisers]]
 deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "e657acef119cc0de2a8c0762666d3b64727b053b"
+git-tree-sha1 = "e5a1825d3d53aa4ad4fb42bd4927011ad4a78c3d"
 uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
-version = "0.2.14"
+version = "0.2.15"
 
 [[deps.Opus_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -933,9 +975,9 @@ uuid = "91d4177d-7536-5919-b921-800302f37372"
 version = "1.3.2+0"
 
 [[deps.OrderedCollections]]
-git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
+git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.4.1"
+version = "1.6.0"
 
 [[deps.PCRE2_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -943,15 +985,15 @@ uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
 
 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "cf494dca75a69712a72b80bc48f59dcf3dea63ec"
+git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.16"
+version = "0.11.17"
 
 [[deps.Parsers]]
-deps = ["Dates", "SnoopPrecompile"]
-git-tree-sha1 = "8175fc2b118a3755113c8e68084dc1a9e63c61ee"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.3"
+version = "2.7.1"
 
 [[deps.Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -959,10 +1001,10 @@ uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
 version = "1.3.0"
 
 [[deps.Pixman_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
+git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.40.1+0"
+version = "0.42.2+0"
 
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
@@ -975,28 +1017,34 @@ uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
 version = "3.1.0"
 
 [[deps.PlotUtils]]
-deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "SnoopPrecompile", "Statistics"]
-git-tree-sha1 = "daff8d21e3f4c596387867329be49b8c45f4f0f3"
+deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
+git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.3.3"
+version = "1.3.5"
 
 [[deps.Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SnoopPrecompile", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
-git-tree-sha1 = "a99bbd3664bb12a775cda2eba7f3b2facf3dad94"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
+git-tree-sha1 = "75ca67b2c6512ad2d0c767a7cfc55e75075f8bbc"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.38.2"
+version = "1.38.16"
+
+[[deps.PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.2"
 
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.3.0"
+version = "1.4.0"
 
 [[deps.PrettyTables]]
 deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "96f6db03ab535bdb901300f88335257b0018689d"
+git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.2.2"
+version = "2.2.4"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -1022,9 +1070,9 @@ version = "5.15.3+2"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "de191bc385072cc6c7ed3ffdc1caeed3f22c74d4"
+git-tree-sha1 = "6ec7ac8412e83d57e313393220879ede1740f9ee"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.7.0"
+version = "2.8.2"
 
 [[deps.REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
@@ -1041,9 +1089,9 @@ version = "0.3.2"
 
 [[deps.Ratios]]
 deps = ["Requires"]
-git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734"
+git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.3"
+version = "0.4.5"
 
 [[deps.RealDot]]
 deps = ["LinearAlgebra"]
@@ -1052,22 +1100,22 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
 [[deps.RecipesBase]]
-deps = ["SnoopPrecompile"]
-git-tree-sha1 = "261dddd3b862bd2c940cf6ca4d1c8fe593e457c8"
+deps = ["PrecompileTools"]
+git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.3.3"
+version = "1.3.4"
 
 [[deps.RecipesPipeline]]
-deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase", "SnoopPrecompile"]
-git-tree-sha1 = "e974477be88cb5e3040009f3767611bc6357846f"
+deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"]
+git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342"
 uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
-version = "0.6.11"
+version = "0.6.12"
 
 [[deps.RecursiveArrayTools]]
-deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables", "ZygoteRules"]
-git-tree-sha1 = "fcf0962b399f3bc0fa13ae7274db7879c3ef9f1e"
+deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "Tables", "ZygoteRules"]
+git-tree-sha1 = "a5ce741acddc02f0d4fc6505463ca89697d7fb23"
 uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
-version = "2.35.0"
+version = "2.32.3"
 
 [[deps.Reexport]]
 git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
@@ -1088,27 +1136,27 @@ version = "1.3.0"
 
 [[deps.Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "bf3188feca147ce108c76ad82c2792c57abe7b1f"
+git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.7.0"
+version = "0.7.1"
 
 [[deps.Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "68db32dff12bb6127bac73c209881191bf0efbb7"
+git-tree-sha1 = "6ed52fdd3382cf21947b15e8870ac0ddbff736da"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.3.0+0"
+version = "0.4.0+0"
 
 [[deps.Roots]]
 deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"]
-git-tree-sha1 = "a3db467ce768343235032a1ca0830fc64158dadf"
+git-tree-sha1 = "de432823e8aab4dd1a985be4be768f95acf152d4"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
-version = "2.0.8"
+version = "2.0.17"
 
 [[deps.RuntimeGeneratedFunctions]]
 deps = ["ExprTools", "SHA", "Serialization"]
-git-tree-sha1 = "50314d2ef65fce648975a8e80ae6d8409ebbf835"
+git-tree-sha1 = "237edc1563bbf078629b4f8d194bd334e97907cf"
 uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
-version = "0.5.5"
+version = "0.5.11"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -1126,15 +1174,15 @@ version = "3.0.0"
 
 [[deps.Scratch]]
 deps = ["Dates"]
-git-tree-sha1 = "f94f779c94e58bf9ea243e77a37e16d9de9126bd"
+git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
 uuid = "6c6a2e73-6563-6170-7368-637461726353"
-version = "1.1.1"
+version = "1.2.0"
 
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "c02bd3c9c3fc8463d3591a62a378f90d2d8ab0f3"
+git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.3.17"
+version = "1.4.0"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -1171,9 +1219,9 @@ uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
+git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.0"
+version = "1.1.1"
 
 [[deps.SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
@@ -1181,9 +1229,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[deps.SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "d75bda01f8c31ebb72df80a46c88b25d1c79c56d"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.1.7"
+version = "2.3.0"
 
 [[deps.SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1193,9 +1241,9 @@ version = "0.1.15"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "6954a456979f23d05085727adb17c4551c19ecd1"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.12"
+version = "1.6.0"
 
 [[deps.StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1214,9 +1262,9 @@ uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "f9af7f195fb13589dd2e2d57fdb401717d2eb1f6"
+git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.5.0"
+version = "1.6.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
@@ -1226,15 +1274,15 @@ version = "0.33.21"
 
 [[deps.StatsFuns]]
 deps = ["ChainRulesCore", "HypergeometricFunctions", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "ab6083f09b3e617e34a956b43e9d51b824206932"
+git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.1.1"
+version = "1.3.0"
 
 [[deps.StatsPlots]]
-deps = ["AbstractFFTs", "Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "e0d5bc26226ab1b7648278169858adcfbd861780"
+deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
+git-tree-sha1 = "14ef622cf28b05e38f8af1de57bc9142b03fbfe3"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.15.4"
+version = "0.15.5"
 
 [[deps.StringManipulation]]
 git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123"
@@ -1243,20 +1291,14 @@ version = "0.3.0"
 
 [[deps.StructArrays]]
 deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
-git-tree-sha1 = "b03a3b745aa49b566f128977a7dd1be8711c5e71"
+git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.6.14"
+version = "0.6.15"
 
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
-[[deps.SymbolicIndexingInterface]]
-deps = ["DocStringExtensions"]
-git-tree-sha1 = "6b764c160547240d868be4e961a5037f47ad7379"
-uuid = "2efcf032-c050-4f8e-a9bb-153293bab1f5"
-version = "0.2.1"
-
 [[deps.TOML]]
 deps = ["Dates"]
 uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
@@ -1275,9 +1317,9 @@ version = "1.0.1"
 
 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
-git-tree-sha1 = "c79322d36826aa2f4fd8ecfa96ddb47b174ac78d"
+git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.10.0"
+version = "1.10.1"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
@@ -1291,9 +1333,9 @@ version = "0.1.1"
 
 [[deps.TerminalLoggers]]
 deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
-git-tree-sha1 = "f53e34e784ae771eb9ccde4d72e578aa453d0554"
+git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
 uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
-version = "0.1.6"
+version = "0.1.7"
 
 [[deps.Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
@@ -1301,21 +1343,21 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "77817887c4b414b9c6914c61273910e3234eb21c"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.23"
+version = "0.2.26"
 
 [[deps.TranscodingStreams]]
 deps = ["Random", "Test"]
-git-tree-sha1 = "94f38103c984f89cf77c402f2a68dbd870f8165f"
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.11"
+version = "0.9.13"
 
 [[deps.Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.75"
+version = "0.4.77"
 
 [[deps.Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1324,9 +1366,9 @@ uuid = "fce5fe82-541a-59a6-adf8-730c64b5f9a0"
 version = "0.22.0"
 
 [[deps.URIs]]
-git-tree-sha1 = "ac00576f90d8a259f2c9d823e91d1de3fd44d348"
+git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.4.1"
+version = "1.4.2"
 
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
@@ -1346,6 +1388,29 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
 uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
+[[deps.Unitful]]
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
+uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
+version = "1.15.0"
+
+[[deps.UnitfulLatexify]]
+deps = ["LaTeXStrings", "Latexify", "Unitful"]
+git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
+uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
+version = "1.6.3"
+
+[[deps.UnsafeAtomics]]
+git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
+uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
+version = "0.2.1"
+
+[[deps.UnsafeAtomicsLLVM]]
+deps = ["LLVM", "UnsafeAtomics"]
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
+version = "0.1.3"
+
 [[deps.Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
 uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
@@ -1388,16 +1453,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[deps.Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[deps.Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[deps.Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1406,10 +1471,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[deps.Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[deps.Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1448,22 +1513,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[deps.Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[deps.Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[deps.Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[deps.Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1496,38 +1561,38 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[deps.Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[deps.Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[deps.Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[deps.Zlib_jll]]
 deps = ["Libdl"]
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
 
 [[deps.Zstd_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "e45044cd873ded54b6a5bac0eb5c971392cf1927"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
 uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.5.2+0"
+version = "1.5.5+0"
 
 [[deps.ZygoteRules]]
-deps = ["MacroTools"]
-git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
+deps = ["ChainRulesCore", "MacroTools"]
+git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
-version = "0.2.2"
+version = "0.2.3"
 
 [[deps.fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
diff --git a/tutorials/docs-06-for-developers-interface/Manifest.toml b/tutorials/docs-06-for-developers-interface/Manifest.toml
index 8a3791c33..3f3177bbb 100644
--- a/tutorials/docs-06-for-developers-interface/Manifest.toml
+++ b/tutorials/docs-06-for-developers-interface/Manifest.toml
@@ -2,15 +2,15 @@
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
-deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
-git-tree-sha1 = "b4d13c741b2bbe0e1af305a92d2f105a7caa47af"
+deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "LogDensityProblems", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
+git-tree-sha1 = "87e63dcb990029346b091b170252f3c416568afc"
 uuid = "80f14c24-f653-4e6a-9b94-39d6b0f70001"
-version = "4.2.0"
+version = "4.4.2"
 
 [[AbstractPPL]]
 deps = ["AbstractMCMC", "DensityInterface", "Random", "Setfield", "SparseArrays"]
@@ -25,9 +25,9 @@ version = "0.4.4"
 
 [[Adapt]]
 deps = ["LinearAlgebra", "Requires"]
-git-tree-sha1 = "cc37d689f599e8df4f464b2fa3870ff7db7492ef"
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.6.1"
+version = "3.6.2"
 
 [[AdvancedHMC]]
 deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "Setfield", "Statistics", "StatsBase", "StatsFuns", "UnPack"]
@@ -74,14 +74,32 @@ uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.0+3"
 
 [[ArrayInterface]]
-deps = ["Adapt", "LinearAlgebra", "Requires", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "38911c7737e123b28182d89027f4216cfc8a9da7"
+deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.3"
+version = "7.4.11"
+
+[[ArrayInterfaceCore]]
+deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "e5f08b5689b1aad068e01751889f2f615c7db36d"
+uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2"
+version = "0.1.29"
+
+[[ArrayInterfaceStaticArraysCore]]
+deps = ["ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
+git-tree-sha1 = "01a9f8e6cfc2bfdd01d333f70b8014a04893103c"
+uuid = "dd5226c6-a4d4-4bc7-8575-46859f9c95b9"
+version = "0.1.4"
 
 [[Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
+[[Atomix]]
+deps = ["UnsafeAtomics"]
+git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+version = "0.1.0"
+
 [[AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
 git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
@@ -95,10 +113,10 @@ uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
 version = "0.4.6"
 
 [[BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.37"
+version = "0.3.39"
 
 [[Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -125,6 +143,11 @@ git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
 uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
 version = "1.0.8+0"
 
+[[CEnum]]
+git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
+uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
+version = "0.4.2"
+
 [[Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
 git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
@@ -139,27 +162,27 @@ version = "0.5.1"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "7d20c2fb8ab838e41069398685e7b6b5f89ed85b"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.48.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.7"
+version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
-git-tree-sha1 = "485193efd2176b88e6622a39a246f8c5b600e74e"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.6"
+version = "0.1.8"
 
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "7ebbd653f74504447f1c33b91cd706a69a1b189f"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.4"
+version = "0.15.3"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -168,10 +191,10 @@ uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
 version = "0.7.1"
 
 [[ColorSchemes]]
-deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"]
-git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3"
+deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
+git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.20.0"
+version = "3.21.0"
 
 [[ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -197,9 +220,9 @@ uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 version = "1.0.2"
 
 [[CommonSolve]]
-git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852"
+git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
-version = "0.2.3"
+version = "0.2.4"
 
 [[CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -209,18 +232,24 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 
 [[CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
+
+[[ConcurrentUtilities]]
+deps = ["Serialization", "Sockets"]
+git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9"
+uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
+version = "2.2.0"
 
 [[ConsoleProgressMonitor]]
 deps = ["Logging", "ProgressMeter"]
@@ -230,9 +259,9 @@ version = "0.1.2"
 
 [[ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "89a9db8d28102b094992472d333674bd1a83ce2a"
+git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.5.1"
+version = "1.5.2"
 
 [[Contour]]
 git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
@@ -245,27 +274,21 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[DataAPI]]
-git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.14.0"
+version = "1.15.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
 uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
 version = "1.0.0"
 
-[[DataValues]]
-deps = ["DataValueInterfaces", "Dates"]
-git-tree-sha1 = "d88a19299eba280a6d062e135a43f00323ae70bf"
-uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5"
-version = "0.4.13"
-
 [[Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
@@ -293,9 +316,9 @@ version = "1.1.0"
 
 [[DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "a4ad7ef19d2cdc2eff57abbbe68032b1cd0bd8f8"
+git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.13.0"
+version = "1.15.1"
 
 [[Distances]]
 deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
@@ -308,22 +331,22 @@ deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
-deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "13027f188d26206b9e7b863036f87d2f2e7d013a"
+deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.87"
+version = "0.25.98"
 
 [[DistributionsAD]]
-deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"]
-git-tree-sha1 = "c2ecd634010e6952ce642db65b5885c41cb307b0"
+deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
+git-tree-sha1 = "1fb4fedd5a407243d535cc50c8c803c2fce0dc26"
 uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
-version = "0.6.44"
+version = "0.6.49"
 
 [[DocStringExtensions]]
 deps = ["LibGit2"]
-git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
+git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.9.3"
+version = "0.8.6"
 
 [[Downloads]]
 deps = ["ArgTools", "LibCURL", "NetworkOptions"]
@@ -337,9 +360,9 @@ version = "0.6.8"
 
 [[DynamicPPL]]
 deps = ["AbstractMCMC", "AbstractPPL", "BangBang", "Bijectors", "ChainRulesCore", "ConstructionBase", "Distributions", "DocStringExtensions", "LinearAlgebra", "MacroTools", "OrderedCollections", "Random", "Setfield", "Test", "ZygoteRules"]
-git-tree-sha1 = "4b610b80737a35a163833a6cd7c11d6142baaac4"
+git-tree-sha1 = "7bc3920ba1e577ad3d7ebac75602ab42b557e28e"
 uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
-version = "0.21.4"
+version = "0.20.2"
 
 [[EllipticalSliceSampling]]
 deps = ["AbstractMCMC", "ArrayInterface", "Distributions", "Random", "Statistics"]
@@ -352,11 +375,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -377,9 +406,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "f9818144ce7c8c41edf5c4c179c684d92aa4d9fe"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.6.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -389,9 +418,9 @@ version = "3.3.10+0"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "fc86b4fd3eff76c3ce4f5e96e2fdfa6282722885"
+git-tree-sha1 = "7072f1e3e5a8be51d525d64f63d3ec1287ff2790"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.0.0"
+version = "0.13.11"
 
 [[FixedPointNumbers]]
 deps = ["Statistics"]
@@ -418,10 +447,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -458,21 +487,21 @@ version = "3.3.8+0"
 
 [[GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "1cd7f0af1aa58abc02ea1d872953a97359cb87fa"
+git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.4"
+version = "0.1.5"
 
 [[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 = "0635807d28a496bb60bc15f465da0107fb29649c"
+git-tree-sha1 = "8b8a2fd4536ece6e554168c21860b6820a8a83db"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.72.0"
+version = "0.72.7"
 
 [[GR_jll]]
 deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "99e248f643b052a77d2766fe1a16fb32b661afd4"
+git-tree-sha1 = "19fad9cd9ae44847fe842558a744748084a722d1"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.72.0+0"
+version = "0.72.7+0"
 
 [[Gettext_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -498,10 +527,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "Dates", "IniFile", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "37e4657cd56b11abe3d10cd4a1ec5fbdb4180263"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.7.4"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -511,20 +540,15 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "432b5b03176f8182bd6841fbfc42c718506a2d5f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.15"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "0ade27f0c49cebd8db2523c4eeccf779407cf12c"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.9"
-
-[[IniFile]]
-git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625"
-uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
-version = "0.5.1"
+version = "0.4.10"
 
 [[InitialValues]]
 git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
@@ -539,9 +563,9 @@ version = "0.3.0"
 
 [[IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d979e54b71da82f3a65b62553da4fc3d18c9004c"
+git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2018.0.3+2"
+version = "2023.1.0+0"
 
 [[InteractiveUtils]]
 deps = ["Markdown"]
@@ -561,9 +585,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.8"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -609,11 +633,17 @@ git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
 version = "2.1.91+0"
 
+[[KernelAbstractions]]
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
+uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+version = "0.9.6"
+
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "9816b296736292a80b9a3200eb7fbb57aaa3917a"
+git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.5"
+version = "0.6.7"
 
 [[LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -627,6 +657,24 @@ git-tree-sha1 = "bf36f528eec6634efc60d7ec062008f171071434"
 uuid = "88015f11-f218-50d7-93a8-a6af411a945d"
 version = "3.0.0+1"
 
+[[LLVM]]
+deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
+uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
+version = "6.1.0"
+
+[[LLVMExtra_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
+uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
+version = "0.0.23+0"
+
+[[LLVMOpenMP_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b"
+uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
+version = "15.0.4+0"
+
 [[LRUCache]]
 git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
 uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
@@ -645,15 +693,9 @@ version = "1.3.0"
 
 [[Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"]
-git-tree-sha1 = "2422f47b34d4b127720a18f86fa7b1aa2e141f29"
+git-tree-sha1 = "f428ae552340899a935973270b8d98e5a31c49fe"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.15.18"
-
-[[Lazy]]
-deps = ["MacroTools"]
-git-tree-sha1 = "1370f8202dac30758f3c345f9909b97f53d87d3f"
-uuid = "50d2b5c4-7a5e-59d5-8109-a42b560f39c0"
-version = "0.15.1"
+version = "0.16.1"
 
 [[LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
@@ -743,25 +785,25 @@ deps = ["Libdl"]
 uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 
 [[LogDensityProblems]]
-deps = ["ArgCheck", "DocStringExtensions", "Random", "Requires", "UnPack"]
-git-tree-sha1 = "c3e1189191e4528b605070972d7d4e9cd91dd96b"
+deps = ["ArgCheck", "DocStringExtensions", "Random"]
+git-tree-sha1 = "f9a11237204bc137617194d79d813069838fcf61"
 uuid = "6fdf6af0-433a-55f7-b3ed-c6c6e0b8df7c"
-version = "1.0.3"
+version = "2.1.1"
 
 [[LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "0a1b7c2863e44523180fdb3146534e265a91870b"
+git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.23"
+version = "0.3.24"
 
 [[Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
 
 [[LoggingExtras]]
 deps = ["Dates", "Logging"]
-git-tree-sha1 = "5d4d2d9904227b8bd66386c1138cf4d5ffa826bf"
+git-tree-sha1 = "cedb76b37bc5a6c702ade66be44f831fa23c681e"
 uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36"
-version = "0.4.9"
+version = "1.0.0"
 
 [[MCMCChains]]
 deps = ["AbstractMCMC", "AxisArrays", "Dates", "Distributions", "Formatting", "IteratorInterfaceExtensions", "KernelDensity", "LinearAlgebra", "MCMCDiagnosticTools", "MLJModelInterface", "NaturalSort", "OrderedCollections", "PrettyTables", "Random", "RecipesBase", "Serialization", "Statistics", "StatsBase", "StatsFuns", "TableTraits", "Tables"]
@@ -777,9 +819,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -794,9 +836,9 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.10"
 
 [[MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[Markdown]]
 deps = ["Base64"]
@@ -837,15 +879,15 @@ uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
 [[MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
-git-tree-sha1 = "91a48569383df24f0fd2baf789df2aade3d0ad80"
+git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
 uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.10.1"
+version = "0.10.2"
 
 [[NNlib]]
-deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "33ad5a19dc6730d592d8ce91c14354d758e53b0e"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
+git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.19"
+version = "0.8.21"
 
 [[NaNMath]]
 deps = ["OpenLibm_jll"]
@@ -880,9 +922,9 @@ version = "0.5.4"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -900,15 +942,15 @@ uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 
 [[OpenSSL]]
 deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "e9d68fe4b5f78f215aa2f0e6e6dc9e9911d33048"
+git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
 uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.3.4"
+version = "1.4.1"
 
 [[OpenSSL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "9ff31d101d987eb9d66bd8b176ac7c277beccd09"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.20+0"
+version = "1.1.21+0"
 
 [[OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -944,10 +986,10 @@ uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
 version = "0.11.17"
 
 [[Parsers]]
-deps = ["Dates", "SnoopPrecompile"]
-git-tree-sha1 = "478ac6c952fddd4399e71d4779797c538d0ff2bf"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.8"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -955,10 +997,10 @@ uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
 version = "1.3.0"
 
 [[Pixman_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
+git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.40.1+0"
+version = "0.42.2+0"
 
 [[Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
@@ -971,28 +1013,34 @@ uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
 version = "3.1.0"
 
 [[PlotUtils]]
-deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "SnoopPrecompile", "Statistics"]
-git-tree-sha1 = "c95373e73290cf50a8a22c3375e4625ded5c5280"
+deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
+git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.3.4"
+version = "1.3.5"
 
 [[Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SnoopPrecompile", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
-git-tree-sha1 = "186d38ea29d5c4f238b2d9fe6e1653264101944b"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
+git-tree-sha1 = "75ca67b2c6512ad2d0c767a7cfc55e75075f8bbc"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.38.9"
+version = "1.38.16"
+
+[[PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.2"
 
 [[Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.3.0"
+version = "1.4.0"
 
 [[PrettyTables]]
 deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "548793c7859e28ef026dba514752275ee871169f"
+git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.2.3"
+version = "2.2.4"
 
 [[Printf]]
 deps = ["Unicode"]
@@ -1037,9 +1085,9 @@ version = "0.3.2"
 
 [[Ratios]]
 deps = ["Requires"]
-git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734"
+git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.3"
+version = "0.4.5"
 
 [[RealDot]]
 deps = ["LinearAlgebra"]
@@ -1048,22 +1096,22 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
 [[RecipesBase]]
-deps = ["SnoopPrecompile"]
-git-tree-sha1 = "261dddd3b862bd2c940cf6ca4d1c8fe593e457c8"
+deps = ["PrecompileTools"]
+git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.3.3"
+version = "1.3.4"
 
 [[RecipesPipeline]]
-deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase", "SnoopPrecompile"]
-git-tree-sha1 = "e974477be88cb5e3040009f3767611bc6357846f"
+deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"]
+git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342"
 uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
-version = "0.6.11"
+version = "0.6.12"
 
 [[RecursiveArrayTools]]
-deps = ["Adapt", "ArrayInterface", "DocStringExtensions", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "Requires", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables"]
-git-tree-sha1 = "140cddd2c457e4ebb0cdc7c2fd14a7fbfbdf206e"
+deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "Tables", "ZygoteRules"]
+git-tree-sha1 = "a5ce741acddc02f0d4fc6505463ca89697d7fb23"
 uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
-version = "2.38.3"
+version = "2.32.3"
 
 [[Reexport]]
 git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
@@ -1096,30 +1144,24 @@ version = "0.4.0+0"
 
 [[Roots]]
 deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"]
-git-tree-sha1 = "b45deea4566988994ebb8fb80aa438a295995a6e"
+git-tree-sha1 = "de432823e8aab4dd1a985be4be768f95acf152d4"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
-version = "2.0.10"
+version = "2.0.17"
 
 [[RuntimeGeneratedFunctions]]
 deps = ["ExprTools", "SHA", "Serialization"]
-git-tree-sha1 = "f139e81a81e6c29c40f1971c9e5309b09c03f2c3"
+git-tree-sha1 = "237edc1563bbf078629b4f8d194bd334e97907cf"
 uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
-version = "0.5.6"
+version = "0.5.11"
 
 [[SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
 
 [[SciMLBase]]
-deps = ["ArrayInterface", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "EnumX", "FunctionWrappersWrappers", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "Preferences", "RecipesBase", "RecursiveArrayTools", "Reexport", "RuntimeGeneratedFunctions", "SciMLOperators", "SnoopPrecompile", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables", "TruncatedStacktraces"]
-git-tree-sha1 = "392d3e28b05984496af37100ded94dc46fa6c8de"
+deps = ["ArrayInterfaceCore", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "EnumX", "FunctionWrappersWrappers", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "Preferences", "RecipesBase", "RecursiveArrayTools", "RuntimeGeneratedFunctions", "StaticArraysCore", "Statistics", "Tables"]
+git-tree-sha1 = "fe89a8113ea445bcff9ee570077830674babb534"
 uuid = "0bca4576-84f4-4d90-8ffe-ffa030f20462"
-version = "1.91.7"
-
-[[SciMLOperators]]
-deps = ["ArrayInterface", "DocStringExtensions", "Lazy", "LinearAlgebra", "Setfield", "SparseArrays", "StaticArraysCore", "Tricks"]
-git-tree-sha1 = "e61e48ef909375203092a6e83508c8416df55a83"
-uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961"
-version = "0.2.0"
+version = "1.81.0"
 
 [[ScientificTypesBase]]
 git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
@@ -1134,18 +1176,18 @@ version = "1.2.0"
 
 [[SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "77d3c4726515dca71f6d80fbb5e251088defe305"
+git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.3.18"
+version = "1.4.0"
 
 [[Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
 
 [[Setfield]]
-deps = ["ConstructionBase", "Future", "MacroTools", "StaticArraysCore"]
-git-tree-sha1 = "e2cc6d8c88613c05e1defb55170bf5ff211fbeac"
+deps = ["ConstructionBase", "Future", "MacroTools", "Requires"]
+git-tree-sha1 = "38d88503f695eb0301479bc9b0d4320b378bafe5"
 uuid = "efcf1570-3423-57d1-acb7-fd33fddbac46"
-version = "1.1.1"
+version = "0.8.2"
 
 [[SharedArrays]]
 deps = ["Distributed", "Mmap", "Random", "Serialization"]
@@ -1173,9 +1215,9 @@ uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
+git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.0"
+version = "1.1.1"
 
 [[SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
@@ -1183,9 +1225,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1195,9 +1237,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "63e84b7fdf5021026d0f17f76af7c57772313d99"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.21"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1233,10 +1275,10 @@ uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
 version = "1.3.0"
 
 [[StatsPlots]]
-deps = ["AbstractFFTs", "Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "e0d5bc26226ab1b7648278169858adcfbd861780"
+deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
+git-tree-sha1 = "14ef622cf28b05e38f8af1de57bc9142b03fbfe3"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.15.4"
+version = "0.15.5"
 
 [[StringManipulation]]
 git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123"
@@ -1253,12 +1295,6 @@ version = "0.6.15"
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
-[[SymbolicIndexingInterface]]
-deps = ["DocStringExtensions"]
-git-tree-sha1 = "f8ab052bfcbdb9b48fad2c80c873aa0d0344dfe5"
-uuid = "2efcf032-c050-4f8e-a9bb-153293bab1f5"
-version = "0.2.2"
-
 [[TOML]]
 deps = ["Dates"]
 uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
@@ -1293,9 +1329,9 @@ version = "0.1.1"
 
 [[TerminalLoggers]]
 deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
-git-tree-sha1 = "f53e34e784ae771eb9ccde4d72e578aa453d0554"
+git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
 uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
-version = "0.1.6"
+version = "0.1.7"
 
 [[Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
@@ -1303,38 +1339,27 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "77817887c4b414b9c6914c61273910e3234eb21c"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.23"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
-git-tree-sha1 = "0b829474fed270a4b0ab07117dce9b9a2fa7581a"
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.12"
+version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.75"
-
-[[Tricks]]
-git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
-uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
-version = "0.1.7"
-
-[[TruncatedStacktraces]]
-deps = ["InteractiveUtils", "MacroTools", "Preferences"]
-git-tree-sha1 = "7bc1632a4eafbe9bd94cf1a784a9a4eb5e040a91"
-uuid = "781d530d-4396-4725-bb49-402e4bee1e77"
-version = "1.3.0"
+version = "0.4.77"
 
 [[Turing]]
-deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
-git-tree-sha1 = "8a40377bcc4b054ebdc8f680e96cd73a4a6fe2e6"
+deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "DiffResults", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker", "ZygoteRules"]
+git-tree-sha1 = "c43c5b5e2c6dcebee8705c25dbf22f4411e992ab"
 uuid = "fce5fe82-541a-59a6-adf8-730c64b5f9a0"
-version = "0.22.0"
+version = "0.21.10"
 
 [[URIs]]
 git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
@@ -1359,6 +1384,29 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
 uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
+[[Unitful]]
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
+uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
+version = "1.15.0"
+
+[[UnitfulLatexify]]
+deps = ["LaTeXStrings", "Latexify", "Unitful"]
+git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
+uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
+version = "1.6.3"
+
+[[UnsafeAtomics]]
+git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
+uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
+version = "0.2.1"
+
+[[UnsafeAtomicsLLVM]]
+deps = ["LLVM", "UnsafeAtomics"]
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
+version = "0.1.3"
+
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
 uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
@@ -1401,16 +1449,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1419,10 +1467,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1461,22 +1509,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1509,22 +1557,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
diff --git a/tutorials/docs-07-for-developers-variational-inference/Manifest.toml b/tutorials/docs-07-for-developers-variational-inference/Manifest.toml
index ea4ec1254..fe810d20d 100644
--- a/tutorials/docs-07-for-developers-variational-inference/Manifest.toml
+++ b/tutorials/docs-07-for-developers-variational-inference/Manifest.toml
@@ -6,9 +6,9 @@ project_hash = "102d486b18af7951cac72d56aec7c8e37b50a316"
 
 [[deps.AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "69f7020bd72f069c219b5e8c236c1fa90d2cb409"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.2.1"
+version = "1.4.0"
 
 [[deps.AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -18,9 +18,9 @@ version = "4.2.0"
 
 [[deps.AbstractPPL]]
 deps = ["AbstractMCMC", "DensityInterface", "Random", "Setfield", "SparseArrays"]
-git-tree-sha1 = "8f5d88dc15df270d8778ade9442d608939c75659"
+git-tree-sha1 = "33ea6c6837332395dbf3ba336f273c9f7fcf4db9"
 uuid = "7a57a42e-76ec-4ea3-a279-07e840d6d9cf"
-version = "0.5.3"
+version = "0.5.4"
 
 [[deps.AbstractTrees]]
 git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c"
@@ -28,10 +28,10 @@ uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
 version = "0.4.4"
 
 [[deps.Adapt]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "0310e08cb19f5da31d08341c6120c047598f5b9c"
+deps = ["LinearAlgebra", "Requires"]
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.5.0"
+version = "3.6.2"
 
 [[deps.AdvancedHMC]]
 deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "Setfield", "Statistics", "StatsBase", "StatsFuns", "UnPack"]
@@ -77,6 +77,12 @@ git-tree-sha1 = "e214a9b9bd1b4e1b4f15b22c0994862b66af7ff7"
 uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.0+3"
 
+[[deps.ArrayInterface]]
+deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
+uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
+version = "7.4.11"
+
 [[deps.ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
 git-tree-sha1 = "e5f08b5689b1aad068e01751889f2f615c7db36d"
@@ -84,14 +90,20 @@ uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2"
 version = "0.1.29"
 
 [[deps.ArrayInterfaceStaticArraysCore]]
-deps = ["Adapt", "ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
-git-tree-sha1 = "93c8ba53d8d26e124a5a8d4ec914c3a16e6a0970"
+deps = ["ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
+git-tree-sha1 = "01a9f8e6cfc2bfdd01d333f70b8014a04893103c"
 uuid = "dd5226c6-a4d4-4bc7-8575-46859f9c95b9"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
+[[deps.Atomix]]
+deps = ["UnsafeAtomics"]
+git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+version = "0.1.0"
+
 [[deps.AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
 git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
@@ -105,10 +117,10 @@ uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
 version = "0.4.6"
 
 [[deps.BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.37"
+version = "0.3.39"
 
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -120,9 +132,9 @@ version = "0.1.1"
 
 [[deps.Bijectors]]
 deps = ["ArgCheck", "ChainRulesCore", "ChangesOfVariables", "Compat", "Distributions", "Functors", "InverseFunctions", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "MappedArrays", "Random", "Reexport", "Requires", "Roots", "SparseArrays", "Statistics"]
-git-tree-sha1 = "a3704b8e5170f9339dff4e6cb286ad49464d3646"
+git-tree-sha1 = "1234b03e94938e6f2b14834dfd3ef45698d5e14f"
 uuid = "76274a88-744f-5084-9051-94815aaf08c4"
-version = "0.10.6"
+version = "0.10.8"
 
 [[deps.BitFlags]]
 git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d"
@@ -135,6 +147,11 @@ git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
 uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
 version = "1.0.8+0"
 
+[[deps.CEnum]]
+git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
+uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
+version = "0.4.2"
+
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
 git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
@@ -149,27 +166,27 @@ version = "0.5.1"
 
 [[deps.ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "c46adabdd0348f0ee8de91142cfc4a72a613ac0a"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.46.1"
+version = "1.52.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.7"
+version = "1.16.0"
 
 [[deps.ChangesOfVariables]]
-deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
-git-tree-sha1 = "844b061c104c408b24537482469400af6075aae4"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.5"
+version = "0.1.8"
 
 [[deps.Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "64df3da1d2a26f4de23871cd1b6482bb68092bd5"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.3"
+version = "0.15.3"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -178,10 +195,10 @@ uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
 version = "0.7.1"
 
 [[deps.ColorSchemes]]
-deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"]
-git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3"
+deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
+git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.20.0"
+version = "3.21.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -207,9 +224,9 @@ uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 version = "1.0.2"
 
 [[deps.CommonSolve]]
-git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852"
+git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
-version = "0.2.3"
+version = "0.2.4"
 
 [[deps.CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -219,18 +236,24 @@ version = "0.3.0"
 
 [[deps.Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "00a2cccc7f098ff3b66806862d275ca3db9e6e5a"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.5.0"
+version = "4.7.0"
 
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 
 [[deps.CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
+
+[[deps.ConcurrentUtilities]]
+deps = ["Serialization", "Sockets"]
+git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9"
+uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
+version = "2.2.0"
 
 [[deps.ConsoleProgressMonitor]]
 deps = ["Logging", "ProgressMeter"]
@@ -240,9 +263,9 @@ version = "0.1.2"
 
 [[deps.ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "fb21ddd70a051d882a1686a5a550990bbe371a95"
+git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.4.1"
+version = "1.5.2"
 
 [[deps.Contour]]
 git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
@@ -255,27 +278,21 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[deps.DataAPI]]
-git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.14.0"
+version = "1.15.0"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
 uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
 version = "1.0.0"
 
-[[deps.DataValues]]
-deps = ["DataValueInterfaces", "Dates"]
-git-tree-sha1 = "d88a19299eba280a6d062e135a43f00323ae70bf"
-uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5"
-version = "0.4.13"
-
 [[deps.Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
@@ -303,37 +320,37 @@ version = "1.1.0"
 
 [[deps.DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "c5b6685d53f933c11404a3ae9822afe30d522494"
+git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.12.2"
+version = "1.15.1"
 
 [[deps.Distances]]
 deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "3258d0659f812acde79e8a74b11f17ac06d0ca04"
+git-tree-sha1 = "49eba9ad9f7ead780bfb7ee319f962c811c6d3b2"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.10.7"
+version = "0.10.8"
 
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
-deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "74911ad88921455c6afcad1eefa12bd7b1724631"
+deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.80"
+version = "0.25.98"
 
 [[deps.DistributionsAD]]
-deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"]
-git-tree-sha1 = "0c139e48a8cea06c6ecbbec19d3ebc5dcbd7870d"
+deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
+git-tree-sha1 = "1fb4fedd5a407243d535cc50c8c803c2fce0dc26"
 uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
-version = "0.6.43"
+version = "0.6.49"
 
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
-git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
+git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.9.3"
+version = "0.8.6"
 
 [[deps.Downloads]]
 deps = ["ArgTools", "LibCURL", "NetworkOptions"]
@@ -352,26 +369,32 @@ uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
 version = "0.21.4"
 
 [[deps.EllipticalSliceSampling]]
-deps = ["AbstractMCMC", "ArrayInterfaceCore", "Distributions", "Random", "Statistics"]
-git-tree-sha1 = "4cda4527e990c0cc201286e0a0bfbbce00abcfc2"
+deps = ["AbstractMCMC", "ArrayInterface", "Distributions", "Random", "Statistics"]
+git-tree-sha1 = "973b4927d112559dc737f55d6bf06503a5b3fc14"
 uuid = "cad2338a-1db2-11e9-3401-43bc07c9ede2"
-version = "1.0.0"
+version = "1.1.0"
 
 [[deps.EnumX]]
 git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[deps.ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[deps.Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[deps.ExprTools]]
-git-tree-sha1 = "56559bbef6ca5ea0c0818fa5c90320398a6fbf8d"
+git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
 uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.FFMPEG]]
 deps = ["FFMPEG_jll"]
@@ -387,9 +410,9 @@ version = "4.4.2+2"
 
 [[deps.FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "90630efff0894f8142308e334473eba54c433549"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.5.0"
+version = "1.7.1"
 
 [[deps.FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -399,9 +422,9 @@ version = "3.3.10+0"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "d3ba08ab64bdfd27234d3f61956c966266757fe6"
+git-tree-sha1 = "7072f1e3e5a8be51d525d64f63d3ec1287ff2790"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.13.7"
+version = "0.13.11"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
@@ -423,15 +446,15 @@ version = "0.4.2"
 
 [[deps.ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "a69dd6db8a809f78846ff259298678f0d6212180"
+git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.34"
+version = "0.10.35"
 
 [[deps.FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[deps.FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -446,9 +469,9 @@ version = "1.1.3"
 
 [[deps.FunctionWrappersWrappers]]
 deps = ["FunctionWrappers"]
-git-tree-sha1 = "a5e6e7f12607e90d71b09e6ce2c965e41b337968"
+git-tree-sha1 = "b104d487b34566608f8b4e1c39fb0b10aa279ff8"
 uuid = "77dc65aa-8811-40c2-897b-53d922fa7daf"
-version = "0.1.1"
+version = "0.1.3"
 
 [[deps.Functors]]
 deps = ["LinearAlgebra"]
@@ -468,21 +491,21 @@ version = "3.3.8+0"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "57f7cde02d7a53c9d1d28443b9f11ac5fbe7ebc9"
+git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.3"
+version = "0.1.5"
 
 [[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 = "9e23bd6bb3eb4300cb567bdf63e2c14e5d2ffdbc"
+git-tree-sha1 = "8b8a2fd4536ece6e554168c21860b6820a8a83db"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.71.5"
+version = "0.72.7"
 
 [[deps.GR_jll]]
-deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "aa23c9f9b7c0ba6baeabe966ea1c7d2c7487ef90"
+deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
+git-tree-sha1 = "19fad9cd9ae44847fe842558a744748084a722d1"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.71.5+0"
+version = "0.72.7+0"
 
 [[deps.Gettext_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -508,10 +531,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[deps.HTTP]]
-deps = ["Base64", "CodecZlib", "Dates", "IniFile", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "37e4657cd56b11abe3d10cd4a1ec5fbdb4180263"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.7.4"
+version = "1.9.8"
 
 [[deps.HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -520,21 +543,16 @@ uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
 version = "2.8.1+1"
 
 [[deps.HypergeometricFunctions]]
-deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions", "Test"]
-git-tree-sha1 = "709d864e3ed6e3545230601f94e11ebc65994641"
+deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.11"
+version = "0.3.18"
 
 [[deps.IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "2e99184fca5eb6f075944b04c22edec29beb4778"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.7"
-
-[[deps.IniFile]]
-git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625"
-uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
-version = "0.5.1"
+version = "0.4.10"
 
 [[deps.InitialValues]]
 git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
@@ -549,9 +567,9 @@ version = "0.3.0"
 
 [[deps.IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d979e54b71da82f3a65b62553da4fc3d18c9004c"
+git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2018.0.3+2"
+version = "2023.1.0+0"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -571,19 +589,19 @@ version = "0.7.4"
 
 [[deps.InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.8"
+version = "0.1.10"
 
 [[deps.InvertedIndices]]
-git-tree-sha1 = "82aec7a3dd64f4d9584659dc0b62ef7db2ef3e19"
+git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
 uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
-version = "1.2.0"
+version = "1.3.0"
 
 [[deps.IrrationalConstants]]
-git-tree-sha1 = "7fd44fd4ff43fc60815f8e764c0f352b83c49151"
+git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
 uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
-version = "0.1.1"
+version = "0.2.2"
 
 [[deps.IterTools]]
 git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5"
@@ -609,21 +627,27 @@ version = "1.4.1"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
-git-tree-sha1 = "3c837543ddb02250ef42f4738347454f95079d4e"
+git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-version = "0.21.3"
+version = "0.21.4"
 
 [[deps.JpegTurbo_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b53380851c6e6664204efb2e62cd24fa5c47e4ba"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "2.1.2+0"
+version = "2.1.91+0"
+
+[[deps.KernelAbstractions]]
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
+uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+version = "0.9.6"
 
 [[deps.KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "9816b296736292a80b9a3200eb7fbb57aaa3917a"
+git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.5"
+version = "0.6.7"
 
 [[deps.LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -637,10 +661,28 @@ git-tree-sha1 = "bf36f528eec6634efc60d7ec062008f171071434"
 uuid = "88015f11-f218-50d7-93a8-a6af411a945d"
 version = "3.0.0+1"
 
+[[deps.LLVM]]
+deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
+uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
+version = "6.1.0"
+
+[[deps.LLVMExtra_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
+uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
+version = "0.0.23+0"
+
+[[deps.LLVMOpenMP_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b"
+uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
+version = "15.0.4+0"
+
 [[deps.LRUCache]]
-git-tree-sha1 = "d862633ef6097461037a00a13f709a62ae4bdfdd"
+git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
 uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
-version = "1.4.0"
+version = "1.4.1"
 
 [[deps.LZO_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -655,9 +697,9 @@ version = "1.3.0"
 
 [[deps.Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"]
-git-tree-sha1 = "2422f47b34d4b127720a18f86fa7b1aa2e141f29"
+git-tree-sha1 = "f428ae552340899a935973270b8d98e5a31c49fe"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.15.18"
+version = "0.16.1"
 
 [[deps.LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
@@ -754,9 +796,9 @@ version = "1.0.3"
 
 [[deps.LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "45b288af6956e67e621c5cbb2d75a261ab58300b"
+git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.20"
+version = "0.3.24"
 
 [[deps.Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
@@ -769,9 +811,9 @@ version = "0.4.9"
 
 [[deps.MCMCChains]]
 deps = ["AbstractMCMC", "AxisArrays", "Dates", "Distributions", "Formatting", "IteratorInterfaceExtensions", "KernelDensity", "LinearAlgebra", "MCMCDiagnosticTools", "MLJModelInterface", "NaturalSort", "OrderedCollections", "PrettyTables", "Random", "RecipesBase", "Serialization", "Statistics", "StatsBase", "StatsFuns", "TableTraits", "Tables"]
-git-tree-sha1 = "8577f598f0991e7bdf9472a8a59938b1e253b493"
+git-tree-sha1 = "c659f7508035a7bdd5102aef2de028ab035f289a"
 uuid = "c7f686f2-ff18-58e9-bc7b-31028e88f75d"
-version = "5.6.1"
+version = "5.7.1"
 
 [[deps.MCMCDiagnosticTools]]
 deps = ["AbstractFFTs", "DataAPI", "DataStructures", "Distributions", "LinearAlgebra", "MLJModelInterface", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tables"]
@@ -781,9 +823,9 @@ version = "0.2.6"
 
 [[deps.MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[deps.MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -798,9 +840,9 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.10"
 
 [[deps.MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[deps.Markdown]]
 deps = ["Base64"]
@@ -823,9 +865,9 @@ version = "0.3.2"
 
 [[deps.MicroCollections]]
 deps = ["BangBang", "InitialValues", "Setfield"]
-git-tree-sha1 = "4d5917a26ca33c66c8e5ca3247bd163624d35493"
+git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e"
 uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
@@ -841,27 +883,27 @@ uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
 [[deps.MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
-git-tree-sha1 = "efe9c8ecab7a6311d4b91568bd6c88897822fabe"
+git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
 uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.10.0"
+version = "0.10.2"
 
 [[deps.NNlib]]
-deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "b488fc28dfae4c8ec3d61a34a0143a4245e7b13b"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
+git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.16"
+version = "0.8.21"
 
 [[deps.NaNMath]]
 deps = ["OpenLibm_jll"]
-git-tree-sha1 = "a7c3d1da1189a1c2fe843a3bfa04d18d20eb3211"
+git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "1.0.1"
+version = "1.0.2"
 
 [[deps.NamedArrays]]
 deps = ["Combinatorics", "DataStructures", "DelimitedFiles", "InvertedIndices", "LinearAlgebra", "Random", "Requires", "SparseArrays", "Statistics"]
-git-tree-sha1 = "2fd5787125d1a93fbe30961bd841707b8a80d75b"
+git-tree-sha1 = "b84e17976a40cb2bfe3ae7edb3673a8c630d4f95"
 uuid = "86f7a689-2022-50b4-a561-43c23ac3c673"
-version = "0.9.6"
+version = "0.9.8"
 
 [[deps.NaturalSort]]
 git-tree-sha1 = "eda490d06b9f7c00752ee81cfa451efe55521e21"
@@ -884,9 +926,9 @@ version = "0.5.4"
 
 [[deps.OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "f71d8950b724e9ff6110fc948dff5a329f901d64"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.8"
+version = "1.12.10"
 
 [[deps.Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -904,15 +946,15 @@ uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 
 [[deps.OpenSSL]]
 deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "6503b77492fd7fcb9379bf73cd31035670e3c509"
+git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
 uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.3.3"
+version = "1.4.1"
 
 [[deps.OpenSSL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f6e9dba33f9f2c44e08a020b0caf6903be540004"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.19+0"
+version = "1.1.21+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -922,9 +964,9 @@ version = "0.5.5+0"
 
 [[deps.Optimisers]]
 deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "e657acef119cc0de2a8c0762666d3b64727b053b"
+git-tree-sha1 = "e5a1825d3d53aa4ad4fb42bd4927011ad4a78c3d"
 uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
-version = "0.2.14"
+version = "0.2.15"
 
 [[deps.Opus_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -933,9 +975,9 @@ uuid = "91d4177d-7536-5919-b921-800302f37372"
 version = "1.3.2+0"
 
 [[deps.OrderedCollections]]
-git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
+git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.4.1"
+version = "1.6.0"
 
 [[deps.PCRE2_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -943,15 +985,15 @@ uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
 
 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "cf494dca75a69712a72b80bc48f59dcf3dea63ec"
+git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.16"
+version = "0.11.17"
 
 [[deps.Parsers]]
-deps = ["Dates", "SnoopPrecompile"]
-git-tree-sha1 = "8175fc2b118a3755113c8e68084dc1a9e63c61ee"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.3"
+version = "2.7.1"
 
 [[deps.Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -959,10 +1001,10 @@ uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
 version = "1.3.0"
 
 [[deps.Pixman_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
+git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.40.1+0"
+version = "0.42.2+0"
 
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
@@ -975,28 +1017,34 @@ uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
 version = "3.1.0"
 
 [[deps.PlotUtils]]
-deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "SnoopPrecompile", "Statistics"]
-git-tree-sha1 = "daff8d21e3f4c596387867329be49b8c45f4f0f3"
+deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
+git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.3.3"
+version = "1.3.5"
 
 [[deps.Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SnoopPrecompile", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
-git-tree-sha1 = "a99bbd3664bb12a775cda2eba7f3b2facf3dad94"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
+git-tree-sha1 = "75ca67b2c6512ad2d0c767a7cfc55e75075f8bbc"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.38.2"
+version = "1.38.16"
+
+[[deps.PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.2"
 
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.3.0"
+version = "1.4.0"
 
 [[deps.PrettyTables]]
 deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "96f6db03ab535bdb901300f88335257b0018689d"
+git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.2.2"
+version = "2.2.4"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -1022,9 +1070,9 @@ version = "5.15.3+2"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "de191bc385072cc6c7ed3ffdc1caeed3f22c74d4"
+git-tree-sha1 = "6ec7ac8412e83d57e313393220879ede1740f9ee"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.7.0"
+version = "2.8.2"
 
 [[deps.REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
@@ -1041,9 +1089,9 @@ version = "0.3.2"
 
 [[deps.Ratios]]
 deps = ["Requires"]
-git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734"
+git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.3"
+version = "0.4.5"
 
 [[deps.RealDot]]
 deps = ["LinearAlgebra"]
@@ -1052,22 +1100,22 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
 [[deps.RecipesBase]]
-deps = ["SnoopPrecompile"]
-git-tree-sha1 = "261dddd3b862bd2c940cf6ca4d1c8fe593e457c8"
+deps = ["PrecompileTools"]
+git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.3.3"
+version = "1.3.4"
 
 [[deps.RecipesPipeline]]
-deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase", "SnoopPrecompile"]
-git-tree-sha1 = "e974477be88cb5e3040009f3767611bc6357846f"
+deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"]
+git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342"
 uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
-version = "0.6.11"
+version = "0.6.12"
 
 [[deps.RecursiveArrayTools]]
-deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables", "ZygoteRules"]
-git-tree-sha1 = "fcf0962b399f3bc0fa13ae7274db7879c3ef9f1e"
+deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "Tables", "ZygoteRules"]
+git-tree-sha1 = "a5ce741acddc02f0d4fc6505463ca89697d7fb23"
 uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
-version = "2.35.0"
+version = "2.32.3"
 
 [[deps.Reexport]]
 git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
@@ -1088,27 +1136,27 @@ version = "1.3.0"
 
 [[deps.Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "bf3188feca147ce108c76ad82c2792c57abe7b1f"
+git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.7.0"
+version = "0.7.1"
 
 [[deps.Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "68db32dff12bb6127bac73c209881191bf0efbb7"
+git-tree-sha1 = "6ed52fdd3382cf21947b15e8870ac0ddbff736da"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.3.0+0"
+version = "0.4.0+0"
 
 [[deps.Roots]]
 deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"]
-git-tree-sha1 = "a3db467ce768343235032a1ca0830fc64158dadf"
+git-tree-sha1 = "de432823e8aab4dd1a985be4be768f95acf152d4"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
-version = "2.0.8"
+version = "2.0.17"
 
 [[deps.RuntimeGeneratedFunctions]]
 deps = ["ExprTools", "SHA", "Serialization"]
-git-tree-sha1 = "50314d2ef65fce648975a8e80ae6d8409ebbf835"
+git-tree-sha1 = "237edc1563bbf078629b4f8d194bd334e97907cf"
 uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
-version = "0.5.5"
+version = "0.5.11"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -1126,15 +1174,15 @@ version = "3.0.0"
 
 [[deps.Scratch]]
 deps = ["Dates"]
-git-tree-sha1 = "f94f779c94e58bf9ea243e77a37e16d9de9126bd"
+git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
 uuid = "6c6a2e73-6563-6170-7368-637461726353"
-version = "1.1.1"
+version = "1.2.0"
 
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "c02bd3c9c3fc8463d3591a62a378f90d2d8ab0f3"
+git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.3.17"
+version = "1.4.0"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -1171,9 +1219,9 @@ uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
+git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.0"
+version = "1.1.1"
 
 [[deps.SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
@@ -1181,9 +1229,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[deps.SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "d75bda01f8c31ebb72df80a46c88b25d1c79c56d"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.1.7"
+version = "2.3.0"
 
 [[deps.SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1193,9 +1241,9 @@ version = "0.1.15"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "6954a456979f23d05085727adb17c4551c19ecd1"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.12"
+version = "1.6.0"
 
 [[deps.StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1214,9 +1262,9 @@ uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "f9af7f195fb13589dd2e2d57fdb401717d2eb1f6"
+git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.5.0"
+version = "1.6.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
@@ -1226,15 +1274,15 @@ version = "0.33.21"
 
 [[deps.StatsFuns]]
 deps = ["ChainRulesCore", "HypergeometricFunctions", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "ab6083f09b3e617e34a956b43e9d51b824206932"
+git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.1.1"
+version = "1.3.0"
 
 [[deps.StatsPlots]]
-deps = ["AbstractFFTs", "Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "e0d5bc26226ab1b7648278169858adcfbd861780"
+deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
+git-tree-sha1 = "14ef622cf28b05e38f8af1de57bc9142b03fbfe3"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.15.4"
+version = "0.15.5"
 
 [[deps.StringManipulation]]
 git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123"
@@ -1243,20 +1291,14 @@ version = "0.3.0"
 
 [[deps.StructArrays]]
 deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
-git-tree-sha1 = "b03a3b745aa49b566f128977a7dd1be8711c5e71"
+git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.6.14"
+version = "0.6.15"
 
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
-[[deps.SymbolicIndexingInterface]]
-deps = ["DocStringExtensions"]
-git-tree-sha1 = "6b764c160547240d868be4e961a5037f47ad7379"
-uuid = "2efcf032-c050-4f8e-a9bb-153293bab1f5"
-version = "0.2.1"
-
 [[deps.TOML]]
 deps = ["Dates"]
 uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
@@ -1275,9 +1317,9 @@ version = "1.0.1"
 
 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
-git-tree-sha1 = "c79322d36826aa2f4fd8ecfa96ddb47b174ac78d"
+git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.10.0"
+version = "1.10.1"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
@@ -1291,9 +1333,9 @@ version = "0.1.1"
 
 [[deps.TerminalLoggers]]
 deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
-git-tree-sha1 = "f53e34e784ae771eb9ccde4d72e578aa453d0554"
+git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
 uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
-version = "0.1.6"
+version = "0.1.7"
 
 [[deps.Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
@@ -1301,21 +1343,21 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "77817887c4b414b9c6914c61273910e3234eb21c"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.23"
+version = "0.2.26"
 
 [[deps.TranscodingStreams]]
 deps = ["Random", "Test"]
-git-tree-sha1 = "94f38103c984f89cf77c402f2a68dbd870f8165f"
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.11"
+version = "0.9.13"
 
 [[deps.Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.75"
+version = "0.4.77"
 
 [[deps.Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1324,9 +1366,9 @@ uuid = "fce5fe82-541a-59a6-adf8-730c64b5f9a0"
 version = "0.22.0"
 
 [[deps.URIs]]
-git-tree-sha1 = "ac00576f90d8a259f2c9d823e91d1de3fd44d348"
+git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.4.1"
+version = "1.4.2"
 
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
@@ -1346,6 +1388,29 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
 uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
+[[deps.Unitful]]
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
+uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
+version = "1.15.0"
+
+[[deps.UnitfulLatexify]]
+deps = ["LaTeXStrings", "Latexify", "Unitful"]
+git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
+uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
+version = "1.6.3"
+
+[[deps.UnsafeAtomics]]
+git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
+uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
+version = "0.2.1"
+
+[[deps.UnsafeAtomicsLLVM]]
+deps = ["LLVM", "UnsafeAtomics"]
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
+version = "0.1.3"
+
 [[deps.Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
 uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
@@ -1388,16 +1453,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[deps.Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[deps.Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[deps.Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1406,10 +1471,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[deps.Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[deps.Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1448,22 +1513,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[deps.Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[deps.Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[deps.Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[deps.Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1496,38 +1561,38 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[deps.Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[deps.Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[deps.Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[deps.Zlib_jll]]
 deps = ["Libdl"]
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
 
 [[deps.Zstd_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "e45044cd873ded54b6a5bac0eb5c971392cf1927"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
 uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.5.2+0"
+version = "1.5.5+0"
 
 [[deps.ZygoteRules]]
-deps = ["MacroTools"]
-git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
+deps = ["ChainRulesCore", "MacroTools"]
+git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
-version = "0.2.2"
+version = "0.2.3"
 
 [[deps.fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
diff --git a/tutorials/docs-08-using-turing/Manifest.toml b/tutorials/docs-08-using-turing/Manifest.toml
index ea4ec1254..fe810d20d 100644
--- a/tutorials/docs-08-using-turing/Manifest.toml
+++ b/tutorials/docs-08-using-turing/Manifest.toml
@@ -6,9 +6,9 @@ project_hash = "102d486b18af7951cac72d56aec7c8e37b50a316"
 
 [[deps.AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "69f7020bd72f069c219b5e8c236c1fa90d2cb409"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.2.1"
+version = "1.4.0"
 
 [[deps.AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -18,9 +18,9 @@ version = "4.2.0"
 
 [[deps.AbstractPPL]]
 deps = ["AbstractMCMC", "DensityInterface", "Random", "Setfield", "SparseArrays"]
-git-tree-sha1 = "8f5d88dc15df270d8778ade9442d608939c75659"
+git-tree-sha1 = "33ea6c6837332395dbf3ba336f273c9f7fcf4db9"
 uuid = "7a57a42e-76ec-4ea3-a279-07e840d6d9cf"
-version = "0.5.3"
+version = "0.5.4"
 
 [[deps.AbstractTrees]]
 git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c"
@@ -28,10 +28,10 @@ uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
 version = "0.4.4"
 
 [[deps.Adapt]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "0310e08cb19f5da31d08341c6120c047598f5b9c"
+deps = ["LinearAlgebra", "Requires"]
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.5.0"
+version = "3.6.2"
 
 [[deps.AdvancedHMC]]
 deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "Setfield", "Statistics", "StatsBase", "StatsFuns", "UnPack"]
@@ -77,6 +77,12 @@ git-tree-sha1 = "e214a9b9bd1b4e1b4f15b22c0994862b66af7ff7"
 uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.0+3"
 
+[[deps.ArrayInterface]]
+deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
+uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
+version = "7.4.11"
+
 [[deps.ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
 git-tree-sha1 = "e5f08b5689b1aad068e01751889f2f615c7db36d"
@@ -84,14 +90,20 @@ uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2"
 version = "0.1.29"
 
 [[deps.ArrayInterfaceStaticArraysCore]]
-deps = ["Adapt", "ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
-git-tree-sha1 = "93c8ba53d8d26e124a5a8d4ec914c3a16e6a0970"
+deps = ["ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
+git-tree-sha1 = "01a9f8e6cfc2bfdd01d333f70b8014a04893103c"
 uuid = "dd5226c6-a4d4-4bc7-8575-46859f9c95b9"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
+[[deps.Atomix]]
+deps = ["UnsafeAtomics"]
+git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+version = "0.1.0"
+
 [[deps.AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
 git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
@@ -105,10 +117,10 @@ uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
 version = "0.4.6"
 
 [[deps.BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.37"
+version = "0.3.39"
 
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -120,9 +132,9 @@ version = "0.1.1"
 
 [[deps.Bijectors]]
 deps = ["ArgCheck", "ChainRulesCore", "ChangesOfVariables", "Compat", "Distributions", "Functors", "InverseFunctions", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "MappedArrays", "Random", "Reexport", "Requires", "Roots", "SparseArrays", "Statistics"]
-git-tree-sha1 = "a3704b8e5170f9339dff4e6cb286ad49464d3646"
+git-tree-sha1 = "1234b03e94938e6f2b14834dfd3ef45698d5e14f"
 uuid = "76274a88-744f-5084-9051-94815aaf08c4"
-version = "0.10.6"
+version = "0.10.8"
 
 [[deps.BitFlags]]
 git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d"
@@ -135,6 +147,11 @@ git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
 uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
 version = "1.0.8+0"
 
+[[deps.CEnum]]
+git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
+uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
+version = "0.4.2"
+
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
 git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
@@ -149,27 +166,27 @@ version = "0.5.1"
 
 [[deps.ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "c46adabdd0348f0ee8de91142cfc4a72a613ac0a"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.46.1"
+version = "1.52.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.7"
+version = "1.16.0"
 
 [[deps.ChangesOfVariables]]
-deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
-git-tree-sha1 = "844b061c104c408b24537482469400af6075aae4"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.5"
+version = "0.1.8"
 
 [[deps.Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "64df3da1d2a26f4de23871cd1b6482bb68092bd5"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.3"
+version = "0.15.3"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -178,10 +195,10 @@ uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
 version = "0.7.1"
 
 [[deps.ColorSchemes]]
-deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"]
-git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3"
+deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
+git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.20.0"
+version = "3.21.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -207,9 +224,9 @@ uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 version = "1.0.2"
 
 [[deps.CommonSolve]]
-git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852"
+git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
-version = "0.2.3"
+version = "0.2.4"
 
 [[deps.CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -219,18 +236,24 @@ version = "0.3.0"
 
 [[deps.Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "00a2cccc7f098ff3b66806862d275ca3db9e6e5a"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.5.0"
+version = "4.7.0"
 
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 
 [[deps.CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
+
+[[deps.ConcurrentUtilities]]
+deps = ["Serialization", "Sockets"]
+git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9"
+uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
+version = "2.2.0"
 
 [[deps.ConsoleProgressMonitor]]
 deps = ["Logging", "ProgressMeter"]
@@ -240,9 +263,9 @@ version = "0.1.2"
 
 [[deps.ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "fb21ddd70a051d882a1686a5a550990bbe371a95"
+git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.4.1"
+version = "1.5.2"
 
 [[deps.Contour]]
 git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
@@ -255,27 +278,21 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[deps.DataAPI]]
-git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.14.0"
+version = "1.15.0"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
 uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
 version = "1.0.0"
 
-[[deps.DataValues]]
-deps = ["DataValueInterfaces", "Dates"]
-git-tree-sha1 = "d88a19299eba280a6d062e135a43f00323ae70bf"
-uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5"
-version = "0.4.13"
-
 [[deps.Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
@@ -303,37 +320,37 @@ version = "1.1.0"
 
 [[deps.DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "c5b6685d53f933c11404a3ae9822afe30d522494"
+git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.12.2"
+version = "1.15.1"
 
 [[deps.Distances]]
 deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "3258d0659f812acde79e8a74b11f17ac06d0ca04"
+git-tree-sha1 = "49eba9ad9f7ead780bfb7ee319f962c811c6d3b2"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.10.7"
+version = "0.10.8"
 
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
-deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "74911ad88921455c6afcad1eefa12bd7b1724631"
+deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.80"
+version = "0.25.98"
 
 [[deps.DistributionsAD]]
-deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"]
-git-tree-sha1 = "0c139e48a8cea06c6ecbbec19d3ebc5dcbd7870d"
+deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
+git-tree-sha1 = "1fb4fedd5a407243d535cc50c8c803c2fce0dc26"
 uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
-version = "0.6.43"
+version = "0.6.49"
 
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
-git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
+git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.9.3"
+version = "0.8.6"
 
 [[deps.Downloads]]
 deps = ["ArgTools", "LibCURL", "NetworkOptions"]
@@ -352,26 +369,32 @@ uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
 version = "0.21.4"
 
 [[deps.EllipticalSliceSampling]]
-deps = ["AbstractMCMC", "ArrayInterfaceCore", "Distributions", "Random", "Statistics"]
-git-tree-sha1 = "4cda4527e990c0cc201286e0a0bfbbce00abcfc2"
+deps = ["AbstractMCMC", "ArrayInterface", "Distributions", "Random", "Statistics"]
+git-tree-sha1 = "973b4927d112559dc737f55d6bf06503a5b3fc14"
 uuid = "cad2338a-1db2-11e9-3401-43bc07c9ede2"
-version = "1.0.0"
+version = "1.1.0"
 
 [[deps.EnumX]]
 git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[deps.ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[deps.Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[deps.ExprTools]]
-git-tree-sha1 = "56559bbef6ca5ea0c0818fa5c90320398a6fbf8d"
+git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
 uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.FFMPEG]]
 deps = ["FFMPEG_jll"]
@@ -387,9 +410,9 @@ version = "4.4.2+2"
 
 [[deps.FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "90630efff0894f8142308e334473eba54c433549"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.5.0"
+version = "1.7.1"
 
 [[deps.FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -399,9 +422,9 @@ version = "3.3.10+0"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "d3ba08ab64bdfd27234d3f61956c966266757fe6"
+git-tree-sha1 = "7072f1e3e5a8be51d525d64f63d3ec1287ff2790"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.13.7"
+version = "0.13.11"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
@@ -423,15 +446,15 @@ version = "0.4.2"
 
 [[deps.ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "a69dd6db8a809f78846ff259298678f0d6212180"
+git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.34"
+version = "0.10.35"
 
 [[deps.FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[deps.FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -446,9 +469,9 @@ version = "1.1.3"
 
 [[deps.FunctionWrappersWrappers]]
 deps = ["FunctionWrappers"]
-git-tree-sha1 = "a5e6e7f12607e90d71b09e6ce2c965e41b337968"
+git-tree-sha1 = "b104d487b34566608f8b4e1c39fb0b10aa279ff8"
 uuid = "77dc65aa-8811-40c2-897b-53d922fa7daf"
-version = "0.1.1"
+version = "0.1.3"
 
 [[deps.Functors]]
 deps = ["LinearAlgebra"]
@@ -468,21 +491,21 @@ version = "3.3.8+0"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "57f7cde02d7a53c9d1d28443b9f11ac5fbe7ebc9"
+git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.3"
+version = "0.1.5"
 
 [[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 = "9e23bd6bb3eb4300cb567bdf63e2c14e5d2ffdbc"
+git-tree-sha1 = "8b8a2fd4536ece6e554168c21860b6820a8a83db"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.71.5"
+version = "0.72.7"
 
 [[deps.GR_jll]]
-deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "aa23c9f9b7c0ba6baeabe966ea1c7d2c7487ef90"
+deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
+git-tree-sha1 = "19fad9cd9ae44847fe842558a744748084a722d1"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.71.5+0"
+version = "0.72.7+0"
 
 [[deps.Gettext_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -508,10 +531,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[deps.HTTP]]
-deps = ["Base64", "CodecZlib", "Dates", "IniFile", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "37e4657cd56b11abe3d10cd4a1ec5fbdb4180263"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.7.4"
+version = "1.9.8"
 
 [[deps.HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -520,21 +543,16 @@ uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
 version = "2.8.1+1"
 
 [[deps.HypergeometricFunctions]]
-deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions", "Test"]
-git-tree-sha1 = "709d864e3ed6e3545230601f94e11ebc65994641"
+deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.11"
+version = "0.3.18"
 
 [[deps.IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "2e99184fca5eb6f075944b04c22edec29beb4778"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.7"
-
-[[deps.IniFile]]
-git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625"
-uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
-version = "0.5.1"
+version = "0.4.10"
 
 [[deps.InitialValues]]
 git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
@@ -549,9 +567,9 @@ version = "0.3.0"
 
 [[deps.IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d979e54b71da82f3a65b62553da4fc3d18c9004c"
+git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2018.0.3+2"
+version = "2023.1.0+0"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -571,19 +589,19 @@ version = "0.7.4"
 
 [[deps.InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.8"
+version = "0.1.10"
 
 [[deps.InvertedIndices]]
-git-tree-sha1 = "82aec7a3dd64f4d9584659dc0b62ef7db2ef3e19"
+git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
 uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
-version = "1.2.0"
+version = "1.3.0"
 
 [[deps.IrrationalConstants]]
-git-tree-sha1 = "7fd44fd4ff43fc60815f8e764c0f352b83c49151"
+git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
 uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
-version = "0.1.1"
+version = "0.2.2"
 
 [[deps.IterTools]]
 git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5"
@@ -609,21 +627,27 @@ version = "1.4.1"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
-git-tree-sha1 = "3c837543ddb02250ef42f4738347454f95079d4e"
+git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-version = "0.21.3"
+version = "0.21.4"
 
 [[deps.JpegTurbo_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b53380851c6e6664204efb2e62cd24fa5c47e4ba"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "2.1.2+0"
+version = "2.1.91+0"
+
+[[deps.KernelAbstractions]]
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
+uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+version = "0.9.6"
 
 [[deps.KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "9816b296736292a80b9a3200eb7fbb57aaa3917a"
+git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.5"
+version = "0.6.7"
 
 [[deps.LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -637,10 +661,28 @@ git-tree-sha1 = "bf36f528eec6634efc60d7ec062008f171071434"
 uuid = "88015f11-f218-50d7-93a8-a6af411a945d"
 version = "3.0.0+1"
 
+[[deps.LLVM]]
+deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
+uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
+version = "6.1.0"
+
+[[deps.LLVMExtra_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
+uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
+version = "0.0.23+0"
+
+[[deps.LLVMOpenMP_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b"
+uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
+version = "15.0.4+0"
+
 [[deps.LRUCache]]
-git-tree-sha1 = "d862633ef6097461037a00a13f709a62ae4bdfdd"
+git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
 uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
-version = "1.4.0"
+version = "1.4.1"
 
 [[deps.LZO_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -655,9 +697,9 @@ version = "1.3.0"
 
 [[deps.Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"]
-git-tree-sha1 = "2422f47b34d4b127720a18f86fa7b1aa2e141f29"
+git-tree-sha1 = "f428ae552340899a935973270b8d98e5a31c49fe"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.15.18"
+version = "0.16.1"
 
 [[deps.LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
@@ -754,9 +796,9 @@ version = "1.0.3"
 
 [[deps.LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "45b288af6956e67e621c5cbb2d75a261ab58300b"
+git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.20"
+version = "0.3.24"
 
 [[deps.Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
@@ -769,9 +811,9 @@ version = "0.4.9"
 
 [[deps.MCMCChains]]
 deps = ["AbstractMCMC", "AxisArrays", "Dates", "Distributions", "Formatting", "IteratorInterfaceExtensions", "KernelDensity", "LinearAlgebra", "MCMCDiagnosticTools", "MLJModelInterface", "NaturalSort", "OrderedCollections", "PrettyTables", "Random", "RecipesBase", "Serialization", "Statistics", "StatsBase", "StatsFuns", "TableTraits", "Tables"]
-git-tree-sha1 = "8577f598f0991e7bdf9472a8a59938b1e253b493"
+git-tree-sha1 = "c659f7508035a7bdd5102aef2de028ab035f289a"
 uuid = "c7f686f2-ff18-58e9-bc7b-31028e88f75d"
-version = "5.6.1"
+version = "5.7.1"
 
 [[deps.MCMCDiagnosticTools]]
 deps = ["AbstractFFTs", "DataAPI", "DataStructures", "Distributions", "LinearAlgebra", "MLJModelInterface", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tables"]
@@ -781,9 +823,9 @@ version = "0.2.6"
 
 [[deps.MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[deps.MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -798,9 +840,9 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.10"
 
 [[deps.MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[deps.Markdown]]
 deps = ["Base64"]
@@ -823,9 +865,9 @@ version = "0.3.2"
 
 [[deps.MicroCollections]]
 deps = ["BangBang", "InitialValues", "Setfield"]
-git-tree-sha1 = "4d5917a26ca33c66c8e5ca3247bd163624d35493"
+git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e"
 uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
@@ -841,27 +883,27 @@ uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
 [[deps.MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
-git-tree-sha1 = "efe9c8ecab7a6311d4b91568bd6c88897822fabe"
+git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
 uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.10.0"
+version = "0.10.2"
 
 [[deps.NNlib]]
-deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "b488fc28dfae4c8ec3d61a34a0143a4245e7b13b"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
+git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.16"
+version = "0.8.21"
 
 [[deps.NaNMath]]
 deps = ["OpenLibm_jll"]
-git-tree-sha1 = "a7c3d1da1189a1c2fe843a3bfa04d18d20eb3211"
+git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "1.0.1"
+version = "1.0.2"
 
 [[deps.NamedArrays]]
 deps = ["Combinatorics", "DataStructures", "DelimitedFiles", "InvertedIndices", "LinearAlgebra", "Random", "Requires", "SparseArrays", "Statistics"]
-git-tree-sha1 = "2fd5787125d1a93fbe30961bd841707b8a80d75b"
+git-tree-sha1 = "b84e17976a40cb2bfe3ae7edb3673a8c630d4f95"
 uuid = "86f7a689-2022-50b4-a561-43c23ac3c673"
-version = "0.9.6"
+version = "0.9.8"
 
 [[deps.NaturalSort]]
 git-tree-sha1 = "eda490d06b9f7c00752ee81cfa451efe55521e21"
@@ -884,9 +926,9 @@ version = "0.5.4"
 
 [[deps.OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "f71d8950b724e9ff6110fc948dff5a329f901d64"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.8"
+version = "1.12.10"
 
 [[deps.Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -904,15 +946,15 @@ uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 
 [[deps.OpenSSL]]
 deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "6503b77492fd7fcb9379bf73cd31035670e3c509"
+git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
 uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.3.3"
+version = "1.4.1"
 
 [[deps.OpenSSL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f6e9dba33f9f2c44e08a020b0caf6903be540004"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.19+0"
+version = "1.1.21+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -922,9 +964,9 @@ version = "0.5.5+0"
 
 [[deps.Optimisers]]
 deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "e657acef119cc0de2a8c0762666d3b64727b053b"
+git-tree-sha1 = "e5a1825d3d53aa4ad4fb42bd4927011ad4a78c3d"
 uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
-version = "0.2.14"
+version = "0.2.15"
 
 [[deps.Opus_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -933,9 +975,9 @@ uuid = "91d4177d-7536-5919-b921-800302f37372"
 version = "1.3.2+0"
 
 [[deps.OrderedCollections]]
-git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
+git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.4.1"
+version = "1.6.0"
 
 [[deps.PCRE2_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -943,15 +985,15 @@ uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
 
 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "cf494dca75a69712a72b80bc48f59dcf3dea63ec"
+git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.16"
+version = "0.11.17"
 
 [[deps.Parsers]]
-deps = ["Dates", "SnoopPrecompile"]
-git-tree-sha1 = "8175fc2b118a3755113c8e68084dc1a9e63c61ee"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.3"
+version = "2.7.1"
 
 [[deps.Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -959,10 +1001,10 @@ uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
 version = "1.3.0"
 
 [[deps.Pixman_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
+git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.40.1+0"
+version = "0.42.2+0"
 
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
@@ -975,28 +1017,34 @@ uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
 version = "3.1.0"
 
 [[deps.PlotUtils]]
-deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "SnoopPrecompile", "Statistics"]
-git-tree-sha1 = "daff8d21e3f4c596387867329be49b8c45f4f0f3"
+deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
+git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.3.3"
+version = "1.3.5"
 
 [[deps.Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SnoopPrecompile", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
-git-tree-sha1 = "a99bbd3664bb12a775cda2eba7f3b2facf3dad94"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
+git-tree-sha1 = "75ca67b2c6512ad2d0c767a7cfc55e75075f8bbc"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.38.2"
+version = "1.38.16"
+
+[[deps.PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.2"
 
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.3.0"
+version = "1.4.0"
 
 [[deps.PrettyTables]]
 deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "96f6db03ab535bdb901300f88335257b0018689d"
+git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.2.2"
+version = "2.2.4"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -1022,9 +1070,9 @@ version = "5.15.3+2"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "de191bc385072cc6c7ed3ffdc1caeed3f22c74d4"
+git-tree-sha1 = "6ec7ac8412e83d57e313393220879ede1740f9ee"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.7.0"
+version = "2.8.2"
 
 [[deps.REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
@@ -1041,9 +1089,9 @@ version = "0.3.2"
 
 [[deps.Ratios]]
 deps = ["Requires"]
-git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734"
+git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.3"
+version = "0.4.5"
 
 [[deps.RealDot]]
 deps = ["LinearAlgebra"]
@@ -1052,22 +1100,22 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
 [[deps.RecipesBase]]
-deps = ["SnoopPrecompile"]
-git-tree-sha1 = "261dddd3b862bd2c940cf6ca4d1c8fe593e457c8"
+deps = ["PrecompileTools"]
+git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.3.3"
+version = "1.3.4"
 
 [[deps.RecipesPipeline]]
-deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase", "SnoopPrecompile"]
-git-tree-sha1 = "e974477be88cb5e3040009f3767611bc6357846f"
+deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"]
+git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342"
 uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
-version = "0.6.11"
+version = "0.6.12"
 
 [[deps.RecursiveArrayTools]]
-deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables", "ZygoteRules"]
-git-tree-sha1 = "fcf0962b399f3bc0fa13ae7274db7879c3ef9f1e"
+deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "Tables", "ZygoteRules"]
+git-tree-sha1 = "a5ce741acddc02f0d4fc6505463ca89697d7fb23"
 uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
-version = "2.35.0"
+version = "2.32.3"
 
 [[deps.Reexport]]
 git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
@@ -1088,27 +1136,27 @@ version = "1.3.0"
 
 [[deps.Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "bf3188feca147ce108c76ad82c2792c57abe7b1f"
+git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.7.0"
+version = "0.7.1"
 
 [[deps.Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "68db32dff12bb6127bac73c209881191bf0efbb7"
+git-tree-sha1 = "6ed52fdd3382cf21947b15e8870ac0ddbff736da"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.3.0+0"
+version = "0.4.0+0"
 
 [[deps.Roots]]
 deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"]
-git-tree-sha1 = "a3db467ce768343235032a1ca0830fc64158dadf"
+git-tree-sha1 = "de432823e8aab4dd1a985be4be768f95acf152d4"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
-version = "2.0.8"
+version = "2.0.17"
 
 [[deps.RuntimeGeneratedFunctions]]
 deps = ["ExprTools", "SHA", "Serialization"]
-git-tree-sha1 = "50314d2ef65fce648975a8e80ae6d8409ebbf835"
+git-tree-sha1 = "237edc1563bbf078629b4f8d194bd334e97907cf"
 uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
-version = "0.5.5"
+version = "0.5.11"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -1126,15 +1174,15 @@ version = "3.0.0"
 
 [[deps.Scratch]]
 deps = ["Dates"]
-git-tree-sha1 = "f94f779c94e58bf9ea243e77a37e16d9de9126bd"
+git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
 uuid = "6c6a2e73-6563-6170-7368-637461726353"
-version = "1.1.1"
+version = "1.2.0"
 
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "c02bd3c9c3fc8463d3591a62a378f90d2d8ab0f3"
+git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.3.17"
+version = "1.4.0"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -1171,9 +1219,9 @@ uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
+git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.0"
+version = "1.1.1"
 
 [[deps.SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
@@ -1181,9 +1229,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[deps.SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "d75bda01f8c31ebb72df80a46c88b25d1c79c56d"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.1.7"
+version = "2.3.0"
 
 [[deps.SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1193,9 +1241,9 @@ version = "0.1.15"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "6954a456979f23d05085727adb17c4551c19ecd1"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.12"
+version = "1.6.0"
 
 [[deps.StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1214,9 +1262,9 @@ uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "f9af7f195fb13589dd2e2d57fdb401717d2eb1f6"
+git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.5.0"
+version = "1.6.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
@@ -1226,15 +1274,15 @@ version = "0.33.21"
 
 [[deps.StatsFuns]]
 deps = ["ChainRulesCore", "HypergeometricFunctions", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "ab6083f09b3e617e34a956b43e9d51b824206932"
+git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.1.1"
+version = "1.3.0"
 
 [[deps.StatsPlots]]
-deps = ["AbstractFFTs", "Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "e0d5bc26226ab1b7648278169858adcfbd861780"
+deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
+git-tree-sha1 = "14ef622cf28b05e38f8af1de57bc9142b03fbfe3"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.15.4"
+version = "0.15.5"
 
 [[deps.StringManipulation]]
 git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123"
@@ -1243,20 +1291,14 @@ version = "0.3.0"
 
 [[deps.StructArrays]]
 deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
-git-tree-sha1 = "b03a3b745aa49b566f128977a7dd1be8711c5e71"
+git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.6.14"
+version = "0.6.15"
 
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
-[[deps.SymbolicIndexingInterface]]
-deps = ["DocStringExtensions"]
-git-tree-sha1 = "6b764c160547240d868be4e961a5037f47ad7379"
-uuid = "2efcf032-c050-4f8e-a9bb-153293bab1f5"
-version = "0.2.1"
-
 [[deps.TOML]]
 deps = ["Dates"]
 uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
@@ -1275,9 +1317,9 @@ version = "1.0.1"
 
 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
-git-tree-sha1 = "c79322d36826aa2f4fd8ecfa96ddb47b174ac78d"
+git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.10.0"
+version = "1.10.1"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
@@ -1291,9 +1333,9 @@ version = "0.1.1"
 
 [[deps.TerminalLoggers]]
 deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
-git-tree-sha1 = "f53e34e784ae771eb9ccde4d72e578aa453d0554"
+git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
 uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
-version = "0.1.6"
+version = "0.1.7"
 
 [[deps.Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
@@ -1301,21 +1343,21 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "77817887c4b414b9c6914c61273910e3234eb21c"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.23"
+version = "0.2.26"
 
 [[deps.TranscodingStreams]]
 deps = ["Random", "Test"]
-git-tree-sha1 = "94f38103c984f89cf77c402f2a68dbd870f8165f"
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.11"
+version = "0.9.13"
 
 [[deps.Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.75"
+version = "0.4.77"
 
 [[deps.Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1324,9 +1366,9 @@ uuid = "fce5fe82-541a-59a6-adf8-730c64b5f9a0"
 version = "0.22.0"
 
 [[deps.URIs]]
-git-tree-sha1 = "ac00576f90d8a259f2c9d823e91d1de3fd44d348"
+git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.4.1"
+version = "1.4.2"
 
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
@@ -1346,6 +1388,29 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
 uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
+[[deps.Unitful]]
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
+uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
+version = "1.15.0"
+
+[[deps.UnitfulLatexify]]
+deps = ["LaTeXStrings", "Latexify", "Unitful"]
+git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
+uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
+version = "1.6.3"
+
+[[deps.UnsafeAtomics]]
+git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
+uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
+version = "0.2.1"
+
+[[deps.UnsafeAtomicsLLVM]]
+deps = ["LLVM", "UnsafeAtomics"]
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
+version = "0.1.3"
+
 [[deps.Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
 uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
@@ -1388,16 +1453,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[deps.Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[deps.Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[deps.Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1406,10 +1471,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[deps.Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[deps.Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1448,22 +1513,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[deps.Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[deps.Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[deps.Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[deps.Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1496,38 +1561,38 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[deps.Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[deps.Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[deps.Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[deps.Zlib_jll]]
 deps = ["Libdl"]
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
 
 [[deps.Zstd_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "e45044cd873ded54b6a5bac0eb5c971392cf1927"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
 uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.5.2+0"
+version = "1.5.5+0"
 
 [[deps.ZygoteRules]]
-deps = ["MacroTools"]
-git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
+deps = ["ChainRulesCore", "MacroTools"]
+git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
-version = "0.2.2"
+version = "0.2.3"
 
 [[deps.fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
diff --git a/tutorials/docs-09-using-turing-advanced/Manifest.toml b/tutorials/docs-09-using-turing-advanced/Manifest.toml
index 2e9eeea4c..fe810d20d 100644
--- a/tutorials/docs-09-using-turing-advanced/Manifest.toml
+++ b/tutorials/docs-09-using-turing-advanced/Manifest.toml
@@ -6,9 +6,9 @@ project_hash = "102d486b18af7951cac72d56aec7c8e37b50a316"
 
 [[deps.AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "69f7020bd72f069c219b5e8c236c1fa90d2cb409"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.2.1"
+version = "1.4.0"
 
 [[deps.AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -18,9 +18,9 @@ version = "4.2.0"
 
 [[deps.AbstractPPL]]
 deps = ["AbstractMCMC", "DensityInterface", "Random", "Setfield", "SparseArrays"]
-git-tree-sha1 = "8f5d88dc15df270d8778ade9442d608939c75659"
+git-tree-sha1 = "33ea6c6837332395dbf3ba336f273c9f7fcf4db9"
 uuid = "7a57a42e-76ec-4ea3-a279-07e840d6d9cf"
-version = "0.5.3"
+version = "0.5.4"
 
 [[deps.AbstractTrees]]
 git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c"
@@ -28,10 +28,10 @@ uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
 version = "0.4.4"
 
 [[deps.Adapt]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "0310e08cb19f5da31d08341c6120c047598f5b9c"
+deps = ["LinearAlgebra", "Requires"]
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.5.0"
+version = "3.6.2"
 
 [[deps.AdvancedHMC]]
 deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "Setfield", "Statistics", "StatsBase", "StatsFuns", "UnPack"]
@@ -77,6 +77,12 @@ git-tree-sha1 = "e214a9b9bd1b4e1b4f15b22c0994862b66af7ff7"
 uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.0+3"
 
+[[deps.ArrayInterface]]
+deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
+uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
+version = "7.4.11"
+
 [[deps.ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
 git-tree-sha1 = "e5f08b5689b1aad068e01751889f2f615c7db36d"
@@ -84,14 +90,20 @@ uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2"
 version = "0.1.29"
 
 [[deps.ArrayInterfaceStaticArraysCore]]
-deps = ["Adapt", "ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
-git-tree-sha1 = "93c8ba53d8d26e124a5a8d4ec914c3a16e6a0970"
+deps = ["ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
+git-tree-sha1 = "01a9f8e6cfc2bfdd01d333f70b8014a04893103c"
 uuid = "dd5226c6-a4d4-4bc7-8575-46859f9c95b9"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
+[[deps.Atomix]]
+deps = ["UnsafeAtomics"]
+git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+version = "0.1.0"
+
 [[deps.AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
 git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
@@ -105,10 +117,10 @@ uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
 version = "0.4.6"
 
 [[deps.BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.37"
+version = "0.3.39"
 
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -135,6 +147,11 @@ git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
 uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
 version = "1.0.8+0"
 
+[[deps.CEnum]]
+git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
+uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
+version = "0.4.2"
+
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
 git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
@@ -149,27 +166,27 @@ version = "0.5.1"
 
 [[deps.ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "c46adabdd0348f0ee8de91142cfc4a72a613ac0a"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.46.1"
+version = "1.52.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.7"
+version = "1.16.0"
 
 [[deps.ChangesOfVariables]]
-deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
-git-tree-sha1 = "844b061c104c408b24537482469400af6075aae4"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.5"
+version = "0.1.8"
 
 [[deps.Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "64df3da1d2a26f4de23871cd1b6482bb68092bd5"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.3"
+version = "0.15.3"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -178,10 +195,10 @@ uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
 version = "0.7.1"
 
 [[deps.ColorSchemes]]
-deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"]
-git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3"
+deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
+git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.20.0"
+version = "3.21.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -207,9 +224,9 @@ uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 version = "1.0.2"
 
 [[deps.CommonSolve]]
-git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852"
+git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
-version = "0.2.3"
+version = "0.2.4"
 
 [[deps.CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -219,18 +236,24 @@ version = "0.3.0"
 
 [[deps.Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "00a2cccc7f098ff3b66806862d275ca3db9e6e5a"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.5.0"
+version = "4.7.0"
 
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 
 [[deps.CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
+
+[[deps.ConcurrentUtilities]]
+deps = ["Serialization", "Sockets"]
+git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9"
+uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
+version = "2.2.0"
 
 [[deps.ConsoleProgressMonitor]]
 deps = ["Logging", "ProgressMeter"]
@@ -240,9 +263,9 @@ version = "0.1.2"
 
 [[deps.ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "fb21ddd70a051d882a1686a5a550990bbe371a95"
+git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.4.1"
+version = "1.5.2"
 
 [[deps.Contour]]
 git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
@@ -255,27 +278,21 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[deps.DataAPI]]
-git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.14.0"
+version = "1.15.0"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
 uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
 version = "1.0.0"
 
-[[deps.DataValues]]
-deps = ["DataValueInterfaces", "Dates"]
-git-tree-sha1 = "d88a19299eba280a6d062e135a43f00323ae70bf"
-uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5"
-version = "0.4.13"
-
 [[deps.Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
@@ -303,37 +320,37 @@ version = "1.1.0"
 
 [[deps.DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "c5b6685d53f933c11404a3ae9822afe30d522494"
+git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.12.2"
+version = "1.15.1"
 
 [[deps.Distances]]
 deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "3258d0659f812acde79e8a74b11f17ac06d0ca04"
+git-tree-sha1 = "49eba9ad9f7ead780bfb7ee319f962c811c6d3b2"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.10.7"
+version = "0.10.8"
 
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
-deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c2614fa3aafe03d1a44b8e16508d9be718b8095a"
+deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.89"
+version = "0.25.98"
 
 [[deps.DistributionsAD]]
-deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"]
-git-tree-sha1 = "0c139e48a8cea06c6ecbbec19d3ebc5dcbd7870d"
+deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
+git-tree-sha1 = "1fb4fedd5a407243d535cc50c8c803c2fce0dc26"
 uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
-version = "0.6.43"
+version = "0.6.49"
 
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
-git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
+git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.9.3"
+version = "0.8.6"
 
 [[deps.Downloads]]
 deps = ["ArgTools", "LibCURL", "NetworkOptions"]
@@ -352,26 +369,32 @@ uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
 version = "0.21.4"
 
 [[deps.EllipticalSliceSampling]]
-deps = ["AbstractMCMC", "ArrayInterfaceCore", "Distributions", "Random", "Statistics"]
-git-tree-sha1 = "4cda4527e990c0cc201286e0a0bfbbce00abcfc2"
+deps = ["AbstractMCMC", "ArrayInterface", "Distributions", "Random", "Statistics"]
+git-tree-sha1 = "973b4927d112559dc737f55d6bf06503a5b3fc14"
 uuid = "cad2338a-1db2-11e9-3401-43bc07c9ede2"
-version = "1.0.0"
+version = "1.1.0"
 
 [[deps.EnumX]]
 git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[deps.ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[deps.Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[deps.ExprTools]]
-git-tree-sha1 = "56559bbef6ca5ea0c0818fa5c90320398a6fbf8d"
+git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
 uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.FFMPEG]]
 deps = ["FFMPEG_jll"]
@@ -387,9 +410,9 @@ version = "4.4.2+2"
 
 [[deps.FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "90630efff0894f8142308e334473eba54c433549"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.5.0"
+version = "1.7.1"
 
 [[deps.FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -399,9 +422,9 @@ version = "3.3.10+0"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "d3ba08ab64bdfd27234d3f61956c966266757fe6"
+git-tree-sha1 = "7072f1e3e5a8be51d525d64f63d3ec1287ff2790"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.13.7"
+version = "0.13.11"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
@@ -423,15 +446,15 @@ version = "0.4.2"
 
 [[deps.ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "a69dd6db8a809f78846ff259298678f0d6212180"
+git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.34"
+version = "0.10.35"
 
 [[deps.FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[deps.FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -446,9 +469,9 @@ version = "1.1.3"
 
 [[deps.FunctionWrappersWrappers]]
 deps = ["FunctionWrappers"]
-git-tree-sha1 = "a5e6e7f12607e90d71b09e6ce2c965e41b337968"
+git-tree-sha1 = "b104d487b34566608f8b4e1c39fb0b10aa279ff8"
 uuid = "77dc65aa-8811-40c2-897b-53d922fa7daf"
-version = "0.1.1"
+version = "0.1.3"
 
 [[deps.Functors]]
 deps = ["LinearAlgebra"]
@@ -468,21 +491,21 @@ version = "3.3.8+0"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "57f7cde02d7a53c9d1d28443b9f11ac5fbe7ebc9"
+git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.3"
+version = "0.1.5"
 
 [[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 = "9e23bd6bb3eb4300cb567bdf63e2c14e5d2ffdbc"
+git-tree-sha1 = "8b8a2fd4536ece6e554168c21860b6820a8a83db"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.71.5"
+version = "0.72.7"
 
 [[deps.GR_jll]]
-deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "aa23c9f9b7c0ba6baeabe966ea1c7d2c7487ef90"
+deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
+git-tree-sha1 = "19fad9cd9ae44847fe842558a744748084a722d1"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.71.5+0"
+version = "0.72.7+0"
 
 [[deps.Gettext_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -508,10 +531,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[deps.HTTP]]
-deps = ["Base64", "CodecZlib", "Dates", "IniFile", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "37e4657cd56b11abe3d10cd4a1ec5fbdb4180263"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.7.4"
+version = "1.9.8"
 
 [[deps.HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -520,21 +543,16 @@ uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
 version = "2.8.1+1"
 
 [[deps.HypergeometricFunctions]]
-deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions", "Test"]
-git-tree-sha1 = "709d864e3ed6e3545230601f94e11ebc65994641"
+deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.11"
+version = "0.3.18"
 
 [[deps.IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "2e99184fca5eb6f075944b04c22edec29beb4778"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.7"
-
-[[deps.IniFile]]
-git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625"
-uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
-version = "0.5.1"
+version = "0.4.10"
 
 [[deps.InitialValues]]
 git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
@@ -549,9 +567,9 @@ version = "0.3.0"
 
 [[deps.IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d979e54b71da82f3a65b62553da4fc3d18c9004c"
+git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2018.0.3+2"
+version = "2023.1.0+0"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -571,19 +589,19 @@ version = "0.7.4"
 
 [[deps.InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.8"
+version = "0.1.10"
 
 [[deps.InvertedIndices]]
-git-tree-sha1 = "82aec7a3dd64f4d9584659dc0b62ef7db2ef3e19"
+git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
 uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
-version = "1.2.0"
+version = "1.3.0"
 
 [[deps.IrrationalConstants]]
-git-tree-sha1 = "7fd44fd4ff43fc60815f8e764c0f352b83c49151"
+git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
 uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
-version = "0.1.1"
+version = "0.2.2"
 
 [[deps.IterTools]]
 git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5"
@@ -609,21 +627,27 @@ version = "1.4.1"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
-git-tree-sha1 = "3c837543ddb02250ef42f4738347454f95079d4e"
+git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-version = "0.21.3"
+version = "0.21.4"
 
 [[deps.JpegTurbo_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b53380851c6e6664204efb2e62cd24fa5c47e4ba"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "2.1.2+0"
+version = "2.1.91+0"
+
+[[deps.KernelAbstractions]]
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
+uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+version = "0.9.6"
 
 [[deps.KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "9816b296736292a80b9a3200eb7fbb57aaa3917a"
+git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.5"
+version = "0.6.7"
 
 [[deps.LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -637,10 +661,28 @@ git-tree-sha1 = "bf36f528eec6634efc60d7ec062008f171071434"
 uuid = "88015f11-f218-50d7-93a8-a6af411a945d"
 version = "3.0.0+1"
 
+[[deps.LLVM]]
+deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
+uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
+version = "6.1.0"
+
+[[deps.LLVMExtra_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
+uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
+version = "0.0.23+0"
+
+[[deps.LLVMOpenMP_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b"
+uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
+version = "15.0.4+0"
+
 [[deps.LRUCache]]
-git-tree-sha1 = "d862633ef6097461037a00a13f709a62ae4bdfdd"
+git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
 uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
-version = "1.4.0"
+version = "1.4.1"
 
 [[deps.LZO_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -655,9 +697,9 @@ version = "1.3.0"
 
 [[deps.Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"]
-git-tree-sha1 = "2422f47b34d4b127720a18f86fa7b1aa2e141f29"
+git-tree-sha1 = "f428ae552340899a935973270b8d98e5a31c49fe"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.15.18"
+version = "0.16.1"
 
 [[deps.LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
@@ -754,9 +796,9 @@ version = "1.0.3"
 
 [[deps.LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "45b288af6956e67e621c5cbb2d75a261ab58300b"
+git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.20"
+version = "0.3.24"
 
 [[deps.Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
@@ -769,9 +811,9 @@ version = "0.4.9"
 
 [[deps.MCMCChains]]
 deps = ["AbstractMCMC", "AxisArrays", "Dates", "Distributions", "Formatting", "IteratorInterfaceExtensions", "KernelDensity", "LinearAlgebra", "MCMCDiagnosticTools", "MLJModelInterface", "NaturalSort", "OrderedCollections", "PrettyTables", "Random", "RecipesBase", "Serialization", "Statistics", "StatsBase", "StatsFuns", "TableTraits", "Tables"]
-git-tree-sha1 = "8577f598f0991e7bdf9472a8a59938b1e253b493"
+git-tree-sha1 = "c659f7508035a7bdd5102aef2de028ab035f289a"
 uuid = "c7f686f2-ff18-58e9-bc7b-31028e88f75d"
-version = "5.6.1"
+version = "5.7.1"
 
 [[deps.MCMCDiagnosticTools]]
 deps = ["AbstractFFTs", "DataAPI", "DataStructures", "Distributions", "LinearAlgebra", "MLJModelInterface", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tables"]
@@ -781,9 +823,9 @@ version = "0.2.6"
 
 [[deps.MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[deps.MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -798,9 +840,9 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.10"
 
 [[deps.MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[deps.Markdown]]
 deps = ["Base64"]
@@ -823,9 +865,9 @@ version = "0.3.2"
 
 [[deps.MicroCollections]]
 deps = ["BangBang", "InitialValues", "Setfield"]
-git-tree-sha1 = "4d5917a26ca33c66c8e5ca3247bd163624d35493"
+git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e"
 uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
@@ -841,27 +883,27 @@ uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
 [[deps.MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
-git-tree-sha1 = "efe9c8ecab7a6311d4b91568bd6c88897822fabe"
+git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
 uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.10.0"
+version = "0.10.2"
 
 [[deps.NNlib]]
-deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "b488fc28dfae4c8ec3d61a34a0143a4245e7b13b"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
+git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.16"
+version = "0.8.21"
 
 [[deps.NaNMath]]
 deps = ["OpenLibm_jll"]
-git-tree-sha1 = "a7c3d1da1189a1c2fe843a3bfa04d18d20eb3211"
+git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "1.0.1"
+version = "1.0.2"
 
 [[deps.NamedArrays]]
 deps = ["Combinatorics", "DataStructures", "DelimitedFiles", "InvertedIndices", "LinearAlgebra", "Random", "Requires", "SparseArrays", "Statistics"]
-git-tree-sha1 = "2fd5787125d1a93fbe30961bd841707b8a80d75b"
+git-tree-sha1 = "b84e17976a40cb2bfe3ae7edb3673a8c630d4f95"
 uuid = "86f7a689-2022-50b4-a561-43c23ac3c673"
-version = "0.9.6"
+version = "0.9.8"
 
 [[deps.NaturalSort]]
 git-tree-sha1 = "eda490d06b9f7c00752ee81cfa451efe55521e21"
@@ -884,9 +926,9 @@ version = "0.5.4"
 
 [[deps.OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "f71d8950b724e9ff6110fc948dff5a329f901d64"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.8"
+version = "1.12.10"
 
 [[deps.Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -904,15 +946,15 @@ uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 
 [[deps.OpenSSL]]
 deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "6503b77492fd7fcb9379bf73cd31035670e3c509"
+git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
 uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.3.3"
+version = "1.4.1"
 
 [[deps.OpenSSL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f6e9dba33f9f2c44e08a020b0caf6903be540004"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.19+0"
+version = "1.1.21+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -922,9 +964,9 @@ version = "0.5.5+0"
 
 [[deps.Optimisers]]
 deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "e657acef119cc0de2a8c0762666d3b64727b053b"
+git-tree-sha1 = "e5a1825d3d53aa4ad4fb42bd4927011ad4a78c3d"
 uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
-version = "0.2.14"
+version = "0.2.15"
 
 [[deps.Opus_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -933,9 +975,9 @@ uuid = "91d4177d-7536-5919-b921-800302f37372"
 version = "1.3.2+0"
 
 [[deps.OrderedCollections]]
-git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
+git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.4.1"
+version = "1.6.0"
 
 [[deps.PCRE2_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -943,15 +985,15 @@ uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
 
 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "cf494dca75a69712a72b80bc48f59dcf3dea63ec"
+git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.16"
+version = "0.11.17"
 
 [[deps.Parsers]]
-deps = ["Dates", "SnoopPrecompile"]
-git-tree-sha1 = "8175fc2b118a3755113c8e68084dc1a9e63c61ee"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.3"
+version = "2.7.1"
 
 [[deps.Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -959,10 +1001,10 @@ uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
 version = "1.3.0"
 
 [[deps.Pixman_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
+git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.40.1+0"
+version = "0.42.2+0"
 
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
@@ -975,28 +1017,34 @@ uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
 version = "3.1.0"
 
 [[deps.PlotUtils]]
-deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "SnoopPrecompile", "Statistics"]
-git-tree-sha1 = "daff8d21e3f4c596387867329be49b8c45f4f0f3"
+deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
+git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.3.3"
+version = "1.3.5"
 
 [[deps.Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SnoopPrecompile", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
-git-tree-sha1 = "a99bbd3664bb12a775cda2eba7f3b2facf3dad94"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
+git-tree-sha1 = "75ca67b2c6512ad2d0c767a7cfc55e75075f8bbc"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.38.2"
+version = "1.38.16"
+
+[[deps.PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.2"
 
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.3.0"
+version = "1.4.0"
 
 [[deps.PrettyTables]]
 deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "96f6db03ab535bdb901300f88335257b0018689d"
+git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.2.2"
+version = "2.2.4"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -1022,9 +1070,9 @@ version = "5.15.3+2"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "de191bc385072cc6c7ed3ffdc1caeed3f22c74d4"
+git-tree-sha1 = "6ec7ac8412e83d57e313393220879ede1740f9ee"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.7.0"
+version = "2.8.2"
 
 [[deps.REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
@@ -1041,9 +1089,9 @@ version = "0.3.2"
 
 [[deps.Ratios]]
 deps = ["Requires"]
-git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734"
+git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.3"
+version = "0.4.5"
 
 [[deps.RealDot]]
 deps = ["LinearAlgebra"]
@@ -1052,22 +1100,22 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
 [[deps.RecipesBase]]
-deps = ["SnoopPrecompile"]
-git-tree-sha1 = "261dddd3b862bd2c940cf6ca4d1c8fe593e457c8"
+deps = ["PrecompileTools"]
+git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.3.3"
+version = "1.3.4"
 
 [[deps.RecipesPipeline]]
-deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase", "SnoopPrecompile"]
-git-tree-sha1 = "e974477be88cb5e3040009f3767611bc6357846f"
+deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"]
+git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342"
 uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
-version = "0.6.11"
+version = "0.6.12"
 
 [[deps.RecursiveArrayTools]]
-deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables", "ZygoteRules"]
-git-tree-sha1 = "fcf0962b399f3bc0fa13ae7274db7879c3ef9f1e"
+deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "Tables", "ZygoteRules"]
+git-tree-sha1 = "a5ce741acddc02f0d4fc6505463ca89697d7fb23"
 uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
-version = "2.35.0"
+version = "2.32.3"
 
 [[deps.Reexport]]
 git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
@@ -1088,27 +1136,27 @@ version = "1.3.0"
 
 [[deps.Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "bf3188feca147ce108c76ad82c2792c57abe7b1f"
+git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.7.0"
+version = "0.7.1"
 
 [[deps.Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "68db32dff12bb6127bac73c209881191bf0efbb7"
+git-tree-sha1 = "6ed52fdd3382cf21947b15e8870ac0ddbff736da"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.3.0+0"
+version = "0.4.0+0"
 
 [[deps.Roots]]
 deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"]
-git-tree-sha1 = "a3db467ce768343235032a1ca0830fc64158dadf"
+git-tree-sha1 = "de432823e8aab4dd1a985be4be768f95acf152d4"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
-version = "2.0.8"
+version = "2.0.17"
 
 [[deps.RuntimeGeneratedFunctions]]
 deps = ["ExprTools", "SHA", "Serialization"]
-git-tree-sha1 = "50314d2ef65fce648975a8e80ae6d8409ebbf835"
+git-tree-sha1 = "237edc1563bbf078629b4f8d194bd334e97907cf"
 uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
-version = "0.5.5"
+version = "0.5.11"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -1126,15 +1174,15 @@ version = "3.0.0"
 
 [[deps.Scratch]]
 deps = ["Dates"]
-git-tree-sha1 = "f94f779c94e58bf9ea243e77a37e16d9de9126bd"
+git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
 uuid = "6c6a2e73-6563-6170-7368-637461726353"
-version = "1.1.1"
+version = "1.2.0"
 
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "c02bd3c9c3fc8463d3591a62a378f90d2d8ab0f3"
+git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.3.17"
+version = "1.4.0"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -1171,9 +1219,9 @@ uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
+git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.0"
+version = "1.1.1"
 
 [[deps.SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
@@ -1181,9 +1229,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[deps.SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "d75bda01f8c31ebb72df80a46c88b25d1c79c56d"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.1.7"
+version = "2.3.0"
 
 [[deps.SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1193,9 +1241,9 @@ version = "0.1.15"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "6954a456979f23d05085727adb17c4551c19ecd1"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.12"
+version = "1.6.0"
 
 [[deps.StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1214,9 +1262,9 @@ uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "f9af7f195fb13589dd2e2d57fdb401717d2eb1f6"
+git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.5.0"
+version = "1.6.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
@@ -1226,15 +1274,15 @@ version = "0.33.21"
 
 [[deps.StatsFuns]]
 deps = ["ChainRulesCore", "HypergeometricFunctions", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "ab6083f09b3e617e34a956b43e9d51b824206932"
+git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.1.1"
+version = "1.3.0"
 
 [[deps.StatsPlots]]
-deps = ["AbstractFFTs", "Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "e0d5bc26226ab1b7648278169858adcfbd861780"
+deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
+git-tree-sha1 = "14ef622cf28b05e38f8af1de57bc9142b03fbfe3"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.15.4"
+version = "0.15.5"
 
 [[deps.StringManipulation]]
 git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123"
@@ -1243,20 +1291,14 @@ version = "0.3.0"
 
 [[deps.StructArrays]]
 deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
-git-tree-sha1 = "b03a3b745aa49b566f128977a7dd1be8711c5e71"
+git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.6.14"
+version = "0.6.15"
 
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
-[[deps.SymbolicIndexingInterface]]
-deps = ["DocStringExtensions"]
-git-tree-sha1 = "6b764c160547240d868be4e961a5037f47ad7379"
-uuid = "2efcf032-c050-4f8e-a9bb-153293bab1f5"
-version = "0.2.1"
-
 [[deps.TOML]]
 deps = ["Dates"]
 uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
@@ -1275,9 +1317,9 @@ version = "1.0.1"
 
 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
-git-tree-sha1 = "c79322d36826aa2f4fd8ecfa96ddb47b174ac78d"
+git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.10.0"
+version = "1.10.1"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
@@ -1291,9 +1333,9 @@ version = "0.1.1"
 
 [[deps.TerminalLoggers]]
 deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
-git-tree-sha1 = "f53e34e784ae771eb9ccde4d72e578aa453d0554"
+git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
 uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
-version = "0.1.6"
+version = "0.1.7"
 
 [[deps.Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
@@ -1301,21 +1343,21 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "77817887c4b414b9c6914c61273910e3234eb21c"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.23"
+version = "0.2.26"
 
 [[deps.TranscodingStreams]]
 deps = ["Random", "Test"]
-git-tree-sha1 = "94f38103c984f89cf77c402f2a68dbd870f8165f"
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.11"
+version = "0.9.13"
 
 [[deps.Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.75"
+version = "0.4.77"
 
 [[deps.Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1324,9 +1366,9 @@ uuid = "fce5fe82-541a-59a6-adf8-730c64b5f9a0"
 version = "0.22.0"
 
 [[deps.URIs]]
-git-tree-sha1 = "ac00576f90d8a259f2c9d823e91d1de3fd44d348"
+git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.4.1"
+version = "1.4.2"
 
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
@@ -1346,6 +1388,29 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
 uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
+[[deps.Unitful]]
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
+uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
+version = "1.15.0"
+
+[[deps.UnitfulLatexify]]
+deps = ["LaTeXStrings", "Latexify", "Unitful"]
+git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
+uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
+version = "1.6.3"
+
+[[deps.UnsafeAtomics]]
+git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
+uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
+version = "0.2.1"
+
+[[deps.UnsafeAtomicsLLVM]]
+deps = ["LLVM", "UnsafeAtomics"]
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
+version = "0.1.3"
+
 [[deps.Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
 uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
@@ -1388,16 +1453,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[deps.Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[deps.Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[deps.Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1406,10 +1471,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[deps.Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[deps.Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1448,22 +1513,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[deps.Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[deps.Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[deps.Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[deps.Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1496,38 +1561,38 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[deps.Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[deps.Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[deps.Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[deps.Zlib_jll]]
 deps = ["Libdl"]
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
 
 [[deps.Zstd_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "e45044cd873ded54b6a5bac0eb5c971392cf1927"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
 uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.5.2+0"
+version = "1.5.5+0"
 
 [[deps.ZygoteRules]]
-deps = ["MacroTools"]
-git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
+deps = ["ChainRulesCore", "MacroTools"]
+git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
-version = "0.2.2"
+version = "0.2.3"
 
 [[deps.fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
diff --git a/tutorials/docs-10-using-turing-autodiff/Manifest.toml b/tutorials/docs-10-using-turing-autodiff/Manifest.toml
index ea4ec1254..fe810d20d 100644
--- a/tutorials/docs-10-using-turing-autodiff/Manifest.toml
+++ b/tutorials/docs-10-using-turing-autodiff/Manifest.toml
@@ -6,9 +6,9 @@ project_hash = "102d486b18af7951cac72d56aec7c8e37b50a316"
 
 [[deps.AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "69f7020bd72f069c219b5e8c236c1fa90d2cb409"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.2.1"
+version = "1.4.0"
 
 [[deps.AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -18,9 +18,9 @@ version = "4.2.0"
 
 [[deps.AbstractPPL]]
 deps = ["AbstractMCMC", "DensityInterface", "Random", "Setfield", "SparseArrays"]
-git-tree-sha1 = "8f5d88dc15df270d8778ade9442d608939c75659"
+git-tree-sha1 = "33ea6c6837332395dbf3ba336f273c9f7fcf4db9"
 uuid = "7a57a42e-76ec-4ea3-a279-07e840d6d9cf"
-version = "0.5.3"
+version = "0.5.4"
 
 [[deps.AbstractTrees]]
 git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c"
@@ -28,10 +28,10 @@ uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
 version = "0.4.4"
 
 [[deps.Adapt]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "0310e08cb19f5da31d08341c6120c047598f5b9c"
+deps = ["LinearAlgebra", "Requires"]
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.5.0"
+version = "3.6.2"
 
 [[deps.AdvancedHMC]]
 deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "Setfield", "Statistics", "StatsBase", "StatsFuns", "UnPack"]
@@ -77,6 +77,12 @@ git-tree-sha1 = "e214a9b9bd1b4e1b4f15b22c0994862b66af7ff7"
 uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.0+3"
 
+[[deps.ArrayInterface]]
+deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
+uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
+version = "7.4.11"
+
 [[deps.ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
 git-tree-sha1 = "e5f08b5689b1aad068e01751889f2f615c7db36d"
@@ -84,14 +90,20 @@ uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2"
 version = "0.1.29"
 
 [[deps.ArrayInterfaceStaticArraysCore]]
-deps = ["Adapt", "ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
-git-tree-sha1 = "93c8ba53d8d26e124a5a8d4ec914c3a16e6a0970"
+deps = ["ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
+git-tree-sha1 = "01a9f8e6cfc2bfdd01d333f70b8014a04893103c"
 uuid = "dd5226c6-a4d4-4bc7-8575-46859f9c95b9"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
+[[deps.Atomix]]
+deps = ["UnsafeAtomics"]
+git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+version = "0.1.0"
+
 [[deps.AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
 git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
@@ -105,10 +117,10 @@ uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
 version = "0.4.6"
 
 [[deps.BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.37"
+version = "0.3.39"
 
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -120,9 +132,9 @@ version = "0.1.1"
 
 [[deps.Bijectors]]
 deps = ["ArgCheck", "ChainRulesCore", "ChangesOfVariables", "Compat", "Distributions", "Functors", "InverseFunctions", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "MappedArrays", "Random", "Reexport", "Requires", "Roots", "SparseArrays", "Statistics"]
-git-tree-sha1 = "a3704b8e5170f9339dff4e6cb286ad49464d3646"
+git-tree-sha1 = "1234b03e94938e6f2b14834dfd3ef45698d5e14f"
 uuid = "76274a88-744f-5084-9051-94815aaf08c4"
-version = "0.10.6"
+version = "0.10.8"
 
 [[deps.BitFlags]]
 git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d"
@@ -135,6 +147,11 @@ git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
 uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
 version = "1.0.8+0"
 
+[[deps.CEnum]]
+git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
+uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
+version = "0.4.2"
+
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
 git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
@@ -149,27 +166,27 @@ version = "0.5.1"
 
 [[deps.ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "c46adabdd0348f0ee8de91142cfc4a72a613ac0a"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.46.1"
+version = "1.52.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.7"
+version = "1.16.0"
 
 [[deps.ChangesOfVariables]]
-deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
-git-tree-sha1 = "844b061c104c408b24537482469400af6075aae4"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.5"
+version = "0.1.8"
 
 [[deps.Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "64df3da1d2a26f4de23871cd1b6482bb68092bd5"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.3"
+version = "0.15.3"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -178,10 +195,10 @@ uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
 version = "0.7.1"
 
 [[deps.ColorSchemes]]
-deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"]
-git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3"
+deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
+git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.20.0"
+version = "3.21.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -207,9 +224,9 @@ uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 version = "1.0.2"
 
 [[deps.CommonSolve]]
-git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852"
+git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
-version = "0.2.3"
+version = "0.2.4"
 
 [[deps.CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -219,18 +236,24 @@ version = "0.3.0"
 
 [[deps.Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "00a2cccc7f098ff3b66806862d275ca3db9e6e5a"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.5.0"
+version = "4.7.0"
 
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 
 [[deps.CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
+
+[[deps.ConcurrentUtilities]]
+deps = ["Serialization", "Sockets"]
+git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9"
+uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
+version = "2.2.0"
 
 [[deps.ConsoleProgressMonitor]]
 deps = ["Logging", "ProgressMeter"]
@@ -240,9 +263,9 @@ version = "0.1.2"
 
 [[deps.ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "fb21ddd70a051d882a1686a5a550990bbe371a95"
+git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.4.1"
+version = "1.5.2"
 
 [[deps.Contour]]
 git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
@@ -255,27 +278,21 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[deps.DataAPI]]
-git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.14.0"
+version = "1.15.0"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
 uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
 version = "1.0.0"
 
-[[deps.DataValues]]
-deps = ["DataValueInterfaces", "Dates"]
-git-tree-sha1 = "d88a19299eba280a6d062e135a43f00323ae70bf"
-uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5"
-version = "0.4.13"
-
 [[deps.Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
@@ -303,37 +320,37 @@ version = "1.1.0"
 
 [[deps.DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "c5b6685d53f933c11404a3ae9822afe30d522494"
+git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.12.2"
+version = "1.15.1"
 
 [[deps.Distances]]
 deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "3258d0659f812acde79e8a74b11f17ac06d0ca04"
+git-tree-sha1 = "49eba9ad9f7ead780bfb7ee319f962c811c6d3b2"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.10.7"
+version = "0.10.8"
 
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
-deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "74911ad88921455c6afcad1eefa12bd7b1724631"
+deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.80"
+version = "0.25.98"
 
 [[deps.DistributionsAD]]
-deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"]
-git-tree-sha1 = "0c139e48a8cea06c6ecbbec19d3ebc5dcbd7870d"
+deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
+git-tree-sha1 = "1fb4fedd5a407243d535cc50c8c803c2fce0dc26"
 uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
-version = "0.6.43"
+version = "0.6.49"
 
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
-git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
+git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.9.3"
+version = "0.8.6"
 
 [[deps.Downloads]]
 deps = ["ArgTools", "LibCURL", "NetworkOptions"]
@@ -352,26 +369,32 @@ uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
 version = "0.21.4"
 
 [[deps.EllipticalSliceSampling]]
-deps = ["AbstractMCMC", "ArrayInterfaceCore", "Distributions", "Random", "Statistics"]
-git-tree-sha1 = "4cda4527e990c0cc201286e0a0bfbbce00abcfc2"
+deps = ["AbstractMCMC", "ArrayInterface", "Distributions", "Random", "Statistics"]
+git-tree-sha1 = "973b4927d112559dc737f55d6bf06503a5b3fc14"
 uuid = "cad2338a-1db2-11e9-3401-43bc07c9ede2"
-version = "1.0.0"
+version = "1.1.0"
 
 [[deps.EnumX]]
 git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[deps.ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[deps.Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[deps.ExprTools]]
-git-tree-sha1 = "56559bbef6ca5ea0c0818fa5c90320398a6fbf8d"
+git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
 uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.FFMPEG]]
 deps = ["FFMPEG_jll"]
@@ -387,9 +410,9 @@ version = "4.4.2+2"
 
 [[deps.FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "90630efff0894f8142308e334473eba54c433549"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.5.0"
+version = "1.7.1"
 
 [[deps.FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -399,9 +422,9 @@ version = "3.3.10+0"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "d3ba08ab64bdfd27234d3f61956c966266757fe6"
+git-tree-sha1 = "7072f1e3e5a8be51d525d64f63d3ec1287ff2790"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.13.7"
+version = "0.13.11"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
@@ -423,15 +446,15 @@ version = "0.4.2"
 
 [[deps.ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "a69dd6db8a809f78846ff259298678f0d6212180"
+git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.34"
+version = "0.10.35"
 
 [[deps.FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[deps.FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -446,9 +469,9 @@ version = "1.1.3"
 
 [[deps.FunctionWrappersWrappers]]
 deps = ["FunctionWrappers"]
-git-tree-sha1 = "a5e6e7f12607e90d71b09e6ce2c965e41b337968"
+git-tree-sha1 = "b104d487b34566608f8b4e1c39fb0b10aa279ff8"
 uuid = "77dc65aa-8811-40c2-897b-53d922fa7daf"
-version = "0.1.1"
+version = "0.1.3"
 
 [[deps.Functors]]
 deps = ["LinearAlgebra"]
@@ -468,21 +491,21 @@ version = "3.3.8+0"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "57f7cde02d7a53c9d1d28443b9f11ac5fbe7ebc9"
+git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.3"
+version = "0.1.5"
 
 [[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 = "9e23bd6bb3eb4300cb567bdf63e2c14e5d2ffdbc"
+git-tree-sha1 = "8b8a2fd4536ece6e554168c21860b6820a8a83db"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.71.5"
+version = "0.72.7"
 
 [[deps.GR_jll]]
-deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "aa23c9f9b7c0ba6baeabe966ea1c7d2c7487ef90"
+deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
+git-tree-sha1 = "19fad9cd9ae44847fe842558a744748084a722d1"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.71.5+0"
+version = "0.72.7+0"
 
 [[deps.Gettext_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -508,10 +531,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[deps.HTTP]]
-deps = ["Base64", "CodecZlib", "Dates", "IniFile", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "37e4657cd56b11abe3d10cd4a1ec5fbdb4180263"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.7.4"
+version = "1.9.8"
 
 [[deps.HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -520,21 +543,16 @@ uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
 version = "2.8.1+1"
 
 [[deps.HypergeometricFunctions]]
-deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions", "Test"]
-git-tree-sha1 = "709d864e3ed6e3545230601f94e11ebc65994641"
+deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.11"
+version = "0.3.18"
 
 [[deps.IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "2e99184fca5eb6f075944b04c22edec29beb4778"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.7"
-
-[[deps.IniFile]]
-git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625"
-uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
-version = "0.5.1"
+version = "0.4.10"
 
 [[deps.InitialValues]]
 git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
@@ -549,9 +567,9 @@ version = "0.3.0"
 
 [[deps.IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d979e54b71da82f3a65b62553da4fc3d18c9004c"
+git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2018.0.3+2"
+version = "2023.1.0+0"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -571,19 +589,19 @@ version = "0.7.4"
 
 [[deps.InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.8"
+version = "0.1.10"
 
 [[deps.InvertedIndices]]
-git-tree-sha1 = "82aec7a3dd64f4d9584659dc0b62ef7db2ef3e19"
+git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
 uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
-version = "1.2.0"
+version = "1.3.0"
 
 [[deps.IrrationalConstants]]
-git-tree-sha1 = "7fd44fd4ff43fc60815f8e764c0f352b83c49151"
+git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
 uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
-version = "0.1.1"
+version = "0.2.2"
 
 [[deps.IterTools]]
 git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5"
@@ -609,21 +627,27 @@ version = "1.4.1"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
-git-tree-sha1 = "3c837543ddb02250ef42f4738347454f95079d4e"
+git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-version = "0.21.3"
+version = "0.21.4"
 
 [[deps.JpegTurbo_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b53380851c6e6664204efb2e62cd24fa5c47e4ba"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "2.1.2+0"
+version = "2.1.91+0"
+
+[[deps.KernelAbstractions]]
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
+uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+version = "0.9.6"
 
 [[deps.KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "9816b296736292a80b9a3200eb7fbb57aaa3917a"
+git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.5"
+version = "0.6.7"
 
 [[deps.LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -637,10 +661,28 @@ git-tree-sha1 = "bf36f528eec6634efc60d7ec062008f171071434"
 uuid = "88015f11-f218-50d7-93a8-a6af411a945d"
 version = "3.0.0+1"
 
+[[deps.LLVM]]
+deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
+uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
+version = "6.1.0"
+
+[[deps.LLVMExtra_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
+uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
+version = "0.0.23+0"
+
+[[deps.LLVMOpenMP_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b"
+uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
+version = "15.0.4+0"
+
 [[deps.LRUCache]]
-git-tree-sha1 = "d862633ef6097461037a00a13f709a62ae4bdfdd"
+git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
 uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
-version = "1.4.0"
+version = "1.4.1"
 
 [[deps.LZO_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -655,9 +697,9 @@ version = "1.3.0"
 
 [[deps.Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"]
-git-tree-sha1 = "2422f47b34d4b127720a18f86fa7b1aa2e141f29"
+git-tree-sha1 = "f428ae552340899a935973270b8d98e5a31c49fe"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.15.18"
+version = "0.16.1"
 
 [[deps.LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
@@ -754,9 +796,9 @@ version = "1.0.3"
 
 [[deps.LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "45b288af6956e67e621c5cbb2d75a261ab58300b"
+git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.20"
+version = "0.3.24"
 
 [[deps.Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
@@ -769,9 +811,9 @@ version = "0.4.9"
 
 [[deps.MCMCChains]]
 deps = ["AbstractMCMC", "AxisArrays", "Dates", "Distributions", "Formatting", "IteratorInterfaceExtensions", "KernelDensity", "LinearAlgebra", "MCMCDiagnosticTools", "MLJModelInterface", "NaturalSort", "OrderedCollections", "PrettyTables", "Random", "RecipesBase", "Serialization", "Statistics", "StatsBase", "StatsFuns", "TableTraits", "Tables"]
-git-tree-sha1 = "8577f598f0991e7bdf9472a8a59938b1e253b493"
+git-tree-sha1 = "c659f7508035a7bdd5102aef2de028ab035f289a"
 uuid = "c7f686f2-ff18-58e9-bc7b-31028e88f75d"
-version = "5.6.1"
+version = "5.7.1"
 
 [[deps.MCMCDiagnosticTools]]
 deps = ["AbstractFFTs", "DataAPI", "DataStructures", "Distributions", "LinearAlgebra", "MLJModelInterface", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tables"]
@@ -781,9 +823,9 @@ version = "0.2.6"
 
 [[deps.MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[deps.MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -798,9 +840,9 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.10"
 
 [[deps.MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[deps.Markdown]]
 deps = ["Base64"]
@@ -823,9 +865,9 @@ version = "0.3.2"
 
 [[deps.MicroCollections]]
 deps = ["BangBang", "InitialValues", "Setfield"]
-git-tree-sha1 = "4d5917a26ca33c66c8e5ca3247bd163624d35493"
+git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e"
 uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
@@ -841,27 +883,27 @@ uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
 [[deps.MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
-git-tree-sha1 = "efe9c8ecab7a6311d4b91568bd6c88897822fabe"
+git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
 uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.10.0"
+version = "0.10.2"
 
 [[deps.NNlib]]
-deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "b488fc28dfae4c8ec3d61a34a0143a4245e7b13b"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
+git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.16"
+version = "0.8.21"
 
 [[deps.NaNMath]]
 deps = ["OpenLibm_jll"]
-git-tree-sha1 = "a7c3d1da1189a1c2fe843a3bfa04d18d20eb3211"
+git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "1.0.1"
+version = "1.0.2"
 
 [[deps.NamedArrays]]
 deps = ["Combinatorics", "DataStructures", "DelimitedFiles", "InvertedIndices", "LinearAlgebra", "Random", "Requires", "SparseArrays", "Statistics"]
-git-tree-sha1 = "2fd5787125d1a93fbe30961bd841707b8a80d75b"
+git-tree-sha1 = "b84e17976a40cb2bfe3ae7edb3673a8c630d4f95"
 uuid = "86f7a689-2022-50b4-a561-43c23ac3c673"
-version = "0.9.6"
+version = "0.9.8"
 
 [[deps.NaturalSort]]
 git-tree-sha1 = "eda490d06b9f7c00752ee81cfa451efe55521e21"
@@ -884,9 +926,9 @@ version = "0.5.4"
 
 [[deps.OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "f71d8950b724e9ff6110fc948dff5a329f901d64"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.8"
+version = "1.12.10"
 
 [[deps.Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -904,15 +946,15 @@ uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 
 [[deps.OpenSSL]]
 deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "6503b77492fd7fcb9379bf73cd31035670e3c509"
+git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
 uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.3.3"
+version = "1.4.1"
 
 [[deps.OpenSSL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f6e9dba33f9f2c44e08a020b0caf6903be540004"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.19+0"
+version = "1.1.21+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -922,9 +964,9 @@ version = "0.5.5+0"
 
 [[deps.Optimisers]]
 deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "e657acef119cc0de2a8c0762666d3b64727b053b"
+git-tree-sha1 = "e5a1825d3d53aa4ad4fb42bd4927011ad4a78c3d"
 uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
-version = "0.2.14"
+version = "0.2.15"
 
 [[deps.Opus_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -933,9 +975,9 @@ uuid = "91d4177d-7536-5919-b921-800302f37372"
 version = "1.3.2+0"
 
 [[deps.OrderedCollections]]
-git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
+git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.4.1"
+version = "1.6.0"
 
 [[deps.PCRE2_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -943,15 +985,15 @@ uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
 
 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "cf494dca75a69712a72b80bc48f59dcf3dea63ec"
+git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.16"
+version = "0.11.17"
 
 [[deps.Parsers]]
-deps = ["Dates", "SnoopPrecompile"]
-git-tree-sha1 = "8175fc2b118a3755113c8e68084dc1a9e63c61ee"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.3"
+version = "2.7.1"
 
 [[deps.Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -959,10 +1001,10 @@ uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
 version = "1.3.0"
 
 [[deps.Pixman_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
+git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.40.1+0"
+version = "0.42.2+0"
 
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
@@ -975,28 +1017,34 @@ uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
 version = "3.1.0"
 
 [[deps.PlotUtils]]
-deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "SnoopPrecompile", "Statistics"]
-git-tree-sha1 = "daff8d21e3f4c596387867329be49b8c45f4f0f3"
+deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
+git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.3.3"
+version = "1.3.5"
 
 [[deps.Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SnoopPrecompile", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
-git-tree-sha1 = "a99bbd3664bb12a775cda2eba7f3b2facf3dad94"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
+git-tree-sha1 = "75ca67b2c6512ad2d0c767a7cfc55e75075f8bbc"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.38.2"
+version = "1.38.16"
+
+[[deps.PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.2"
 
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.3.0"
+version = "1.4.0"
 
 [[deps.PrettyTables]]
 deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "96f6db03ab535bdb901300f88335257b0018689d"
+git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.2.2"
+version = "2.2.4"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -1022,9 +1070,9 @@ version = "5.15.3+2"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "de191bc385072cc6c7ed3ffdc1caeed3f22c74d4"
+git-tree-sha1 = "6ec7ac8412e83d57e313393220879ede1740f9ee"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.7.0"
+version = "2.8.2"
 
 [[deps.REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
@@ -1041,9 +1089,9 @@ version = "0.3.2"
 
 [[deps.Ratios]]
 deps = ["Requires"]
-git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734"
+git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.3"
+version = "0.4.5"
 
 [[deps.RealDot]]
 deps = ["LinearAlgebra"]
@@ -1052,22 +1100,22 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
 [[deps.RecipesBase]]
-deps = ["SnoopPrecompile"]
-git-tree-sha1 = "261dddd3b862bd2c940cf6ca4d1c8fe593e457c8"
+deps = ["PrecompileTools"]
+git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.3.3"
+version = "1.3.4"
 
 [[deps.RecipesPipeline]]
-deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase", "SnoopPrecompile"]
-git-tree-sha1 = "e974477be88cb5e3040009f3767611bc6357846f"
+deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"]
+git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342"
 uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
-version = "0.6.11"
+version = "0.6.12"
 
 [[deps.RecursiveArrayTools]]
-deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables", "ZygoteRules"]
-git-tree-sha1 = "fcf0962b399f3bc0fa13ae7274db7879c3ef9f1e"
+deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "Tables", "ZygoteRules"]
+git-tree-sha1 = "a5ce741acddc02f0d4fc6505463ca89697d7fb23"
 uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
-version = "2.35.0"
+version = "2.32.3"
 
 [[deps.Reexport]]
 git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
@@ -1088,27 +1136,27 @@ version = "1.3.0"
 
 [[deps.Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "bf3188feca147ce108c76ad82c2792c57abe7b1f"
+git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.7.0"
+version = "0.7.1"
 
 [[deps.Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "68db32dff12bb6127bac73c209881191bf0efbb7"
+git-tree-sha1 = "6ed52fdd3382cf21947b15e8870ac0ddbff736da"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.3.0+0"
+version = "0.4.0+0"
 
 [[deps.Roots]]
 deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"]
-git-tree-sha1 = "a3db467ce768343235032a1ca0830fc64158dadf"
+git-tree-sha1 = "de432823e8aab4dd1a985be4be768f95acf152d4"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
-version = "2.0.8"
+version = "2.0.17"
 
 [[deps.RuntimeGeneratedFunctions]]
 deps = ["ExprTools", "SHA", "Serialization"]
-git-tree-sha1 = "50314d2ef65fce648975a8e80ae6d8409ebbf835"
+git-tree-sha1 = "237edc1563bbf078629b4f8d194bd334e97907cf"
 uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
-version = "0.5.5"
+version = "0.5.11"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -1126,15 +1174,15 @@ version = "3.0.0"
 
 [[deps.Scratch]]
 deps = ["Dates"]
-git-tree-sha1 = "f94f779c94e58bf9ea243e77a37e16d9de9126bd"
+git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
 uuid = "6c6a2e73-6563-6170-7368-637461726353"
-version = "1.1.1"
+version = "1.2.0"
 
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "c02bd3c9c3fc8463d3591a62a378f90d2d8ab0f3"
+git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.3.17"
+version = "1.4.0"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -1171,9 +1219,9 @@ uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
+git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.0"
+version = "1.1.1"
 
 [[deps.SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
@@ -1181,9 +1229,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[deps.SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "d75bda01f8c31ebb72df80a46c88b25d1c79c56d"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.1.7"
+version = "2.3.0"
 
 [[deps.SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1193,9 +1241,9 @@ version = "0.1.15"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "6954a456979f23d05085727adb17c4551c19ecd1"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.12"
+version = "1.6.0"
 
 [[deps.StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1214,9 +1262,9 @@ uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "f9af7f195fb13589dd2e2d57fdb401717d2eb1f6"
+git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.5.0"
+version = "1.6.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
@@ -1226,15 +1274,15 @@ version = "0.33.21"
 
 [[deps.StatsFuns]]
 deps = ["ChainRulesCore", "HypergeometricFunctions", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "ab6083f09b3e617e34a956b43e9d51b824206932"
+git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.1.1"
+version = "1.3.0"
 
 [[deps.StatsPlots]]
-deps = ["AbstractFFTs", "Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "e0d5bc26226ab1b7648278169858adcfbd861780"
+deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
+git-tree-sha1 = "14ef622cf28b05e38f8af1de57bc9142b03fbfe3"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.15.4"
+version = "0.15.5"
 
 [[deps.StringManipulation]]
 git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123"
@@ -1243,20 +1291,14 @@ version = "0.3.0"
 
 [[deps.StructArrays]]
 deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
-git-tree-sha1 = "b03a3b745aa49b566f128977a7dd1be8711c5e71"
+git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.6.14"
+version = "0.6.15"
 
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
-[[deps.SymbolicIndexingInterface]]
-deps = ["DocStringExtensions"]
-git-tree-sha1 = "6b764c160547240d868be4e961a5037f47ad7379"
-uuid = "2efcf032-c050-4f8e-a9bb-153293bab1f5"
-version = "0.2.1"
-
 [[deps.TOML]]
 deps = ["Dates"]
 uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
@@ -1275,9 +1317,9 @@ version = "1.0.1"
 
 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
-git-tree-sha1 = "c79322d36826aa2f4fd8ecfa96ddb47b174ac78d"
+git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.10.0"
+version = "1.10.1"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
@@ -1291,9 +1333,9 @@ version = "0.1.1"
 
 [[deps.TerminalLoggers]]
 deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
-git-tree-sha1 = "f53e34e784ae771eb9ccde4d72e578aa453d0554"
+git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
 uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
-version = "0.1.6"
+version = "0.1.7"
 
 [[deps.Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
@@ -1301,21 +1343,21 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "77817887c4b414b9c6914c61273910e3234eb21c"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.23"
+version = "0.2.26"
 
 [[deps.TranscodingStreams]]
 deps = ["Random", "Test"]
-git-tree-sha1 = "94f38103c984f89cf77c402f2a68dbd870f8165f"
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.11"
+version = "0.9.13"
 
 [[deps.Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.75"
+version = "0.4.77"
 
 [[deps.Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1324,9 +1366,9 @@ uuid = "fce5fe82-541a-59a6-adf8-730c64b5f9a0"
 version = "0.22.0"
 
 [[deps.URIs]]
-git-tree-sha1 = "ac00576f90d8a259f2c9d823e91d1de3fd44d348"
+git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.4.1"
+version = "1.4.2"
 
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
@@ -1346,6 +1388,29 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
 uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
+[[deps.Unitful]]
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
+uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
+version = "1.15.0"
+
+[[deps.UnitfulLatexify]]
+deps = ["LaTeXStrings", "Latexify", "Unitful"]
+git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
+uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
+version = "1.6.3"
+
+[[deps.UnsafeAtomics]]
+git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
+uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
+version = "0.2.1"
+
+[[deps.UnsafeAtomicsLLVM]]
+deps = ["LLVM", "UnsafeAtomics"]
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
+version = "0.1.3"
+
 [[deps.Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
 uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
@@ -1388,16 +1453,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[deps.Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[deps.Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[deps.Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1406,10 +1471,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[deps.Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[deps.Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1448,22 +1513,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[deps.Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[deps.Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[deps.Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[deps.Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1496,38 +1561,38 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[deps.Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[deps.Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[deps.Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[deps.Zlib_jll]]
 deps = ["Libdl"]
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
 
 [[deps.Zstd_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "e45044cd873ded54b6a5bac0eb5c971392cf1927"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
 uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.5.2+0"
+version = "1.5.5+0"
 
 [[deps.ZygoteRules]]
-deps = ["MacroTools"]
-git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
+deps = ["ChainRulesCore", "MacroTools"]
+git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
-version = "0.2.2"
+version = "0.2.3"
 
 [[deps.fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
diff --git a/tutorials/docs-11-using-turing-dynamichmc/Manifest.toml b/tutorials/docs-11-using-turing-dynamichmc/Manifest.toml
index 13a547b14..fc5f5b623 100644
--- a/tutorials/docs-11-using-turing-dynamichmc/Manifest.toml
+++ b/tutorials/docs-11-using-turing-dynamichmc/Manifest.toml
@@ -2,9 +2,9 @@
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -25,9 +25,9 @@ version = "0.4.4"
 
 [[Adapt]]
 deps = ["LinearAlgebra", "Requires"]
-git-tree-sha1 = "cc37d689f599e8df4f464b2fa3870ff7db7492ef"
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.6.1"
+version = "3.6.2"
 
 [[AdvancedHMC]]
 deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "Setfield", "Statistics", "StatsBase", "StatsFuns", "UnPack"]
@@ -74,14 +74,32 @@ uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.0+3"
 
 [[ArrayInterface]]
-deps = ["Adapt", "LinearAlgebra", "Requires", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "38911c7737e123b28182d89027f4216cfc8a9da7"
+deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.3"
+version = "7.4.11"
+
+[[ArrayInterfaceCore]]
+deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "e5f08b5689b1aad068e01751889f2f615c7db36d"
+uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2"
+version = "0.1.29"
+
+[[ArrayInterfaceStaticArraysCore]]
+deps = ["ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
+git-tree-sha1 = "01a9f8e6cfc2bfdd01d333f70b8014a04893103c"
+uuid = "dd5226c6-a4d4-4bc7-8575-46859f9c95b9"
+version = "0.1.4"
 
 [[Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
+[[Atomix]]
+deps = ["UnsafeAtomics"]
+git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+version = "0.1.0"
+
 [[AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
 git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
@@ -95,10 +113,10 @@ uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
 version = "0.4.6"
 
 [[BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.37"
+version = "0.3.39"
 
 [[Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -125,6 +143,11 @@ git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
 uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
 version = "1.0.8+0"
 
+[[CEnum]]
+git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
+uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
+version = "0.4.2"
+
 [[Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
 git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
@@ -139,27 +162,27 @@ version = "0.5.1"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "7d20c2fb8ab838e41069398685e7b6b5f89ed85b"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.48.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.7"
+version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
-git-tree-sha1 = "485193efd2176b88e6622a39a246f8c5b600e74e"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.6"
+version = "0.1.8"
 
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "7ebbd653f74504447f1c33b91cd706a69a1b189f"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.4"
+version = "0.15.3"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -168,10 +191,10 @@ uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
 version = "0.7.1"
 
 [[ColorSchemes]]
-deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"]
-git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3"
+deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
+git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.20.0"
+version = "3.21.0"
 
 [[ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -197,9 +220,9 @@ uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 version = "1.0.2"
 
 [[CommonSolve]]
-git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852"
+git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
-version = "0.2.3"
+version = "0.2.4"
 
 [[CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -209,18 +232,24 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 
 [[CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
+
+[[ConcurrentUtilities]]
+deps = ["Serialization", "Sockets"]
+git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9"
+uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
+version = "2.2.0"
 
 [[ConsoleProgressMonitor]]
 deps = ["Logging", "ProgressMeter"]
@@ -230,42 +259,42 @@ version = "0.1.2"
 
 [[ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "89a9db8d28102b094992472d333674bd1a83ce2a"
+git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.5.1"
+version = "1.5.2"
 
 [[Contour]]
 git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
 uuid = "d38c429a-6771-53c6-b99e-75d170b6e991"
 version = "0.6.2"
 
+[[CovarianceEstimation]]
+deps = ["LinearAlgebra", "Statistics", "StatsBase"]
+git-tree-sha1 = "6711ad240bb8861dda376bad332d3f89e2ac5f30"
+uuid = "587fd27a-f159-11e8-2dae-1979310e6154"
+version = "0.2.9"
+
 [[Crayons]]
 git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15"
 uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[DataAPI]]
-git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.14.0"
+version = "1.15.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
 uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
 version = "1.0.0"
 
-[[DataValues]]
-deps = ["DataValueInterfaces", "Dates"]
-git-tree-sha1 = "d88a19299eba280a6d062e135a43f00323ae70bf"
-uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5"
-version = "0.4.13"
-
 [[Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
@@ -293,9 +322,9 @@ version = "1.1.0"
 
 [[DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "a4ad7ef19d2cdc2eff57abbbe68032b1cd0bd8f8"
+git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.13.0"
+version = "1.15.1"
 
 [[Distances]]
 deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
@@ -308,22 +337,22 @@ deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
-deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "13027f188d26206b9e7b863036f87d2f2e7d013a"
+deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.87"
+version = "0.25.98"
 
 [[DistributionsAD]]
-deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"]
-git-tree-sha1 = "c2ecd634010e6952ce642db65b5885c41cb307b0"
+deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
+git-tree-sha1 = "1fb4fedd5a407243d535cc50c8c803c2fce0dc26"
 uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
-version = "0.6.44"
+version = "0.6.49"
 
 [[DocStringExtensions]]
 deps = ["LibGit2"]
-git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
+git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.9.3"
+version = "0.8.6"
 
 [[Downloads]]
 deps = ["ArgTools", "LibCURL", "NetworkOptions"]
@@ -336,10 +365,10 @@ uuid = "fa6b7ba4-c1ee-5f82-b5fc-ecf0adba8f74"
 version = "0.6.8"
 
 [[DynamicHMC]]
-deps = ["ArgCheck", "DocStringExtensions", "FillArrays", "LinearAlgebra", "LogDensityProblems", "LogExpFunctions", "Parameters", "ProgressMeter", "Random", "Statistics", "TensorCast"]
-git-tree-sha1 = "5a092f85821ca3621f4d9444c7db60859642477d"
+deps = ["ArgCheck", "DocStringExtensions", "FillArrays", "LinearAlgebra", "LogDensityProblems", "LogExpFunctions", "ProgressMeter", "Random", "SimpleUnPack", "Statistics", "TensorCast"]
+git-tree-sha1 = "055d04934849867c54ffa346d69dabbed470a419"
 uuid = "bbc10e6e-7c05-544b-b16e-64fede858acb"
-version = "3.4.4"
+version = "3.4.6"
 
 [[DynamicPPL]]
 deps = ["AbstractMCMC", "AbstractPPL", "BangBang", "Bijectors", "ChainRulesCore", "ConstructionBase", "Distributions", "DocStringExtensions", "LinearAlgebra", "MacroTools", "OrderedCollections", "Random", "Setfield", "Test", "ZygoteRules"]
@@ -358,11 +387,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -383,9 +418,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "f9818144ce7c8c41edf5c4c179c684d92aa4d9fe"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.6.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -395,9 +430,9 @@ version = "3.3.10+0"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "fc86b4fd3eff76c3ce4f5e96e2fdfa6282722885"
+git-tree-sha1 = "7072f1e3e5a8be51d525d64f63d3ec1287ff2790"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.0.0"
+version = "0.13.11"
 
 [[FixedPointNumbers]]
 deps = ["Statistics"]
@@ -424,10 +459,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -464,21 +499,21 @@ version = "3.3.8+0"
 
 [[GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "1cd7f0af1aa58abc02ea1d872953a97359cb87fa"
+git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.4"
+version = "0.1.5"
 
 [[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 = "0635807d28a496bb60bc15f465da0107fb29649c"
+git-tree-sha1 = "8b8a2fd4536ece6e554168c21860b6820a8a83db"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.72.0"
+version = "0.72.7"
 
 [[GR_jll]]
 deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "99e248f643b052a77d2766fe1a16fb32b661afd4"
+git-tree-sha1 = "19fad9cd9ae44847fe842558a744748084a722d1"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.72.0+0"
+version = "0.72.7+0"
 
 [[Gettext_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -504,10 +539,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "Dates", "IniFile", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "37e4657cd56b11abe3d10cd4a1ec5fbdb4180263"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.7.4"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -517,20 +552,15 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "432b5b03176f8182bd6841fbfc42c718506a2d5f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.15"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "0ade27f0c49cebd8db2523c4eeccf779407cf12c"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.9"
-
-[[IniFile]]
-git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625"
-uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
-version = "0.5.1"
+version = "0.4.10"
 
 [[InitialValues]]
 git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
@@ -545,9 +575,9 @@ version = "0.3.0"
 
 [[IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d979e54b71da82f3a65b62553da4fc3d18c9004c"
+git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2018.0.3+2"
+version = "2023.1.0+0"
 
 [[InteractiveUtils]]
 deps = ["Markdown"]
@@ -567,9 +597,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.8"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -615,11 +645,17 @@ git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
 version = "2.1.91+0"
 
+[[KernelAbstractions]]
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
+uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+version = "0.9.6"
+
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "9816b296736292a80b9a3200eb7fbb57aaa3917a"
+git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.5"
+version = "0.6.7"
 
 [[LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -633,6 +669,24 @@ git-tree-sha1 = "bf36f528eec6634efc60d7ec062008f171071434"
 uuid = "88015f11-f218-50d7-93a8-a6af411a945d"
 version = "3.0.0+1"
 
+[[LLVM]]
+deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
+uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
+version = "6.1.0"
+
+[[LLVMExtra_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
+uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
+version = "0.0.23+0"
+
+[[LLVMOpenMP_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b"
+uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
+version = "15.0.4+0"
+
 [[LRUCache]]
 git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
 uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
@@ -651,25 +705,19 @@ version = "1.3.0"
 
 [[Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"]
-git-tree-sha1 = "2422f47b34d4b127720a18f86fa7b1aa2e141f29"
+git-tree-sha1 = "f428ae552340899a935973270b8d98e5a31c49fe"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.15.18"
-
-[[Lazy]]
-deps = ["MacroTools"]
-git-tree-sha1 = "1370f8202dac30758f3c345f9909b97f53d87d3f"
-uuid = "50d2b5c4-7a5e-59d5-8109-a42b560f39c0"
-version = "0.15.1"
+version = "0.16.1"
 
 [[LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
 uuid = "4af54fe1-eca0-43a8-85a7-787d91b784e3"
 
 [[LazyStack]]
-deps = ["ChainRulesCore", "Compat", "LinearAlgebra"]
-git-tree-sha1 = "fe426ebaf20ab5ffe983a5a2980fa1ff5f540217"
+deps = ["ChainRulesCore", "LinearAlgebra", "NamedDims", "OffsetArrays"]
+git-tree-sha1 = "2eb4a5bf2eb0519ebf40c797ba5637d327863637"
 uuid = "1fad7336-0346-5a1a-a56f-a06ba010965b"
-version = "0.1.1"
+version = "0.0.8"
 
 [[LeftChildRightSiblingTrees]]
 deps = ["AbstractTrees"]
@@ -762,9 +810,9 @@ version = "1.0.3"
 
 [[LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "0a1b7c2863e44523180fdb3146534e265a91870b"
+git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.23"
+version = "0.3.24"
 
 [[Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
@@ -789,9 +837,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -806,9 +854,9 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.10"
 
 [[MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[Markdown]]
 deps = ["Base64"]
@@ -849,15 +897,15 @@ uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
 [[MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
-git-tree-sha1 = "91a48569383df24f0fd2baf789df2aade3d0ad80"
+git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
 uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.10.1"
+version = "0.10.2"
 
 [[NNlib]]
-deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "33ad5a19dc6730d592d8ce91c14354d758e53b0e"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
+git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.19"
+version = "0.8.21"
 
 [[NaNMath]]
 deps = ["OpenLibm_jll"]
@@ -871,6 +919,12 @@ git-tree-sha1 = "b84e17976a40cb2bfe3ae7edb3673a8c630d4f95"
 uuid = "86f7a689-2022-50b4-a561-43c23ac3c673"
 version = "0.9.8"
 
+[[NamedDims]]
+deps = ["AbstractFFTs", "ChainRulesCore", "CovarianceEstimation", "LinearAlgebra", "Pkg", "Requires", "Statistics"]
+git-tree-sha1 = "dc9144f80a79b302b48c282ad29b1dc2f10a9792"
+uuid = "356022a1-0364-5f58-8944-0da4b18d706f"
+version = "1.2.1"
+
 [[NaturalSort]]
 git-tree-sha1 = "eda490d06b9f7c00752ee81cfa451efe55521e21"
 uuid = "c020b1a1-e9b0-503a-9c33-f039bfc54a85"
@@ -892,9 +946,9 @@ version = "0.5.4"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -912,15 +966,15 @@ uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 
 [[OpenSSL]]
 deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "e9d68fe4b5f78f215aa2f0e6e6dc9e9911d33048"
+git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
 uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.3.4"
+version = "1.4.1"
 
 [[OpenSSL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "9ff31d101d987eb9d66bd8b176ac7c277beccd09"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.20+0"
+version = "1.1.21+0"
 
 [[OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -955,17 +1009,11 @@ git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
 version = "0.11.17"
 
-[[Parameters]]
-deps = ["OrderedCollections", "UnPack"]
-git-tree-sha1 = "34c0e9ad262e5f7fc75b10a9952ca7692cfc5fbe"
-uuid = "d96e819e-fc66-5662-9728-84c9c7592b0a"
-version = "0.12.3"
-
 [[Parsers]]
-deps = ["Dates", "SnoopPrecompile"]
-git-tree-sha1 = "478ac6c952fddd4399e71d4779797c538d0ff2bf"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.8"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -973,10 +1021,10 @@ uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
 version = "1.3.0"
 
 [[Pixman_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
+git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.40.1+0"
+version = "0.42.2+0"
 
 [[Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
@@ -989,28 +1037,34 @@ uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
 version = "3.1.0"
 
 [[PlotUtils]]
-deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "SnoopPrecompile", "Statistics"]
-git-tree-sha1 = "c95373e73290cf50a8a22c3375e4625ded5c5280"
+deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
+git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.3.4"
+version = "1.3.5"
 
 [[Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SnoopPrecompile", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
-git-tree-sha1 = "186d38ea29d5c4f238b2d9fe6e1653264101944b"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
+git-tree-sha1 = "75ca67b2c6512ad2d0c767a7cfc55e75075f8bbc"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.38.9"
+version = "1.38.16"
+
+[[PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.2"
 
 [[Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.3.0"
+version = "1.4.0"
 
 [[PrettyTables]]
 deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "548793c7859e28ef026dba514752275ee871169f"
+git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.2.3"
+version = "2.2.4"
 
 [[Printf]]
 deps = ["Unicode"]
@@ -1055,9 +1109,9 @@ version = "0.3.2"
 
 [[Ratios]]
 deps = ["Requires"]
-git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734"
+git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.3"
+version = "0.4.5"
 
 [[RealDot]]
 deps = ["LinearAlgebra"]
@@ -1066,22 +1120,22 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
 [[RecipesBase]]
-deps = ["SnoopPrecompile"]
-git-tree-sha1 = "261dddd3b862bd2c940cf6ca4d1c8fe593e457c8"
+deps = ["PrecompileTools"]
+git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.3.3"
+version = "1.3.4"
 
 [[RecipesPipeline]]
-deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase", "SnoopPrecompile"]
-git-tree-sha1 = "e974477be88cb5e3040009f3767611bc6357846f"
+deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"]
+git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342"
 uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
-version = "0.6.11"
+version = "0.6.12"
 
 [[RecursiveArrayTools]]
-deps = ["Adapt", "ArrayInterface", "DocStringExtensions", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "Requires", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables"]
-git-tree-sha1 = "140cddd2c457e4ebb0cdc7c2fd14a7fbfbdf206e"
+deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "Tables", "ZygoteRules"]
+git-tree-sha1 = "a5ce741acddc02f0d4fc6505463ca89697d7fb23"
 uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
-version = "2.38.3"
+version = "2.32.3"
 
 [[Reexport]]
 git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
@@ -1114,30 +1168,24 @@ version = "0.4.0+0"
 
 [[Roots]]
 deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"]
-git-tree-sha1 = "b45deea4566988994ebb8fb80aa438a295995a6e"
+git-tree-sha1 = "de432823e8aab4dd1a985be4be768f95acf152d4"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
-version = "2.0.10"
+version = "2.0.17"
 
 [[RuntimeGeneratedFunctions]]
 deps = ["ExprTools", "SHA", "Serialization"]
-git-tree-sha1 = "f139e81a81e6c29c40f1971c9e5309b09c03f2c3"
+git-tree-sha1 = "237edc1563bbf078629b4f8d194bd334e97907cf"
 uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
-version = "0.5.6"
+version = "0.5.11"
 
 [[SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
 
 [[SciMLBase]]
-deps = ["ArrayInterface", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "EnumX", "FunctionWrappersWrappers", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "Preferences", "RecipesBase", "RecursiveArrayTools", "Reexport", "RuntimeGeneratedFunctions", "SciMLOperators", "SnoopPrecompile", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables", "TruncatedStacktraces"]
-git-tree-sha1 = "392d3e28b05984496af37100ded94dc46fa6c8de"
+deps = ["ArrayInterfaceCore", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "EnumX", "FunctionWrappersWrappers", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "Preferences", "RecipesBase", "RecursiveArrayTools", "RuntimeGeneratedFunctions", "StaticArraysCore", "Statistics", "Tables"]
+git-tree-sha1 = "fe89a8113ea445bcff9ee570077830674babb534"
 uuid = "0bca4576-84f4-4d90-8ffe-ffa030f20462"
-version = "1.91.7"
-
-[[SciMLOperators]]
-deps = ["ArrayInterface", "DocStringExtensions", "Lazy", "LinearAlgebra", "Setfield", "SparseArrays", "StaticArraysCore", "Tricks"]
-git-tree-sha1 = "e61e48ef909375203092a6e83508c8416df55a83"
-uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961"
-version = "0.2.0"
+version = "1.81.0"
 
 [[ScientificTypesBase]]
 git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
@@ -1152,9 +1200,9 @@ version = "1.2.0"
 
 [[SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "77d3c4726515dca71f6d80fbb5e251088defe305"
+git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.3.18"
+version = "1.4.0"
 
 [[Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -1180,6 +1228,11 @@ git-tree-sha1 = "874e8867b33a00e784c8a7e4b60afe9e037b74e1"
 uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7"
 version = "1.1.0"
 
+[[SimpleUnPack]]
+git-tree-sha1 = "58e6353e72cde29b90a69527e56df1b5c3d8c437"
+uuid = "ce78b400-467f-4804-87d8-8f486da07d0a"
+version = "1.1.0"
+
 [[SnoopPrecompile]]
 deps = ["Preferences"]
 git-tree-sha1 = "e760a70afdcd461cf01a575947738d359234665c"
@@ -1191,9 +1244,9 @@ uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
+git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.0"
+version = "1.1.1"
 
 [[SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
@@ -1201,9 +1254,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1213,9 +1266,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "63e84b7fdf5021026d0f17f76af7c57772313d99"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.21"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1251,10 +1304,10 @@ uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
 version = "1.3.0"
 
 [[StatsPlots]]
-deps = ["AbstractFFTs", "Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "e0d5bc26226ab1b7648278169858adcfbd861780"
+deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
+git-tree-sha1 = "14ef622cf28b05e38f8af1de57bc9142b03fbfe3"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.15.4"
+version = "0.15.5"
 
 [[Strided]]
 deps = ["LinearAlgebra", "TupleTools"]
@@ -1277,12 +1330,6 @@ version = "0.6.15"
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
-[[SymbolicIndexingInterface]]
-deps = ["DocStringExtensions"]
-git-tree-sha1 = "f8ab052bfcbdb9b48fad2c80c873aa0d0344dfe5"
-uuid = "2efcf032-c050-4f8e-a9bb-153293bab1f5"
-version = "0.2.2"
-
 [[TOML]]
 deps = ["Dates"]
 uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
@@ -1310,10 +1357,10 @@ deps = ["ArgTools", "SHA"]
 uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
 
 [[TensorCast]]
-deps = ["ChainRulesCore", "Compat", "LazyStack", "LinearAlgebra", "MacroTools", "Random", "StaticArrays", "TransmuteDims"]
-git-tree-sha1 = "88423a9e2a1eb7fb2e8c4dd7ede52e28bc5769eb"
+deps = ["ChainRulesCore", "LazyStack", "LinearAlgebra", "MacroTools", "Random", "StaticArrays", "TransmuteDims"]
+git-tree-sha1 = "c668988b206fc35d7cc5a4a30bca67e04b32e3f7"
 uuid = "02d47bb6-7ce6-556a-be16-bb1710789e2b"
-version = "0.4.6"
+version = "0.4.4"
 
 [[TensorCore]]
 deps = ["LinearAlgebra"]
@@ -1323,9 +1370,9 @@ version = "0.1.1"
 
 [[TerminalLoggers]]
 deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
-git-tree-sha1 = "f53e34e784ae771eb9ccde4d72e578aa453d0554"
+git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
 uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
-version = "0.1.6"
+version = "0.1.7"
 
 [[Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
@@ -1333,21 +1380,21 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "77817887c4b414b9c6914c61273910e3234eb21c"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.23"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
-git-tree-sha1 = "0b829474fed270a4b0ab07117dce9b9a2fa7581a"
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.12"
+version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.75"
+version = "0.4.77"
 
 [[TransmuteDims]]
 deps = ["Adapt", "ChainRulesCore", "GPUArraysCore", "LinearAlgebra", "Requires", "Strided"]
@@ -1355,17 +1402,6 @@ git-tree-sha1 = "64df189c13692b9581924775109cb14a6b5aef8d"
 uuid = "24ddb15e-299a-5cc3-8414-dbddc482d9ca"
 version = "0.1.15"
 
-[[Tricks]]
-git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
-uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
-version = "0.1.7"
-
-[[TruncatedStacktraces]]
-deps = ["InteractiveUtils", "MacroTools", "Preferences"]
-git-tree-sha1 = "7bc1632a4eafbe9bd94cf1a784a9a4eb5e040a91"
-uuid = "781d530d-4396-4725-bb49-402e4bee1e77"
-version = "1.3.0"
-
 [[TupleTools]]
 git-tree-sha1 = "3c712976c47707ff893cf6ba4354aa14db1d8938"
 uuid = "9d95972d-f1c8-5527-a6e0-b4b365fa01f6"
@@ -1400,6 +1436,29 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
 uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
+[[Unitful]]
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
+uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
+version = "1.15.0"
+
+[[UnitfulLatexify]]
+deps = ["LaTeXStrings", "Latexify", "Unitful"]
+git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
+uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
+version = "1.6.3"
+
+[[UnsafeAtomics]]
+git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
+uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
+version = "0.2.1"
+
+[[UnsafeAtomicsLLVM]]
+deps = ["LLVM", "UnsafeAtomics"]
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
+version = "0.1.3"
+
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
 uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
@@ -1442,16 +1501,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1460,10 +1519,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1502,22 +1561,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1550,22 +1609,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
diff --git a/tutorials/docs-12-using-turing-guide/Manifest.toml b/tutorials/docs-12-using-turing-guide/Manifest.toml
index d950cca4f..3c006c08e 100644
--- a/tutorials/docs-12-using-turing-guide/Manifest.toml
+++ b/tutorials/docs-12-using-turing-guide/Manifest.toml
@@ -2,9 +2,9 @@
 
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -25,9 +25,9 @@ version = "0.4.4"
 
 [[Adapt]]
 deps = ["LinearAlgebra", "Requires"]
-git-tree-sha1 = "cc37d689f599e8df4f464b2fa3870ff7db7492ef"
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.6.1"
+version = "3.6.2"
 
 [[AdvancedHMC]]
 deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "Setfield", "Statistics", "StatsBase", "StatsFuns", "UnPack"]
@@ -74,14 +74,32 @@ uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.0+3"
 
 [[ArrayInterface]]
-deps = ["Adapt", "LinearAlgebra", "Requires", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "38911c7737e123b28182d89027f4216cfc8a9da7"
+deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.3"
+version = "7.4.11"
+
+[[ArrayInterfaceCore]]
+deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "e5f08b5689b1aad068e01751889f2f615c7db36d"
+uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2"
+version = "0.1.29"
+
+[[ArrayInterfaceStaticArraysCore]]
+deps = ["ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
+git-tree-sha1 = "01a9f8e6cfc2bfdd01d333f70b8014a04893103c"
+uuid = "dd5226c6-a4d4-4bc7-8575-46859f9c95b9"
+version = "0.1.4"
 
 [[Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
+[[Atomix]]
+deps = ["UnsafeAtomics"]
+git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+version = "0.1.0"
+
 [[AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
 git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
@@ -95,10 +113,10 @@ uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
 version = "0.4.6"
 
 [[BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.37"
+version = "0.3.39"
 
 [[Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -125,6 +143,11 @@ git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
 uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
 version = "1.0.8+0"
 
+[[CEnum]]
+git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
+uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
+version = "0.4.2"
+
 [[Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
 git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
@@ -139,27 +162,27 @@ version = "0.5.1"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "7d20c2fb8ab838e41069398685e7b6b5f89ed85b"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.48.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.7"
+version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
-git-tree-sha1 = "485193efd2176b88e6622a39a246f8c5b600e74e"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.6"
+version = "0.1.8"
 
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "7ebbd653f74504447f1c33b91cd706a69a1b189f"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.4"
+version = "0.15.3"
 
 [[CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -168,10 +191,10 @@ uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
 version = "0.7.1"
 
 [[ColorSchemes]]
-deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"]
-git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3"
+deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
+git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.20.0"
+version = "3.21.0"
 
 [[ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -197,9 +220,9 @@ uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 version = "1.0.2"
 
 [[CommonSolve]]
-git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852"
+git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
-version = "0.2.3"
+version = "0.2.4"
 
 [[CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -209,18 +232,24 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 
 [[CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
+
+[[ConcurrentUtilities]]
+deps = ["Serialization", "Sockets"]
+git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9"
+uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
+version = "2.2.0"
 
 [[ConsoleProgressMonitor]]
 deps = ["Logging", "ProgressMeter"]
@@ -230,9 +259,9 @@ version = "0.1.2"
 
 [[ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "89a9db8d28102b094992472d333674bd1a83ce2a"
+git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.5.1"
+version = "1.5.2"
 
 [[Contour]]
 git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
@@ -245,27 +274,21 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[DataAPI]]
-git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.14.0"
+version = "1.15.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
 uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
 version = "1.0.0"
 
-[[DataValues]]
-deps = ["DataValueInterfaces", "Dates"]
-git-tree-sha1 = "d88a19299eba280a6d062e135a43f00323ae70bf"
-uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5"
-version = "0.4.13"
-
 [[Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
@@ -293,9 +316,9 @@ version = "1.1.0"
 
 [[DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "a4ad7ef19d2cdc2eff57abbbe68032b1cd0bd8f8"
+git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.13.0"
+version = "1.15.1"
 
 [[Distances]]
 deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
@@ -308,22 +331,22 @@ deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
-deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "13027f188d26206b9e7b863036f87d2f2e7d013a"
+deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.87"
+version = "0.25.98"
 
 [[DistributionsAD]]
-deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"]
-git-tree-sha1 = "c2ecd634010e6952ce642db65b5885c41cb307b0"
+deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
+git-tree-sha1 = "1fb4fedd5a407243d535cc50c8c803c2fce0dc26"
 uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
-version = "0.6.44"
+version = "0.6.49"
 
 [[DocStringExtensions]]
 deps = ["LibGit2"]
-git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
+git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.9.3"
+version = "0.8.6"
 
 [[Downloads]]
 deps = ["ArgTools", "LibCURL", "NetworkOptions"]
@@ -352,11 +375,17 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[ExprTools]]
 git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
@@ -377,9 +406,9 @@ version = "4.4.2+2"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "f9818144ce7c8c41edf5c4c179c684d92aa4d9fe"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.6.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -389,15 +418,15 @@ version = "3.3.10+0"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "fc86b4fd3eff76c3ce4f5e96e2fdfa6282722885"
+git-tree-sha1 = "7072f1e3e5a8be51d525d64f63d3ec1287ff2790"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.0.0"
+version = "0.13.11"
 
 [[FiniteDiff]]
 deps = ["ArrayInterface", "LinearAlgebra", "Requires", "Setfield", "SparseArrays", "StaticArrays"]
-git-tree-sha1 = "03fcb1c42ec905d15b305359603888ec3e65f886"
+git-tree-sha1 = "c6e4a1fbe73b31a3dea94b1da449503b8830c306"
 uuid = "6a86dc24-6348-571c-b903-95158fe2bd41"
-version = "2.19.0"
+version = "2.21.1"
 
 [[FixedPointNumbers]]
 deps = ["Statistics"]
@@ -424,10 +453,10 @@ uuid = "f6369f11-7733-5829-9624-2563aa707210"
 version = "0.10.35"
 
 [[FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -464,21 +493,21 @@ version = "3.3.8+0"
 
 [[GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "1cd7f0af1aa58abc02ea1d872953a97359cb87fa"
+git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.4"
+version = "0.1.5"
 
 [[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 = "0635807d28a496bb60bc15f465da0107fb29649c"
+git-tree-sha1 = "8b8a2fd4536ece6e554168c21860b6820a8a83db"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.72.0"
+version = "0.72.7"
 
 [[GR_jll]]
 deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "99e248f643b052a77d2766fe1a16fb32b661afd4"
+git-tree-sha1 = "19fad9cd9ae44847fe842558a744748084a722d1"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.72.0+0"
+version = "0.72.7+0"
 
 [[Gettext_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -504,10 +533,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[HTTP]]
-deps = ["Base64", "CodecZlib", "Dates", "IniFile", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "37e4657cd56b11abe3d10cd4a1ec5fbdb4180263"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.7.4"
+version = "1.9.8"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -517,20 +546,15 @@ version = "2.8.1+1"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "432b5b03176f8182bd6841fbfc42c718506a2d5f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.15"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "0ade27f0c49cebd8db2523c4eeccf779407cf12c"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.9"
-
-[[IniFile]]
-git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625"
-uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
-version = "0.5.1"
+version = "0.4.10"
 
 [[InitialValues]]
 git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
@@ -545,9 +569,9 @@ version = "0.3.0"
 
 [[IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d979e54b71da82f3a65b62553da4fc3d18c9004c"
+git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2018.0.3+2"
+version = "2023.1.0+0"
 
 [[InteractiveUtils]]
 deps = ["Markdown"]
@@ -567,9 +591,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.8"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -615,11 +639,17 @@ git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
 version = "2.1.91+0"
 
+[[KernelAbstractions]]
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
+uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+version = "0.9.6"
+
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "9816b296736292a80b9a3200eb7fbb57aaa3917a"
+git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.5"
+version = "0.6.7"
 
 [[LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -633,6 +663,24 @@ git-tree-sha1 = "bf36f528eec6634efc60d7ec062008f171071434"
 uuid = "88015f11-f218-50d7-93a8-a6af411a945d"
 version = "3.0.0+1"
 
+[[LLVM]]
+deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
+uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
+version = "6.1.0"
+
+[[LLVMExtra_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
+uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
+version = "0.0.23+0"
+
+[[LLVMOpenMP_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b"
+uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
+version = "15.0.4+0"
+
 [[LRUCache]]
 git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
 uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
@@ -651,15 +699,9 @@ version = "1.3.0"
 
 [[Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"]
-git-tree-sha1 = "2422f47b34d4b127720a18f86fa7b1aa2e141f29"
+git-tree-sha1 = "f428ae552340899a935973270b8d98e5a31c49fe"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.15.18"
-
-[[Lazy]]
-deps = ["MacroTools"]
-git-tree-sha1 = "1370f8202dac30758f3c345f9909b97f53d87d3f"
-uuid = "50d2b5c4-7a5e-59d5-8109-a42b560f39c0"
-version = "0.15.1"
+version = "0.16.1"
 
 [[LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
@@ -762,9 +804,9 @@ version = "1.0.3"
 
 [[LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "0a1b7c2863e44523180fdb3146534e265a91870b"
+git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.23"
+version = "0.3.24"
 
 [[Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
@@ -789,9 +831,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -806,9 +848,9 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.10"
 
 [[MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[Markdown]]
 deps = ["Base64"]
@@ -849,9 +891,9 @@ uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
 [[MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
-git-tree-sha1 = "91a48569383df24f0fd2baf789df2aade3d0ad80"
+git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
 uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.10.1"
+version = "0.10.2"
 
 [[NLSolversBase]]
 deps = ["DiffResults", "Distributed", "FiniteDiff", "ForwardDiff"]
@@ -860,10 +902,10 @@ uuid = "d41bc354-129a-5804-8e4c-c37616107c6c"
 version = "7.8.3"
 
 [[NNlib]]
-deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "33ad5a19dc6730d592d8ce91c14354d758e53b0e"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
+git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.19"
+version = "0.8.21"
 
 [[NaNMath]]
 deps = ["OpenLibm_jll"]
@@ -898,9 +940,9 @@ version = "0.5.4"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -918,15 +960,15 @@ uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 
 [[OpenSSL]]
 deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "e9d68fe4b5f78f215aa2f0e6e6dc9e9911d33048"
+git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
 uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.3.4"
+version = "1.4.1"
 
 [[OpenSSL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "9ff31d101d987eb9d66bd8b176ac7c277beccd09"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.20+0"
+version = "1.1.21+0"
 
 [[OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -936,9 +978,9 @@ version = "0.5.5+0"
 
 [[Optim]]
 deps = ["Compat", "FillArrays", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "PositiveFactorizations", "Printf", "SparseArrays", "StatsBase"]
-git-tree-sha1 = "a89b11f0f354f06099e4001c151dffad7ebab015"
+git-tree-sha1 = "e3a6546c1577bfd701771b477b794a52949e7594"
 uuid = "429524aa-4258-5aef-a3af-852621145aeb"
-version = "1.7.5"
+version = "1.7.6"
 
 [[Optimisers]]
 deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
@@ -974,10 +1016,10 @@ uuid = "d96e819e-fc66-5662-9728-84c9c7592b0a"
 version = "0.12.3"
 
 [[Parsers]]
-deps = ["Dates", "SnoopPrecompile"]
-git-tree-sha1 = "478ac6c952fddd4399e71d4779797c538d0ff2bf"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.8"
+version = "2.7.1"
 
 [[Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -985,10 +1027,10 @@ uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
 version = "1.3.0"
 
 [[Pixman_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
+git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.40.1+0"
+version = "0.42.2+0"
 
 [[Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
@@ -1001,16 +1043,16 @@ uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
 version = "3.1.0"
 
 [[PlotUtils]]
-deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "SnoopPrecompile", "Statistics"]
-git-tree-sha1 = "c95373e73290cf50a8a22c3375e4625ded5c5280"
+deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
+git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.3.4"
+version = "1.3.5"
 
 [[Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SnoopPrecompile", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
-git-tree-sha1 = "186d38ea29d5c4f238b2d9fe6e1653264101944b"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
+git-tree-sha1 = "75ca67b2c6512ad2d0c767a7cfc55e75075f8bbc"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.38.9"
+version = "1.38.16"
 
 [[PositiveFactorizations]]
 deps = ["LinearAlgebra"]
@@ -1018,17 +1060,23 @@ git-tree-sha1 = "17275485f373e6673f7e7f97051f703ed5b15b20"
 uuid = "85a6dd25-e78a-55b7-8502-1745935b8125"
 version = "0.2.4"
 
+[[PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.2"
+
 [[Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.3.0"
+version = "1.4.0"
 
 [[PrettyTables]]
 deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "548793c7859e28ef026dba514752275ee871169f"
+git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.2.3"
+version = "2.2.4"
 
 [[Printf]]
 deps = ["Unicode"]
@@ -1073,9 +1121,9 @@ version = "0.3.2"
 
 [[Ratios]]
 deps = ["Requires"]
-git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734"
+git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.3"
+version = "0.4.5"
 
 [[RealDot]]
 deps = ["LinearAlgebra"]
@@ -1084,22 +1132,22 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
 [[RecipesBase]]
-deps = ["SnoopPrecompile"]
-git-tree-sha1 = "261dddd3b862bd2c940cf6ca4d1c8fe593e457c8"
+deps = ["PrecompileTools"]
+git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.3.3"
+version = "1.3.4"
 
 [[RecipesPipeline]]
-deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase", "SnoopPrecompile"]
-git-tree-sha1 = "e974477be88cb5e3040009f3767611bc6357846f"
+deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"]
+git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342"
 uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
-version = "0.6.11"
+version = "0.6.12"
 
 [[RecursiveArrayTools]]
-deps = ["Adapt", "ArrayInterface", "DocStringExtensions", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "Requires", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables"]
-git-tree-sha1 = "140cddd2c457e4ebb0cdc7c2fd14a7fbfbdf206e"
+deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "Tables", "ZygoteRules"]
+git-tree-sha1 = "a5ce741acddc02f0d4fc6505463ca89697d7fb23"
 uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
-version = "2.38.3"
+version = "2.32.3"
 
 [[Reexport]]
 git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
@@ -1132,30 +1180,24 @@ version = "0.4.0+0"
 
 [[Roots]]
 deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"]
-git-tree-sha1 = "b45deea4566988994ebb8fb80aa438a295995a6e"
+git-tree-sha1 = "de432823e8aab4dd1a985be4be768f95acf152d4"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
-version = "2.0.10"
+version = "2.0.17"
 
 [[RuntimeGeneratedFunctions]]
 deps = ["ExprTools", "SHA", "Serialization"]
-git-tree-sha1 = "f139e81a81e6c29c40f1971c9e5309b09c03f2c3"
+git-tree-sha1 = "237edc1563bbf078629b4f8d194bd334e97907cf"
 uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
-version = "0.5.6"
+version = "0.5.11"
 
 [[SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
 
 [[SciMLBase]]
-deps = ["ArrayInterface", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "EnumX", "FunctionWrappersWrappers", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "Preferences", "RecipesBase", "RecursiveArrayTools", "Reexport", "RuntimeGeneratedFunctions", "SciMLOperators", "SnoopPrecompile", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables", "TruncatedStacktraces"]
-git-tree-sha1 = "392d3e28b05984496af37100ded94dc46fa6c8de"
+deps = ["ArrayInterfaceCore", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "EnumX", "FunctionWrappersWrappers", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "Preferences", "RecipesBase", "RecursiveArrayTools", "RuntimeGeneratedFunctions", "StaticArraysCore", "Statistics", "Tables"]
+git-tree-sha1 = "fe89a8113ea445bcff9ee570077830674babb534"
 uuid = "0bca4576-84f4-4d90-8ffe-ffa030f20462"
-version = "1.91.7"
-
-[[SciMLOperators]]
-deps = ["ArrayInterface", "DocStringExtensions", "Lazy", "LinearAlgebra", "Setfield", "SparseArrays", "StaticArraysCore", "Tricks"]
-git-tree-sha1 = "e61e48ef909375203092a6e83508c8416df55a83"
-uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961"
-version = "0.2.0"
+version = "1.81.0"
 
 [[ScientificTypesBase]]
 git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
@@ -1170,9 +1212,9 @@ version = "1.2.0"
 
 [[SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "77d3c4726515dca71f6d80fbb5e251088defe305"
+git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.3.18"
+version = "1.4.0"
 
 [[Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -1209,9 +1251,9 @@ uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
+git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.0"
+version = "1.1.1"
 
 [[SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
@@ -1219,9 +1261,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1231,9 +1273,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "63e84b7fdf5021026d0f17f76af7c57772313d99"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.21"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1269,10 +1311,10 @@ uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
 version = "1.3.0"
 
 [[StatsPlots]]
-deps = ["AbstractFFTs", "Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "e0d5bc26226ab1b7648278169858adcfbd861780"
+deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
+git-tree-sha1 = "14ef622cf28b05e38f8af1de57bc9142b03fbfe3"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.15.4"
+version = "0.15.5"
 
 [[StringManipulation]]
 git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123"
@@ -1289,12 +1331,6 @@ version = "0.6.15"
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
-[[SymbolicIndexingInterface]]
-deps = ["DocStringExtensions"]
-git-tree-sha1 = "f8ab052bfcbdb9b48fad2c80c873aa0d0344dfe5"
-uuid = "2efcf032-c050-4f8e-a9bb-153293bab1f5"
-version = "0.2.2"
-
 [[TOML]]
 deps = ["Dates"]
 uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
@@ -1329,9 +1365,9 @@ version = "0.1.1"
 
 [[TerminalLoggers]]
 deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
-git-tree-sha1 = "f53e34e784ae771eb9ccde4d72e578aa453d0554"
+git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
 uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
-version = "0.1.6"
+version = "0.1.7"
 
 [[Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
@@ -1339,32 +1375,21 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "77817887c4b414b9c6914c61273910e3234eb21c"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.23"
+version = "0.2.26"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
-git-tree-sha1 = "0b829474fed270a4b0ab07117dce9b9a2fa7581a"
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.12"
+version = "0.9.13"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.75"
-
-[[Tricks]]
-git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
-uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
-version = "0.1.7"
-
-[[TruncatedStacktraces]]
-deps = ["InteractiveUtils", "MacroTools", "Preferences"]
-git-tree-sha1 = "7bc1632a4eafbe9bd94cf1a784a9a4eb5e040a91"
-uuid = "781d530d-4396-4725-bb49-402e4bee1e77"
-version = "1.3.0"
+version = "0.4.77"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1395,6 +1420,29 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
 uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
+[[Unitful]]
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
+uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
+version = "1.15.0"
+
+[[UnitfulLatexify]]
+deps = ["LaTeXStrings", "Latexify", "Unitful"]
+git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
+uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
+version = "1.6.3"
+
+[[UnsafeAtomics]]
+git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
+uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
+version = "0.2.1"
+
+[[UnsafeAtomicsLLVM]]
+deps = ["LLVM", "UnsafeAtomics"]
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
+version = "0.1.3"
+
 [[Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
 uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
@@ -1437,16 +1485,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1455,10 +1503,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1497,22 +1545,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1545,22 +1593,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[Zlib_jll]]
 deps = ["Libdl"]
diff --git a/tutorials/docs-13-using-turing-performance-tips/Manifest.toml b/tutorials/docs-13-using-turing-performance-tips/Manifest.toml
index 2f6ac88b8..59d6c3f12 100644
--- a/tutorials/docs-13-using-turing-performance-tips/Manifest.toml
+++ b/tutorials/docs-13-using-turing-performance-tips/Manifest.toml
@@ -1,10 +1,15 @@
 # This file is machine-generated - editing it directly is not advised
 
+[[ADTypes]]
+git-tree-sha1 = "e58c18d2312749847a74f5be80bb0fa53da102bd"
+uuid = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
+version = "0.1.5"
+
 [[AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
+version = "1.4.0"
 
 [[AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -25,9 +30,9 @@ version = "0.4.4"
 
 [[Adapt]]
 deps = ["LinearAlgebra", "Requires"]
-git-tree-sha1 = "cc37d689f599e8df4f464b2fa3870ff7db7492ef"
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.6.1"
+version = "3.6.2"
 
 [[AdvancedHMC]]
 deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "Setfield", "Statistics", "StatsBase", "StatsFuns", "UnPack"]
@@ -62,14 +67,20 @@ version = "2.3.0"
 uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
 
 [[ArrayInterface]]
-deps = ["Adapt", "LinearAlgebra", "Requires", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "38911c7737e123b28182d89027f4216cfc8a9da7"
+deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "7.4.3"
+version = "7.4.11"
 
 [[Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
+[[Atomix]]
+deps = ["UnsafeAtomics"]
+git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+version = "0.1.0"
+
 [[AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
 git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
@@ -83,10 +94,10 @@ uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
 version = "0.4.6"
 
 [[BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.37"
+version = "0.3.39"
 
 [[Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -102,6 +113,11 @@ git-tree-sha1 = "1234b03e94938e6f2b14834dfd3ef45698d5e14f"
 uuid = "76274a88-744f-5084-9051-94815aaf08c4"
 version = "0.10.8"
 
+[[CEnum]]
+git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
+uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
+version = "0.4.2"
+
 [[Calculus]]
 deps = ["LinearAlgebra"]
 git-tree-sha1 = "f641eb0a4f00c343bbc32346e1217b86f3ce9dad"
@@ -110,21 +126,21 @@ version = "0.5.1"
 
 [[ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "7d20c2fb8ab838e41069398685e7b6b5f89ed85b"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.48.0"
+version = "1.52.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.7"
+version = "1.16.0"
 
 [[ChangesOfVariables]]
-deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
-git-tree-sha1 = "485193efd2176b88e6622a39a246f8c5b600e74e"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.6"
+version = "0.1.8"
 
 [[Combinatorics]]
 git-tree-sha1 = "08c8b6831dc00bfea825826be0bc8336fc369860"
@@ -132,9 +148,9 @@ uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 version = "1.0.2"
 
 [[CommonSolve]]
-git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852"
+git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
-version = "0.2.3"
+version = "0.2.4"
 
 [[CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -144,18 +160,18 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.7.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 
 [[CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
 
 [[ConsoleProgressMonitor]]
 deps = ["Logging", "ProgressMeter"]
@@ -165,9 +181,9 @@ version = "0.1.2"
 
 [[ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "89a9db8d28102b094992472d333674bd1a83ce2a"
+git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.5.1"
+version = "1.5.2"
 
 [[Crayons]]
 git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15"
@@ -175,15 +191,15 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[DataAPI]]
-git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.14.0"
+version = "1.15.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -217,25 +233,25 @@ version = "1.1.0"
 
 [[DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "a4ad7ef19d2cdc2eff57abbbe68032b1cd0bd8f8"
+git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.13.0"
+version = "1.15.1"
 
 [[Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
-deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "13027f188d26206b9e7b863036f87d2f2e7d013a"
+deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.87"
+version = "0.25.98"
 
 [[DistributionsAD]]
-deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"]
-git-tree-sha1 = "c2ecd634010e6952ce642db65b5885c41cb307b0"
+deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
+git-tree-sha1 = "1fb4fedd5a407243d535cc50c8c803c2fce0dc26"
 uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
-version = "0.6.44"
+version = "0.6.49"
 
 [[DocStringExtensions]]
 deps = ["LibGit2"]
@@ -277,9 +293,9 @@ version = "0.1.9"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "f9818144ce7c8c41edf5c4c179c684d92aa4d9fe"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.6.0"
+version = "1.7.1"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -289,9 +305,9 @@ version = "3.3.10+0"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "fc86b4fd3eff76c3ce4f5e96e2fdfa6282722885"
+git-tree-sha1 = "2250347838b28a108d1967663cba57bfb3c02a58"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.0.0"
+version = "1.3.0"
 
 [[Formatting]]
 deps = ["Printf"]
@@ -328,21 +344,21 @@ uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
 
 [[GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "1cd7f0af1aa58abc02ea1d872953a97359cb87fa"
+git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.4"
+version = "0.1.5"
 
 [[HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "432b5b03176f8182bd6841fbfc42c718506a2d5f"
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.15"
+version = "0.3.18"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "0ade27f0c49cebd8db2523c4eeccf779407cf12c"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.9"
+version = "0.4.10"
 
 [[InitialValues]]
 git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
@@ -357,9 +373,9 @@ version = "0.3.0"
 
 [[IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d979e54b71da82f3a65b62553da4fc3d18c9004c"
+git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2018.0.3+2"
+version = "2023.1.0+0"
 
 [[InteractiveUtils]]
 deps = ["Markdown"]
@@ -379,9 +395,9 @@ version = "0.7.4"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.8"
+version = "0.1.10"
 
 [[InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -409,11 +425,29 @@ git-tree-sha1 = "abc9885a7ca2052a736a600f7fa66209f96506e1"
 uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
 version = "1.4.1"
 
+[[KernelAbstractions]]
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
+uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+version = "0.9.6"
+
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "9816b296736292a80b9a3200eb7fbb57aaa3917a"
+git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.5"
+version = "0.6.7"
+
+[[LLVM]]
+deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
+uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
+version = "6.1.0"
+
+[[LLVMExtra_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
+uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
+version = "0.0.23+0"
 
 [[LRUCache]]
 git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
@@ -478,9 +512,9 @@ version = "1.0.3"
 
 [[LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "0a1b7c2863e44523180fdb3146534e265a91870b"
+git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.23"
+version = "0.3.24"
 
 [[Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
@@ -505,9 +539,9 @@ version = "0.2.6"
 
 [[MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -522,9 +556,9 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.10"
 
 [[MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[Markdown]]
 deps = ["Base64"]
@@ -536,9 +570,9 @@ uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
 
 [[Memoization]]
 deps = ["MacroTools"]
-git-tree-sha1 = "2f6913923a0cb8046134f5cbf8b4d7ba3c856a1d"
+git-tree-sha1 = "073f080e733bc6697411901224ed4fd15fefaffa"
 uuid = "6fafb56a-5788-4b4e-91ca-c0cea6611c73"
-version = "0.2.0"
+version = "0.2.1"
 
 [[MicroCollections]]
 deps = ["BangBang", "InitialValues", "Setfield"]
@@ -559,10 +593,10 @@ uuid = "a63ad114-7e13-5084-954f-fe012c677804"
 uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
 [[NNlib]]
-deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "33ad5a19dc6730d592d8ce91c14354d758e53b0e"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
+git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.19"
+version = "0.8.21"
 
 [[NaNMath]]
 deps = ["OpenLibm_jll"]
@@ -586,9 +620,9 @@ uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[OpenLibm_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -621,17 +655,23 @@ version = "0.11.17"
 deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
 uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
 
+[[PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.2"
+
 [[Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.3.0"
+version = "1.4.0"
 
 [[PrettyTables]]
 deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "548793c7859e28ef026dba514752275ee871169f"
+git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.2.3"
+version = "2.2.4"
 
 [[Printf]]
 deps = ["Unicode"]
@@ -670,9 +710,9 @@ version = "0.3.2"
 
 [[Ratios]]
 deps = ["Requires"]
-git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734"
+git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.3"
+version = "0.4.5"
 
 [[RealDot]]
 deps = ["LinearAlgebra"]
@@ -681,16 +721,16 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
 [[RecipesBase]]
-deps = ["SnoopPrecompile"]
-git-tree-sha1 = "261dddd3b862bd2c940cf6ca4d1c8fe593e457c8"
+deps = ["PrecompileTools"]
+git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.3.3"
+version = "1.3.4"
 
 [[RecursiveArrayTools]]
 deps = ["Adapt", "ArrayInterface", "DocStringExtensions", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "Requires", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables"]
-git-tree-sha1 = "140cddd2c457e4ebb0cdc7c2fd14a7fbfbdf206e"
+git-tree-sha1 = "02ef02926f30d53b94be443bfaea010c47f6b556"
 uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
-version = "2.38.3"
+version = "2.38.5"
 
 [[Reexport]]
 git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
@@ -717,30 +757,30 @@ version = "0.4.0+0"
 
 [[Roots]]
 deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"]
-git-tree-sha1 = "b45deea4566988994ebb8fb80aa438a295995a6e"
+git-tree-sha1 = "de432823e8aab4dd1a985be4be768f95acf152d4"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
-version = "2.0.10"
+version = "2.0.17"
 
 [[RuntimeGeneratedFunctions]]
 deps = ["ExprTools", "SHA", "Serialization"]
-git-tree-sha1 = "f139e81a81e6c29c40f1971c9e5309b09c03f2c3"
+git-tree-sha1 = "237edc1563bbf078629b4f8d194bd334e97907cf"
 uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
-version = "0.5.6"
+version = "0.5.11"
 
 [[SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
 
 [[SciMLBase]]
-deps = ["ArrayInterface", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "EnumX", "FunctionWrappersWrappers", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "Preferences", "RecipesBase", "RecursiveArrayTools", "Reexport", "RuntimeGeneratedFunctions", "SciMLOperators", "SnoopPrecompile", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables", "TruncatedStacktraces"]
-git-tree-sha1 = "392d3e28b05984496af37100ded94dc46fa6c8de"
+deps = ["ADTypes", "ArrayInterface", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "EnumX", "FunctionWrappersWrappers", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "PrecompileTools", "Preferences", "RecipesBase", "RecursiveArrayTools", "Reexport", "RuntimeGeneratedFunctions", "SciMLOperators", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables", "TruncatedStacktraces"]
+git-tree-sha1 = "a22a12db91f6a921e28a7ae39a9546eed93fd92e"
 uuid = "0bca4576-84f4-4d90-8ffe-ffa030f20462"
-version = "1.91.7"
+version = "1.93.0"
 
 [[SciMLOperators]]
 deps = ["ArrayInterface", "DocStringExtensions", "Lazy", "LinearAlgebra", "Setfield", "SparseArrays", "StaticArraysCore", "Tricks"]
-git-tree-sha1 = "e61e48ef909375203092a6e83508c8416df55a83"
+git-tree-sha1 = "b1fe33c9984c6789b58419e62e7a2b92f9aa813e"
 uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961"
-version = "0.2.0"
+version = "0.3.3"
 
 [[ScientificTypesBase]]
 git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
@@ -760,20 +800,14 @@ version = "1.1.1"
 deps = ["Distributed", "Mmap", "Random", "Serialization"]
 uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383"
 
-[[SnoopPrecompile]]
-deps = ["Preferences"]
-git-tree-sha1 = "e760a70afdcd461cf01a575947738d359234665c"
-uuid = "66db9d55-30c0-4569-8b51-7e840670fc0c"
-version = "1.0.3"
-
 [[Sockets]]
 uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
+git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.0"
+version = "1.1.1"
 
 [[SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
@@ -781,9 +815,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.0"
 
 [[SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -793,9 +827,9 @@ version = "0.1.15"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "63e84b7fdf5021026d0f17f76af7c57772313d99"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.21"
+version = "1.6.0"
 
 [[StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -873,9 +907,9 @@ uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
 
 [[TerminalLoggers]]
 deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
-git-tree-sha1 = "f53e34e784ae771eb9ccde4d72e578aa453d0554"
+git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
 uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
-version = "0.1.6"
+version = "0.1.7"
 
 [[Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
@@ -883,15 +917,15 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "77817887c4b414b9c6914c61273910e3234eb21c"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.23"
+version = "0.2.26"
 
 [[Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.75"
+version = "0.4.77"
 
 [[Tricks]]
 git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
@@ -900,9 +934,9 @@ version = "0.1.7"
 
 [[TruncatedStacktraces]]
 deps = ["InteractiveUtils", "MacroTools", "Preferences"]
-git-tree-sha1 = "7bc1632a4eafbe9bd94cf1a784a9a4eb5e040a91"
+git-tree-sha1 = "ea3e54c2bdde39062abf5a9758a23735558705e1"
 uuid = "781d530d-4396-4725-bb49-402e4bee1e77"
-version = "1.3.0"
+version = "1.4.0"
 
 [[Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -922,6 +956,17 @@ version = "1.0.2"
 [[Unicode]]
 uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
 
+[[UnsafeAtomics]]
+git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
+uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
+version = "0.2.1"
+
+[[UnsafeAtomicsLLVM]]
+deps = ["LLVM", "UnsafeAtomics"]
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
+version = "0.1.3"
+
 [[WoodburyMatrices]]
 deps = ["LinearAlgebra", "SparseArrays"]
 git-tree-sha1 = "de67fa59e33ad156a590055375a30b23c40299d3"
diff --git a/tutorials/docs-14-using-turing-quick-start/Manifest.toml b/tutorials/docs-14-using-turing-quick-start/Manifest.toml
index ea4ec1254..fe810d20d 100644
--- a/tutorials/docs-14-using-turing-quick-start/Manifest.toml
+++ b/tutorials/docs-14-using-turing-quick-start/Manifest.toml
@@ -6,9 +6,9 @@ project_hash = "102d486b18af7951cac72d56aec7c8e37b50a316"
 
 [[deps.AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "69f7020bd72f069c219b5e8c236c1fa90d2cb409"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.2.1"
+version = "1.4.0"
 
 [[deps.AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -18,9 +18,9 @@ version = "4.2.0"
 
 [[deps.AbstractPPL]]
 deps = ["AbstractMCMC", "DensityInterface", "Random", "Setfield", "SparseArrays"]
-git-tree-sha1 = "8f5d88dc15df270d8778ade9442d608939c75659"
+git-tree-sha1 = "33ea6c6837332395dbf3ba336f273c9f7fcf4db9"
 uuid = "7a57a42e-76ec-4ea3-a279-07e840d6d9cf"
-version = "0.5.3"
+version = "0.5.4"
 
 [[deps.AbstractTrees]]
 git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c"
@@ -28,10 +28,10 @@ uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
 version = "0.4.4"
 
 [[deps.Adapt]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "0310e08cb19f5da31d08341c6120c047598f5b9c"
+deps = ["LinearAlgebra", "Requires"]
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.5.0"
+version = "3.6.2"
 
 [[deps.AdvancedHMC]]
 deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "Setfield", "Statistics", "StatsBase", "StatsFuns", "UnPack"]
@@ -77,6 +77,12 @@ git-tree-sha1 = "e214a9b9bd1b4e1b4f15b22c0994862b66af7ff7"
 uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.0+3"
 
+[[deps.ArrayInterface]]
+deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
+uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
+version = "7.4.11"
+
 [[deps.ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
 git-tree-sha1 = "e5f08b5689b1aad068e01751889f2f615c7db36d"
@@ -84,14 +90,20 @@ uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2"
 version = "0.1.29"
 
 [[deps.ArrayInterfaceStaticArraysCore]]
-deps = ["Adapt", "ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
-git-tree-sha1 = "93c8ba53d8d26e124a5a8d4ec914c3a16e6a0970"
+deps = ["ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
+git-tree-sha1 = "01a9f8e6cfc2bfdd01d333f70b8014a04893103c"
 uuid = "dd5226c6-a4d4-4bc7-8575-46859f9c95b9"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
+[[deps.Atomix]]
+deps = ["UnsafeAtomics"]
+git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+version = "0.1.0"
+
 [[deps.AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
 git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
@@ -105,10 +117,10 @@ uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
 version = "0.4.6"
 
 [[deps.BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.37"
+version = "0.3.39"
 
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -120,9 +132,9 @@ version = "0.1.1"
 
 [[deps.Bijectors]]
 deps = ["ArgCheck", "ChainRulesCore", "ChangesOfVariables", "Compat", "Distributions", "Functors", "InverseFunctions", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "MappedArrays", "Random", "Reexport", "Requires", "Roots", "SparseArrays", "Statistics"]
-git-tree-sha1 = "a3704b8e5170f9339dff4e6cb286ad49464d3646"
+git-tree-sha1 = "1234b03e94938e6f2b14834dfd3ef45698d5e14f"
 uuid = "76274a88-744f-5084-9051-94815aaf08c4"
-version = "0.10.6"
+version = "0.10.8"
 
 [[deps.BitFlags]]
 git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d"
@@ -135,6 +147,11 @@ git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
 uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
 version = "1.0.8+0"
 
+[[deps.CEnum]]
+git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
+uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
+version = "0.4.2"
+
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
 git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
@@ -149,27 +166,27 @@ version = "0.5.1"
 
 [[deps.ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "c46adabdd0348f0ee8de91142cfc4a72a613ac0a"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.46.1"
+version = "1.52.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.7"
+version = "1.16.0"
 
 [[deps.ChangesOfVariables]]
-deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
-git-tree-sha1 = "844b061c104c408b24537482469400af6075aae4"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.5"
+version = "0.1.8"
 
 [[deps.Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "64df3da1d2a26f4de23871cd1b6482bb68092bd5"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.3"
+version = "0.15.3"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
@@ -178,10 +195,10 @@ uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
 version = "0.7.1"
 
 [[deps.ColorSchemes]]
-deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"]
-git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3"
+deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
+git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.20.0"
+version = "3.21.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -207,9 +224,9 @@ uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 version = "1.0.2"
 
 [[deps.CommonSolve]]
-git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852"
+git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
-version = "0.2.3"
+version = "0.2.4"
 
 [[deps.CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -219,18 +236,24 @@ version = "0.3.0"
 
 [[deps.Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "00a2cccc7f098ff3b66806862d275ca3db9e6e5a"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.5.0"
+version = "4.7.0"
 
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 
 [[deps.CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
+
+[[deps.ConcurrentUtilities]]
+deps = ["Serialization", "Sockets"]
+git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9"
+uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
+version = "2.2.0"
 
 [[deps.ConsoleProgressMonitor]]
 deps = ["Logging", "ProgressMeter"]
@@ -240,9 +263,9 @@ version = "0.1.2"
 
 [[deps.ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "fb21ddd70a051d882a1686a5a550990bbe371a95"
+git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.4.1"
+version = "1.5.2"
 
 [[deps.Contour]]
 git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
@@ -255,27 +278,21 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[deps.DataAPI]]
-git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.14.0"
+version = "1.15.0"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
 uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
 version = "1.0.0"
 
-[[deps.DataValues]]
-deps = ["DataValueInterfaces", "Dates"]
-git-tree-sha1 = "d88a19299eba280a6d062e135a43f00323ae70bf"
-uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5"
-version = "0.4.13"
-
 [[deps.Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
@@ -303,37 +320,37 @@ version = "1.1.0"
 
 [[deps.DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "c5b6685d53f933c11404a3ae9822afe30d522494"
+git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.12.2"
+version = "1.15.1"
 
 [[deps.Distances]]
 deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "3258d0659f812acde79e8a74b11f17ac06d0ca04"
+git-tree-sha1 = "49eba9ad9f7ead780bfb7ee319f962c811c6d3b2"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.10.7"
+version = "0.10.8"
 
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
-deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "74911ad88921455c6afcad1eefa12bd7b1724631"
+deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.80"
+version = "0.25.98"
 
 [[deps.DistributionsAD]]
-deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"]
-git-tree-sha1 = "0c139e48a8cea06c6ecbbec19d3ebc5dcbd7870d"
+deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
+git-tree-sha1 = "1fb4fedd5a407243d535cc50c8c803c2fce0dc26"
 uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
-version = "0.6.43"
+version = "0.6.49"
 
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
-git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
+git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.9.3"
+version = "0.8.6"
 
 [[deps.Downloads]]
 deps = ["ArgTools", "LibCURL", "NetworkOptions"]
@@ -352,26 +369,32 @@ uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
 version = "0.21.4"
 
 [[deps.EllipticalSliceSampling]]
-deps = ["AbstractMCMC", "ArrayInterfaceCore", "Distributions", "Random", "Statistics"]
-git-tree-sha1 = "4cda4527e990c0cc201286e0a0bfbbce00abcfc2"
+deps = ["AbstractMCMC", "ArrayInterface", "Distributions", "Random", "Statistics"]
+git-tree-sha1 = "973b4927d112559dc737f55d6bf06503a5b3fc14"
 uuid = "cad2338a-1db2-11e9-3401-43bc07c9ede2"
-version = "1.0.0"
+version = "1.1.0"
 
 [[deps.EnumX]]
 git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[deps.ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[deps.Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[deps.ExprTools]]
-git-tree-sha1 = "56559bbef6ca5ea0c0818fa5c90320398a6fbf8d"
+git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
 uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.FFMPEG]]
 deps = ["FFMPEG_jll"]
@@ -387,9 +410,9 @@ version = "4.4.2+2"
 
 [[deps.FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "90630efff0894f8142308e334473eba54c433549"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.5.0"
+version = "1.7.1"
 
 [[deps.FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -399,9 +422,9 @@ version = "3.3.10+0"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "d3ba08ab64bdfd27234d3f61956c966266757fe6"
+git-tree-sha1 = "7072f1e3e5a8be51d525d64f63d3ec1287ff2790"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.13.7"
+version = "0.13.11"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
@@ -423,15 +446,15 @@ version = "0.4.2"
 
 [[deps.ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "a69dd6db8a809f78846ff259298678f0d6212180"
+git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.34"
+version = "0.10.35"
 
 [[deps.FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[deps.FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -446,9 +469,9 @@ version = "1.1.3"
 
 [[deps.FunctionWrappersWrappers]]
 deps = ["FunctionWrappers"]
-git-tree-sha1 = "a5e6e7f12607e90d71b09e6ce2c965e41b337968"
+git-tree-sha1 = "b104d487b34566608f8b4e1c39fb0b10aa279ff8"
 uuid = "77dc65aa-8811-40c2-897b-53d922fa7daf"
-version = "0.1.1"
+version = "0.1.3"
 
 [[deps.Functors]]
 deps = ["LinearAlgebra"]
@@ -468,21 +491,21 @@ version = "3.3.8+0"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "57f7cde02d7a53c9d1d28443b9f11ac5fbe7ebc9"
+git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.3"
+version = "0.1.5"
 
 [[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 = "9e23bd6bb3eb4300cb567bdf63e2c14e5d2ffdbc"
+git-tree-sha1 = "8b8a2fd4536ece6e554168c21860b6820a8a83db"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.71.5"
+version = "0.72.7"
 
 [[deps.GR_jll]]
-deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "aa23c9f9b7c0ba6baeabe966ea1c7d2c7487ef90"
+deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
+git-tree-sha1 = "19fad9cd9ae44847fe842558a744748084a722d1"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.71.5+0"
+version = "0.72.7+0"
 
 [[deps.Gettext_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -508,10 +531,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[deps.HTTP]]
-deps = ["Base64", "CodecZlib", "Dates", "IniFile", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "37e4657cd56b11abe3d10cd4a1ec5fbdb4180263"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.7.4"
+version = "1.9.8"
 
 [[deps.HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -520,21 +543,16 @@ uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
 version = "2.8.1+1"
 
 [[deps.HypergeometricFunctions]]
-deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions", "Test"]
-git-tree-sha1 = "709d864e3ed6e3545230601f94e11ebc65994641"
+deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.11"
+version = "0.3.18"
 
 [[deps.IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "2e99184fca5eb6f075944b04c22edec29beb4778"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.7"
-
-[[deps.IniFile]]
-git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625"
-uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
-version = "0.5.1"
+version = "0.4.10"
 
 [[deps.InitialValues]]
 git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
@@ -549,9 +567,9 @@ version = "0.3.0"
 
 [[deps.IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d979e54b71da82f3a65b62553da4fc3d18c9004c"
+git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2018.0.3+2"
+version = "2023.1.0+0"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -571,19 +589,19 @@ version = "0.7.4"
 
 [[deps.InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.8"
+version = "0.1.10"
 
 [[deps.InvertedIndices]]
-git-tree-sha1 = "82aec7a3dd64f4d9584659dc0b62ef7db2ef3e19"
+git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
 uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
-version = "1.2.0"
+version = "1.3.0"
 
 [[deps.IrrationalConstants]]
-git-tree-sha1 = "7fd44fd4ff43fc60815f8e764c0f352b83c49151"
+git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
 uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
-version = "0.1.1"
+version = "0.2.2"
 
 [[deps.IterTools]]
 git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5"
@@ -609,21 +627,27 @@ version = "1.4.1"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
-git-tree-sha1 = "3c837543ddb02250ef42f4738347454f95079d4e"
+git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-version = "0.21.3"
+version = "0.21.4"
 
 [[deps.JpegTurbo_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b53380851c6e6664204efb2e62cd24fa5c47e4ba"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "2.1.2+0"
+version = "2.1.91+0"
+
+[[deps.KernelAbstractions]]
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
+uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+version = "0.9.6"
 
 [[deps.KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "9816b296736292a80b9a3200eb7fbb57aaa3917a"
+git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.5"
+version = "0.6.7"
 
 [[deps.LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -637,10 +661,28 @@ git-tree-sha1 = "bf36f528eec6634efc60d7ec062008f171071434"
 uuid = "88015f11-f218-50d7-93a8-a6af411a945d"
 version = "3.0.0+1"
 
+[[deps.LLVM]]
+deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
+uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
+version = "6.1.0"
+
+[[deps.LLVMExtra_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
+uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
+version = "0.0.23+0"
+
+[[deps.LLVMOpenMP_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b"
+uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
+version = "15.0.4+0"
+
 [[deps.LRUCache]]
-git-tree-sha1 = "d862633ef6097461037a00a13f709a62ae4bdfdd"
+git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
 uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
-version = "1.4.0"
+version = "1.4.1"
 
 [[deps.LZO_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -655,9 +697,9 @@ version = "1.3.0"
 
 [[deps.Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"]
-git-tree-sha1 = "2422f47b34d4b127720a18f86fa7b1aa2e141f29"
+git-tree-sha1 = "f428ae552340899a935973270b8d98e5a31c49fe"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.15.18"
+version = "0.16.1"
 
 [[deps.LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
@@ -754,9 +796,9 @@ version = "1.0.3"
 
 [[deps.LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "45b288af6956e67e621c5cbb2d75a261ab58300b"
+git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.20"
+version = "0.3.24"
 
 [[deps.Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
@@ -769,9 +811,9 @@ version = "0.4.9"
 
 [[deps.MCMCChains]]
 deps = ["AbstractMCMC", "AxisArrays", "Dates", "Distributions", "Formatting", "IteratorInterfaceExtensions", "KernelDensity", "LinearAlgebra", "MCMCDiagnosticTools", "MLJModelInterface", "NaturalSort", "OrderedCollections", "PrettyTables", "Random", "RecipesBase", "Serialization", "Statistics", "StatsBase", "StatsFuns", "TableTraits", "Tables"]
-git-tree-sha1 = "8577f598f0991e7bdf9472a8a59938b1e253b493"
+git-tree-sha1 = "c659f7508035a7bdd5102aef2de028ab035f289a"
 uuid = "c7f686f2-ff18-58e9-bc7b-31028e88f75d"
-version = "5.6.1"
+version = "5.7.1"
 
 [[deps.MCMCDiagnosticTools]]
 deps = ["AbstractFFTs", "DataAPI", "DataStructures", "Distributions", "LinearAlgebra", "MLJModelInterface", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tables"]
@@ -781,9 +823,9 @@ version = "0.2.6"
 
 [[deps.MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[deps.MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -798,9 +840,9 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.10"
 
 [[deps.MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[deps.Markdown]]
 deps = ["Base64"]
@@ -823,9 +865,9 @@ version = "0.3.2"
 
 [[deps.MicroCollections]]
 deps = ["BangBang", "InitialValues", "Setfield"]
-git-tree-sha1 = "4d5917a26ca33c66c8e5ca3247bd163624d35493"
+git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e"
 uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
@@ -841,27 +883,27 @@ uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
 [[deps.MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
-git-tree-sha1 = "efe9c8ecab7a6311d4b91568bd6c88897822fabe"
+git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
 uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.10.0"
+version = "0.10.2"
 
 [[deps.NNlib]]
-deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "b488fc28dfae4c8ec3d61a34a0143a4245e7b13b"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
+git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.16"
+version = "0.8.21"
 
 [[deps.NaNMath]]
 deps = ["OpenLibm_jll"]
-git-tree-sha1 = "a7c3d1da1189a1c2fe843a3bfa04d18d20eb3211"
+git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "1.0.1"
+version = "1.0.2"
 
 [[deps.NamedArrays]]
 deps = ["Combinatorics", "DataStructures", "DelimitedFiles", "InvertedIndices", "LinearAlgebra", "Random", "Requires", "SparseArrays", "Statistics"]
-git-tree-sha1 = "2fd5787125d1a93fbe30961bd841707b8a80d75b"
+git-tree-sha1 = "b84e17976a40cb2bfe3ae7edb3673a8c630d4f95"
 uuid = "86f7a689-2022-50b4-a561-43c23ac3c673"
-version = "0.9.6"
+version = "0.9.8"
 
 [[deps.NaturalSort]]
 git-tree-sha1 = "eda490d06b9f7c00752ee81cfa451efe55521e21"
@@ -884,9 +926,9 @@ version = "0.5.4"
 
 [[deps.OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "f71d8950b724e9ff6110fc948dff5a329f901d64"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.8"
+version = "1.12.10"
 
 [[deps.Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -904,15 +946,15 @@ uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 
 [[deps.OpenSSL]]
 deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "6503b77492fd7fcb9379bf73cd31035670e3c509"
+git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
 uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.3.3"
+version = "1.4.1"
 
 [[deps.OpenSSL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f6e9dba33f9f2c44e08a020b0caf6903be540004"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.19+0"
+version = "1.1.21+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -922,9 +964,9 @@ version = "0.5.5+0"
 
 [[deps.Optimisers]]
 deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "e657acef119cc0de2a8c0762666d3b64727b053b"
+git-tree-sha1 = "e5a1825d3d53aa4ad4fb42bd4927011ad4a78c3d"
 uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
-version = "0.2.14"
+version = "0.2.15"
 
 [[deps.Opus_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -933,9 +975,9 @@ uuid = "91d4177d-7536-5919-b921-800302f37372"
 version = "1.3.2+0"
 
 [[deps.OrderedCollections]]
-git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
+git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.4.1"
+version = "1.6.0"
 
 [[deps.PCRE2_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -943,15 +985,15 @@ uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
 
 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "cf494dca75a69712a72b80bc48f59dcf3dea63ec"
+git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.16"
+version = "0.11.17"
 
 [[deps.Parsers]]
-deps = ["Dates", "SnoopPrecompile"]
-git-tree-sha1 = "8175fc2b118a3755113c8e68084dc1a9e63c61ee"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.3"
+version = "2.7.1"
 
 [[deps.Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -959,10 +1001,10 @@ uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
 version = "1.3.0"
 
 [[deps.Pixman_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
+git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.40.1+0"
+version = "0.42.2+0"
 
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
@@ -975,28 +1017,34 @@ uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
 version = "3.1.0"
 
 [[deps.PlotUtils]]
-deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "SnoopPrecompile", "Statistics"]
-git-tree-sha1 = "daff8d21e3f4c596387867329be49b8c45f4f0f3"
+deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
+git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.3.3"
+version = "1.3.5"
 
 [[deps.Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SnoopPrecompile", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
-git-tree-sha1 = "a99bbd3664bb12a775cda2eba7f3b2facf3dad94"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
+git-tree-sha1 = "75ca67b2c6512ad2d0c767a7cfc55e75075f8bbc"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.38.2"
+version = "1.38.16"
+
+[[deps.PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.2"
 
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.3.0"
+version = "1.4.0"
 
 [[deps.PrettyTables]]
 deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "96f6db03ab535bdb901300f88335257b0018689d"
+git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.2.2"
+version = "2.2.4"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -1022,9 +1070,9 @@ version = "5.15.3+2"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "de191bc385072cc6c7ed3ffdc1caeed3f22c74d4"
+git-tree-sha1 = "6ec7ac8412e83d57e313393220879ede1740f9ee"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.7.0"
+version = "2.8.2"
 
 [[deps.REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
@@ -1041,9 +1089,9 @@ version = "0.3.2"
 
 [[deps.Ratios]]
 deps = ["Requires"]
-git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734"
+git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.3"
+version = "0.4.5"
 
 [[deps.RealDot]]
 deps = ["LinearAlgebra"]
@@ -1052,22 +1100,22 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
 [[deps.RecipesBase]]
-deps = ["SnoopPrecompile"]
-git-tree-sha1 = "261dddd3b862bd2c940cf6ca4d1c8fe593e457c8"
+deps = ["PrecompileTools"]
+git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.3.3"
+version = "1.3.4"
 
 [[deps.RecipesPipeline]]
-deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase", "SnoopPrecompile"]
-git-tree-sha1 = "e974477be88cb5e3040009f3767611bc6357846f"
+deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"]
+git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342"
 uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
-version = "0.6.11"
+version = "0.6.12"
 
 [[deps.RecursiveArrayTools]]
-deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables", "ZygoteRules"]
-git-tree-sha1 = "fcf0962b399f3bc0fa13ae7274db7879c3ef9f1e"
+deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "Tables", "ZygoteRules"]
+git-tree-sha1 = "a5ce741acddc02f0d4fc6505463ca89697d7fb23"
 uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
-version = "2.35.0"
+version = "2.32.3"
 
 [[deps.Reexport]]
 git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
@@ -1088,27 +1136,27 @@ version = "1.3.0"
 
 [[deps.Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "bf3188feca147ce108c76ad82c2792c57abe7b1f"
+git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.7.0"
+version = "0.7.1"
 
 [[deps.Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "68db32dff12bb6127bac73c209881191bf0efbb7"
+git-tree-sha1 = "6ed52fdd3382cf21947b15e8870ac0ddbff736da"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.3.0+0"
+version = "0.4.0+0"
 
 [[deps.Roots]]
 deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"]
-git-tree-sha1 = "a3db467ce768343235032a1ca0830fc64158dadf"
+git-tree-sha1 = "de432823e8aab4dd1a985be4be768f95acf152d4"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
-version = "2.0.8"
+version = "2.0.17"
 
 [[deps.RuntimeGeneratedFunctions]]
 deps = ["ExprTools", "SHA", "Serialization"]
-git-tree-sha1 = "50314d2ef65fce648975a8e80ae6d8409ebbf835"
+git-tree-sha1 = "237edc1563bbf078629b4f8d194bd334e97907cf"
 uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
-version = "0.5.5"
+version = "0.5.11"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -1126,15 +1174,15 @@ version = "3.0.0"
 
 [[deps.Scratch]]
 deps = ["Dates"]
-git-tree-sha1 = "f94f779c94e58bf9ea243e77a37e16d9de9126bd"
+git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
 uuid = "6c6a2e73-6563-6170-7368-637461726353"
-version = "1.1.1"
+version = "1.2.0"
 
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "c02bd3c9c3fc8463d3591a62a378f90d2d8ab0f3"
+git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.3.17"
+version = "1.4.0"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -1171,9 +1219,9 @@ uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
+git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.0"
+version = "1.1.1"
 
 [[deps.SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
@@ -1181,9 +1229,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[deps.SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "d75bda01f8c31ebb72df80a46c88b25d1c79c56d"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.1.7"
+version = "2.3.0"
 
 [[deps.SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1193,9 +1241,9 @@ version = "0.1.15"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "6954a456979f23d05085727adb17c4551c19ecd1"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.12"
+version = "1.6.0"
 
 [[deps.StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1214,9 +1262,9 @@ uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "f9af7f195fb13589dd2e2d57fdb401717d2eb1f6"
+git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.5.0"
+version = "1.6.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
@@ -1226,15 +1274,15 @@ version = "0.33.21"
 
 [[deps.StatsFuns]]
 deps = ["ChainRulesCore", "HypergeometricFunctions", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "ab6083f09b3e617e34a956b43e9d51b824206932"
+git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.1.1"
+version = "1.3.0"
 
 [[deps.StatsPlots]]
-deps = ["AbstractFFTs", "Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "e0d5bc26226ab1b7648278169858adcfbd861780"
+deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
+git-tree-sha1 = "14ef622cf28b05e38f8af1de57bc9142b03fbfe3"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.15.4"
+version = "0.15.5"
 
 [[deps.StringManipulation]]
 git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123"
@@ -1243,20 +1291,14 @@ version = "0.3.0"
 
 [[deps.StructArrays]]
 deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
-git-tree-sha1 = "b03a3b745aa49b566f128977a7dd1be8711c5e71"
+git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.6.14"
+version = "0.6.15"
 
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
-[[deps.SymbolicIndexingInterface]]
-deps = ["DocStringExtensions"]
-git-tree-sha1 = "6b764c160547240d868be4e961a5037f47ad7379"
-uuid = "2efcf032-c050-4f8e-a9bb-153293bab1f5"
-version = "0.2.1"
-
 [[deps.TOML]]
 deps = ["Dates"]
 uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
@@ -1275,9 +1317,9 @@ version = "1.0.1"
 
 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
-git-tree-sha1 = "c79322d36826aa2f4fd8ecfa96ddb47b174ac78d"
+git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.10.0"
+version = "1.10.1"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
@@ -1291,9 +1333,9 @@ version = "0.1.1"
 
 [[deps.TerminalLoggers]]
 deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
-git-tree-sha1 = "f53e34e784ae771eb9ccde4d72e578aa453d0554"
+git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
 uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
-version = "0.1.6"
+version = "0.1.7"
 
 [[deps.Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
@@ -1301,21 +1343,21 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "77817887c4b414b9c6914c61273910e3234eb21c"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.23"
+version = "0.2.26"
 
 [[deps.TranscodingStreams]]
 deps = ["Random", "Test"]
-git-tree-sha1 = "94f38103c984f89cf77c402f2a68dbd870f8165f"
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.11"
+version = "0.9.13"
 
 [[deps.Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.75"
+version = "0.4.77"
 
 [[deps.Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1324,9 +1366,9 @@ uuid = "fce5fe82-541a-59a6-adf8-730c64b5f9a0"
 version = "0.22.0"
 
 [[deps.URIs]]
-git-tree-sha1 = "ac00576f90d8a259f2c9d823e91d1de3fd44d348"
+git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.4.1"
+version = "1.4.2"
 
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
@@ -1346,6 +1388,29 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
 uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
+[[deps.Unitful]]
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
+uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
+version = "1.15.0"
+
+[[deps.UnitfulLatexify]]
+deps = ["LaTeXStrings", "Latexify", "Unitful"]
+git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
+uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
+version = "1.6.3"
+
+[[deps.UnsafeAtomics]]
+git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
+uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
+version = "0.2.1"
+
+[[deps.UnsafeAtomicsLLVM]]
+deps = ["LLVM", "UnsafeAtomics"]
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
+version = "0.1.3"
+
 [[deps.Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
 uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
@@ -1388,16 +1453,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[deps.Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[deps.Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[deps.Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1406,10 +1471,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[deps.Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[deps.Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1448,22 +1513,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[deps.Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[deps.Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[deps.Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[deps.Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1496,38 +1561,38 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[deps.Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[deps.Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[deps.Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[deps.Zlib_jll]]
 deps = ["Libdl"]
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
 
 [[deps.Zstd_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "e45044cd873ded54b6a5bac0eb5c971392cf1927"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
 uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.5.2+0"
+version = "1.5.5+0"
 
 [[deps.ZygoteRules]]
-deps = ["MacroTools"]
-git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
+deps = ["ChainRulesCore", "MacroTools"]
+git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
-version = "0.2.2"
+version = "0.2.3"
 
 [[deps.fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
diff --git a/tutorials/docs-15-using-turing-sampler-viz/Manifest.toml b/tutorials/docs-15-using-turing-sampler-viz/Manifest.toml
index a63e1c9d0..fe810d20d 100644
--- a/tutorials/docs-15-using-turing-sampler-viz/Manifest.toml
+++ b/tutorials/docs-15-using-turing-sampler-viz/Manifest.toml
@@ -6,9 +6,9 @@ project_hash = "102d486b18af7951cac72d56aec7c8e37b50a316"
 
 [[deps.AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "69f7020bd72f069c219b5e8c236c1fa90d2cb409"
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.2.1"
+version = "1.4.0"
 
 [[deps.AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -18,9 +18,9 @@ version = "4.2.0"
 
 [[deps.AbstractPPL]]
 deps = ["AbstractMCMC", "DensityInterface", "Random", "Setfield", "SparseArrays"]
-git-tree-sha1 = "8f5d88dc15df270d8778ade9442d608939c75659"
+git-tree-sha1 = "33ea6c6837332395dbf3ba336f273c9f7fcf4db9"
 uuid = "7a57a42e-76ec-4ea3-a279-07e840d6d9cf"
-version = "0.5.3"
+version = "0.5.4"
 
 [[deps.AbstractTrees]]
 git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c"
@@ -28,10 +28,10 @@ uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
 version = "0.4.4"
 
 [[deps.Adapt]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "0310e08cb19f5da31d08341c6120c047598f5b9c"
+deps = ["LinearAlgebra", "Requires"]
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.5.0"
+version = "3.6.2"
 
 [[deps.AdvancedHMC]]
 deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "Setfield", "Statistics", "StatsBase", "StatsFuns", "UnPack"]
@@ -77,6 +77,12 @@ git-tree-sha1 = "e214a9b9bd1b4e1b4f15b22c0994862b66af7ff7"
 uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.0+3"
 
+[[deps.ArrayInterface]]
+deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "f83ec24f76d4c8f525099b2ac475fc098138ec31"
+uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
+version = "7.4.11"
+
 [[deps.ArrayInterfaceCore]]
 deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
 git-tree-sha1 = "e5f08b5689b1aad068e01751889f2f615c7db36d"
@@ -84,14 +90,20 @@ uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2"
 version = "0.1.29"
 
 [[deps.ArrayInterfaceStaticArraysCore]]
-deps = ["Adapt", "ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
-git-tree-sha1 = "93c8ba53d8d26e124a5a8d4ec914c3a16e6a0970"
+deps = ["ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
+git-tree-sha1 = "01a9f8e6cfc2bfdd01d333f70b8014a04893103c"
 uuid = "dd5226c6-a4d4-4bc7-8575-46859f9c95b9"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
+[[deps.Atomix]]
+deps = ["UnsafeAtomics"]
+git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+version = "0.1.0"
+
 [[deps.AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
 git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
@@ -105,10 +117,10 @@ uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
 version = "0.4.6"
 
 [[deps.BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.37"
+version = "0.3.39"
 
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -120,9 +132,14 @@ version = "0.1.1"
 
 [[deps.Bijectors]]
 deps = ["ArgCheck", "ChainRulesCore", "ChangesOfVariables", "Compat", "Distributions", "Functors", "InverseFunctions", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "MappedArrays", "Random", "Reexport", "Requires", "Roots", "SparseArrays", "Statistics"]
-git-tree-sha1 = "a3704b8e5170f9339dff4e6cb286ad49464d3646"
+git-tree-sha1 = "1234b03e94938e6f2b14834dfd3ef45698d5e14f"
 uuid = "76274a88-744f-5084-9051-94815aaf08c4"
-version = "0.10.6"
+version = "0.10.8"
+
+[[deps.BitFlags]]
+git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d"
+uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35"
+version = "0.1.7"
 
 [[deps.Bzip2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -130,6 +147,11 @@ git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
 uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
 version = "1.0.8+0"
 
+[[deps.CEnum]]
+git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
+uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
+version = "0.4.2"
+
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
 git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
@@ -144,33 +166,39 @@ version = "0.5.1"
 
 [[deps.ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "c46adabdd0348f0ee8de91142cfc4a72a613ac0a"
+git-tree-sha1 = "2afc496e94d15a1af5502625246d172361542133"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.46.1"
+version = "1.52.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.7"
+version = "1.16.0"
 
 [[deps.ChangesOfVariables]]
-deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
-git-tree-sha1 = "844b061c104c408b24537482469400af6075aae4"
+deps = ["InverseFunctions", "LinearAlgebra", "Test"]
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.5"
+version = "0.1.8"
 
 [[deps.Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "64df3da1d2a26f4de23871cd1b6482bb68092bd5"
+git-tree-sha1 = "42fe66dbc8f1d09a44aa87f18d26926d06a35f84"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.3"
+version = "0.15.3"
+
+[[deps.CodecZlib]]
+deps = ["TranscodingStreams", "Zlib_jll"]
+git-tree-sha1 = "9c209fb7536406834aa938fb149964b985de6c83"
+uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
+version = "0.7.1"
 
 [[deps.ColorSchemes]]
-deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"]
-git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3"
+deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
+git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.20.0"
+version = "3.21.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -196,9 +224,9 @@ uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 version = "1.0.2"
 
 [[deps.CommonSolve]]
-git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852"
+git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
-version = "0.2.3"
+version = "0.2.4"
 
 [[deps.CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -208,18 +236,24 @@ version = "0.3.0"
 
 [[deps.Compat]]
 deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "00a2cccc7f098ff3b66806862d275ca3db9e6e5a"
+git-tree-sha1 = "4e88377ae7ebeaf29a047aa1ee40826e0b708a5d"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.5.0"
+version = "4.7.0"
 
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 
 [[deps.CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
+
+[[deps.ConcurrentUtilities]]
+deps = ["Serialization", "Sockets"]
+git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9"
+uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
+version = "2.2.0"
 
 [[deps.ConsoleProgressMonitor]]
 deps = ["Logging", "ProgressMeter"]
@@ -229,9 +263,9 @@ version = "0.1.2"
 
 [[deps.ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "fb21ddd70a051d882a1686a5a550990bbe371a95"
+git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.4.1"
+version = "1.5.2"
 
 [[deps.Contour]]
 git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
@@ -244,27 +278,21 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[deps.DataAPI]]
-git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.14.0"
+version = "1.15.0"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
 uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
 version = "1.0.0"
 
-[[deps.DataValues]]
-deps = ["DataValueInterfaces", "Dates"]
-git-tree-sha1 = "d88a19299eba280a6d062e135a43f00323ae70bf"
-uuid = "e7dc6d0d-1eca-5fa6-8ad6-5aecde8b7ea5"
-version = "0.4.13"
-
 [[deps.Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
@@ -292,31 +320,31 @@ version = "1.1.0"
 
 [[deps.DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "c5b6685d53f933c11404a3ae9822afe30d522494"
+git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.12.2"
+version = "1.15.1"
 
 [[deps.Distances]]
 deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "3258d0659f812acde79e8a74b11f17ac06d0ca04"
+git-tree-sha1 = "49eba9ad9f7ead780bfb7ee319f962c811c6d3b2"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.10.7"
+version = "0.10.8"
 
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
-deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "74911ad88921455c6afcad1eefa12bd7b1724631"
+deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "e76a3281de2719d7c81ed62c6ea7057380c87b1d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.80"
+version = "0.25.98"
 
 [[deps.DistributionsAD]]
-deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"]
-git-tree-sha1 = "0c139e48a8cea06c6ecbbec19d3ebc5dcbd7870d"
+deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
+git-tree-sha1 = "1fb4fedd5a407243d535cc50c8c803c2fce0dc26"
 uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
-version = "0.6.43"
+version = "0.6.49"
 
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
@@ -341,26 +369,32 @@ uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
 version = "0.21.4"
 
 [[deps.EllipticalSliceSampling]]
-deps = ["AbstractMCMC", "ArrayInterfaceCore", "Distributions", "Random", "Statistics"]
-git-tree-sha1 = "4cda4527e990c0cc201286e0a0bfbbce00abcfc2"
+deps = ["AbstractMCMC", "ArrayInterface", "Distributions", "Random", "Statistics"]
+git-tree-sha1 = "973b4927d112559dc737f55d6bf06503a5b3fc14"
 uuid = "cad2338a-1db2-11e9-3401-43bc07c9ede2"
-version = "1.0.0"
+version = "1.1.0"
 
 [[deps.EnumX]]
 git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[deps.ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[deps.Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[deps.ExprTools]]
-git-tree-sha1 = "56559bbef6ca5ea0c0818fa5c90320398a6fbf8d"
+git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
 uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.FFMPEG]]
 deps = ["FFMPEG_jll"]
@@ -376,9 +410,9 @@ version = "4.4.2+2"
 
 [[deps.FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "90630efff0894f8142308e334473eba54c433549"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.5.0"
+version = "1.7.1"
 
 [[deps.FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -388,9 +422,9 @@ version = "3.3.10+0"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "d3ba08ab64bdfd27234d3f61956c966266757fe6"
+git-tree-sha1 = "7072f1e3e5a8be51d525d64f63d3ec1287ff2790"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.13.7"
+version = "0.13.11"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
@@ -412,15 +446,15 @@ version = "0.4.2"
 
 [[deps.ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "a69dd6db8a809f78846ff259298678f0d6212180"
+git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.34"
+version = "0.10.35"
 
 [[deps.FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[deps.FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -435,9 +469,9 @@ version = "1.1.3"
 
 [[deps.FunctionWrappersWrappers]]
 deps = ["FunctionWrappers"]
-git-tree-sha1 = "a5e6e7f12607e90d71b09e6ce2c965e41b337968"
+git-tree-sha1 = "b104d487b34566608f8b4e1c39fb0b10aa279ff8"
 uuid = "77dc65aa-8811-40c2-897b-53d922fa7daf"
-version = "0.1.1"
+version = "0.1.3"
 
 [[deps.Functors]]
 deps = ["LinearAlgebra"]
@@ -457,21 +491,21 @@ version = "3.3.8+0"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "57f7cde02d7a53c9d1d28443b9f11ac5fbe7ebc9"
+git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.3"
+version = "0.1.5"
 
 [[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 = "9e23bd6bb3eb4300cb567bdf63e2c14e5d2ffdbc"
+git-tree-sha1 = "8b8a2fd4536ece6e554168c21860b6820a8a83db"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.71.5"
+version = "0.72.7"
 
 [[deps.GR_jll]]
-deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "aa23c9f9b7c0ba6baeabe966ea1c7d2c7487ef90"
+deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
+git-tree-sha1 = "19fad9cd9ae44847fe842558a744748084a722d1"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.71.5+0"
+version = "0.72.7+0"
 
 [[deps.Gettext_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -497,10 +531,10 @@ uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
 version = "1.0.2"
 
 [[deps.HTTP]]
-deps = ["Base64", "Dates", "IniFile", "MbedTLS", "Sockets"]
-git-tree-sha1 = "c7ec02c4c6a039a98a15f955462cd7aea5df4508"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "7f5ef966a02a8fdf3df2ca03108a88447cb3c6f0"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "0.8.19"
+version = "1.9.8"
 
 [[deps.HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
@@ -509,21 +543,16 @@ uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
 version = "2.8.1+1"
 
 [[deps.HypergeometricFunctions]]
-deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions", "Test"]
-git-tree-sha1 = "709d864e3ed6e3545230601f94e11ebc65994641"
+deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
+git-tree-sha1 = "ce7ea9cc5db29563b1fe20196b6d23ab3b111384"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.11"
+version = "0.3.18"
 
 [[deps.IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "2e99184fca5eb6f075944b04c22edec29beb4778"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.7"
-
-[[deps.IniFile]]
-git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625"
-uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
-version = "0.5.1"
+version = "0.4.10"
 
 [[deps.InitialValues]]
 git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
@@ -538,9 +567,9 @@ version = "0.3.0"
 
 [[deps.IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d979e54b71da82f3a65b62553da4fc3d18c9004c"
+git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2018.0.3+2"
+version = "2023.1.0+0"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -560,19 +589,19 @@ version = "0.7.4"
 
 [[deps.InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f"
+git-tree-sha1 = "edd1c1ac227767c75e8518defdf6e48dbfa7c3b0"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.8"
+version = "0.1.10"
 
 [[deps.InvertedIndices]]
-git-tree-sha1 = "82aec7a3dd64f4d9584659dc0b62ef7db2ef3e19"
+git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
 uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
-version = "1.2.0"
+version = "1.3.0"
 
 [[deps.IrrationalConstants]]
-git-tree-sha1 = "7fd44fd4ff43fc60815f8e764c0f352b83c49151"
+git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
 uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
-version = "0.1.1"
+version = "0.2.2"
 
 [[deps.IterTools]]
 git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5"
@@ -598,21 +627,27 @@ version = "1.4.1"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
-git-tree-sha1 = "3c837543ddb02250ef42f4738347454f95079d4e"
+git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-version = "0.21.3"
+version = "0.21.4"
 
 [[deps.JpegTurbo_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b53380851c6e6664204efb2e62cd24fa5c47e4ba"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "2.1.2+0"
+version = "2.1.91+0"
+
+[[deps.KernelAbstractions]]
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "b48617c5d764908b5fac493cd907cf33cc11eec1"
+uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+version = "0.9.6"
 
 [[deps.KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "9816b296736292a80b9a3200eb7fbb57aaa3917a"
+git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.5"
+version = "0.6.7"
 
 [[deps.LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -626,10 +661,28 @@ git-tree-sha1 = "bf36f528eec6634efc60d7ec062008f171071434"
 uuid = "88015f11-f218-50d7-93a8-a6af411a945d"
 version = "3.0.0+1"
 
+[[deps.LLVM]]
+deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
+uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
+version = "6.1.0"
+
+[[deps.LLVMExtra_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
+uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
+version = "0.0.23+0"
+
+[[deps.LLVMOpenMP_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b"
+uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
+version = "15.0.4+0"
+
 [[deps.LRUCache]]
-git-tree-sha1 = "d862633ef6097461037a00a13f709a62ae4bdfdd"
+git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
 uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
-version = "1.4.0"
+version = "1.4.1"
 
 [[deps.LZO_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -644,9 +697,9 @@ version = "1.3.0"
 
 [[deps.Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"]
-git-tree-sha1 = "2422f47b34d4b127720a18f86fa7b1aa2e141f29"
+git-tree-sha1 = "f428ae552340899a935973270b8d98e5a31c49fe"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.15.18"
+version = "0.16.1"
 
 [[deps.LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
@@ -743,9 +796,9 @@ version = "1.0.3"
 
 [[deps.LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "45b288af6956e67e621c5cbb2d75a261ab58300b"
+git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.20"
+version = "0.3.24"
 
 [[deps.Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
@@ -758,9 +811,9 @@ version = "0.4.9"
 
 [[deps.MCMCChains]]
 deps = ["AbstractMCMC", "AxisArrays", "Dates", "Distributions", "Formatting", "IteratorInterfaceExtensions", "KernelDensity", "LinearAlgebra", "MCMCDiagnosticTools", "MLJModelInterface", "NaturalSort", "OrderedCollections", "PrettyTables", "Random", "RecipesBase", "Serialization", "Statistics", "StatsBase", "StatsFuns", "TableTraits", "Tables"]
-git-tree-sha1 = "8577f598f0991e7bdf9472a8a59938b1e253b493"
+git-tree-sha1 = "c659f7508035a7bdd5102aef2de028ab035f289a"
 uuid = "c7f686f2-ff18-58e9-bc7b-31028e88f75d"
-version = "5.6.1"
+version = "5.7.1"
 
 [[deps.MCMCDiagnosticTools]]
 deps = ["AbstractFFTs", "DataAPI", "DataStructures", "Distributions", "LinearAlgebra", "MLJModelInterface", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tables"]
@@ -770,9 +823,9 @@ version = "0.2.6"
 
 [[deps.MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "154d7aaa82d24db6d8f7e4ffcfe596f40bff214b"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.1.0+0"
 
 [[deps.MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
@@ -787,9 +840,9 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.10"
 
 [[deps.MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[deps.Markdown]]
 deps = ["Base64"]
@@ -812,9 +865,9 @@ version = "0.3.2"
 
 [[deps.MicroCollections]]
 deps = ["BangBang", "InitialValues", "Setfield"]
-git-tree-sha1 = "4d5917a26ca33c66c8e5ca3247bd163624d35493"
+git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e"
 uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
-version = "0.1.3"
+version = "0.1.4"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
@@ -830,27 +883,27 @@ uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
 [[deps.MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
-git-tree-sha1 = "efe9c8ecab7a6311d4b91568bd6c88897822fabe"
+git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
 uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
-version = "0.10.0"
+version = "0.10.2"
 
 [[deps.NNlib]]
-deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "b488fc28dfae4c8ec3d61a34a0143a4245e7b13b"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
+git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.16"
+version = "0.8.21"
 
 [[deps.NaNMath]]
 deps = ["OpenLibm_jll"]
-git-tree-sha1 = "a7c3d1da1189a1c2fe843a3bfa04d18d20eb3211"
+git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "1.0.1"
+version = "1.0.2"
 
 [[deps.NamedArrays]]
 deps = ["Combinatorics", "DataStructures", "DelimitedFiles", "InvertedIndices", "LinearAlgebra", "Random", "Requires", "SparseArrays", "Statistics"]
-git-tree-sha1 = "2fd5787125d1a93fbe30961bd841707b8a80d75b"
+git-tree-sha1 = "b84e17976a40cb2bfe3ae7edb3673a8c630d4f95"
 uuid = "86f7a689-2022-50b4-a561-43c23ac3c673"
-version = "0.9.6"
+version = "0.9.8"
 
 [[deps.NaturalSort]]
 git-tree-sha1 = "eda490d06b9f7c00752ee81cfa451efe55521e21"
@@ -873,9 +926,9 @@ version = "0.5.4"
 
 [[deps.OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "f71d8950b724e9ff6110fc948dff5a329f901d64"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.8"
+version = "1.12.10"
 
 [[deps.Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -891,11 +944,17 @@ uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
 deps = ["Artifacts", "Libdl"]
 uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 
+[[deps.OpenSSL]]
+deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
+git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
+uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
+version = "1.4.1"
+
 [[deps.OpenSSL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f6e9dba33f9f2c44e08a020b0caf6903be540004"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.19+0"
+version = "1.1.21+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -905,9 +964,9 @@ version = "0.5.5+0"
 
 [[deps.Optimisers]]
 deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "e657acef119cc0de2a8c0762666d3b64727b053b"
+git-tree-sha1 = "e5a1825d3d53aa4ad4fb42bd4927011ad4a78c3d"
 uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
-version = "0.2.14"
+version = "0.2.15"
 
 [[deps.Opus_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -916,9 +975,9 @@ uuid = "91d4177d-7536-5919-b921-800302f37372"
 version = "1.3.2+0"
 
 [[deps.OrderedCollections]]
-git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
+git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.4.1"
+version = "1.6.0"
 
 [[deps.PCRE2_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -926,15 +985,15 @@ uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
 
 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "cf494dca75a69712a72b80bc48f59dcf3dea63ec"
+git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.16"
+version = "0.11.17"
 
 [[deps.Parsers]]
-deps = ["Dates", "SnoopPrecompile"]
-git-tree-sha1 = "8175fc2b118a3755113c8e68084dc1a9e63c61ee"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.3"
+version = "2.7.1"
 
 [[deps.Pipe]]
 git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
@@ -942,10 +1001,10 @@ uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
 version = "1.3.0"
 
 [[deps.Pixman_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
+git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.40.1+0"
+version = "0.42.2+0"
 
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
@@ -958,28 +1017,34 @@ uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
 version = "3.1.0"
 
 [[deps.PlotUtils]]
-deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "SnoopPrecompile", "Statistics"]
-git-tree-sha1 = "daff8d21e3f4c596387867329be49b8c45f4f0f3"
+deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
+git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.3.3"
+version = "1.3.5"
 
 [[deps.Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SnoopPrecompile", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
-git-tree-sha1 = "a99bbd3664bb12a775cda2eba7f3b2facf3dad94"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
+git-tree-sha1 = "75ca67b2c6512ad2d0c767a7cfc55e75075f8bbc"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.38.2"
+version = "1.38.16"
+
+[[deps.PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.2"
 
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.3.0"
+version = "1.4.0"
 
 [[deps.PrettyTables]]
 deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "96f6db03ab535bdb901300f88335257b0018689d"
+git-tree-sha1 = "213579618ec1f42dea7dd637a42785a608b1ea9c"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.2.2"
+version = "2.2.4"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -1005,9 +1070,9 @@ version = "5.15.3+2"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "de191bc385072cc6c7ed3ffdc1caeed3f22c74d4"
+git-tree-sha1 = "6ec7ac8412e83d57e313393220879ede1740f9ee"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.7.0"
+version = "2.8.2"
 
 [[deps.REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
@@ -1024,9 +1089,9 @@ version = "0.3.2"
 
 [[deps.Ratios]]
 deps = ["Requires"]
-git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734"
+git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.3"
+version = "0.4.5"
 
 [[deps.RealDot]]
 deps = ["LinearAlgebra"]
@@ -1035,16 +1100,16 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
 [[deps.RecipesBase]]
-deps = ["SnoopPrecompile"]
-git-tree-sha1 = "261dddd3b862bd2c940cf6ca4d1c8fe593e457c8"
+deps = ["PrecompileTools"]
+git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.3.3"
+version = "1.3.4"
 
 [[deps.RecipesPipeline]]
-deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase", "SnoopPrecompile"]
-git-tree-sha1 = "e974477be88cb5e3040009f3767611bc6357846f"
+deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"]
+git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342"
 uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
-version = "0.6.11"
+version = "0.6.12"
 
 [[deps.RecursiveArrayTools]]
 deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "Tables", "ZygoteRules"]
@@ -1071,27 +1136,27 @@ version = "1.3.0"
 
 [[deps.Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "bf3188feca147ce108c76ad82c2792c57abe7b1f"
+git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.7.0"
+version = "0.7.1"
 
 [[deps.Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "68db32dff12bb6127bac73c209881191bf0efbb7"
+git-tree-sha1 = "6ed52fdd3382cf21947b15e8870ac0ddbff736da"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.3.0+0"
+version = "0.4.0+0"
 
 [[deps.Roots]]
 deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"]
-git-tree-sha1 = "a3db467ce768343235032a1ca0830fc64158dadf"
+git-tree-sha1 = "de432823e8aab4dd1a985be4be768f95acf152d4"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
-version = "2.0.8"
+version = "2.0.17"
 
 [[deps.RuntimeGeneratedFunctions]]
 deps = ["ExprTools", "SHA", "Serialization"]
-git-tree-sha1 = "50314d2ef65fce648975a8e80ae6d8409ebbf835"
+git-tree-sha1 = "237edc1563bbf078629b4f8d194bd334e97907cf"
 uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
-version = "0.5.5"
+version = "0.5.11"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -1109,15 +1174,15 @@ version = "3.0.0"
 
 [[deps.Scratch]]
 deps = ["Dates"]
-git-tree-sha1 = "f94f779c94e58bf9ea243e77a37e16d9de9126bd"
+git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
 uuid = "6c6a2e73-6563-6170-7368-637461726353"
-version = "1.1.1"
+version = "1.2.0"
 
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "c02bd3c9c3fc8463d3591a62a378f90d2d8ab0f3"
+git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.3.17"
+version = "1.4.0"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -1138,6 +1203,11 @@ git-tree-sha1 = "91eddf657aca81df9ae6ceb20b959ae5653ad1de"
 uuid = "992d4aef-0814-514b-bc4d-f2e9a6c4116f"
 version = "1.0.3"
 
+[[deps.SimpleBufferStream]]
+git-tree-sha1 = "874e8867b33a00e784c8a7e4b60afe9e037b74e1"
+uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7"
+version = "1.1.0"
+
 [[deps.SnoopPrecompile]]
 deps = ["Preferences"]
 git-tree-sha1 = "e760a70afdcd461cf01a575947738d359234665c"
@@ -1149,9 +1219,9 @@ uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
+git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.0"
+version = "1.1.1"
 
 [[deps.SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
@@ -1159,9 +1229,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[deps.SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "d75bda01f8c31ebb72df80a46c88b25d1c79c56d"
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.1.7"
+version = "2.3.0"
 
 [[deps.SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -1171,9 +1241,9 @@ version = "0.1.15"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "6954a456979f23d05085727adb17c4551c19ecd1"
+git-tree-sha1 = "0da7e6b70d1bb40b1ace3b576da9ea2992f76318"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.12"
+version = "1.6.0"
 
 [[deps.StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1192,9 +1262,9 @@ uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "f9af7f195fb13589dd2e2d57fdb401717d2eb1f6"
+git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.5.0"
+version = "1.6.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
@@ -1204,15 +1274,15 @@ version = "0.33.21"
 
 [[deps.StatsFuns]]
 deps = ["ChainRulesCore", "HypergeometricFunctions", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "ab6083f09b3e617e34a956b43e9d51b824206932"
+git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.1.1"
+version = "1.3.0"
 
 [[deps.StatsPlots]]
-deps = ["AbstractFFTs", "Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "e0d5bc26226ab1b7648278169858adcfbd861780"
+deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
+git-tree-sha1 = "14ef622cf28b05e38f8af1de57bc9142b03fbfe3"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.15.4"
+version = "0.15.5"
 
 [[deps.StringManipulation]]
 git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123"
@@ -1221,9 +1291,9 @@ version = "0.3.0"
 
 [[deps.StructArrays]]
 deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
-git-tree-sha1 = "b03a3b745aa49b566f128977a7dd1be8711c5e71"
+git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.6.14"
+version = "0.6.15"
 
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
@@ -1247,9 +1317,9 @@ version = "1.0.1"
 
 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
-git-tree-sha1 = "c79322d36826aa2f4fd8ecfa96ddb47b174ac78d"
+git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.10.0"
+version = "1.10.1"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
@@ -1263,9 +1333,9 @@ version = "0.1.1"
 
 [[deps.TerminalLoggers]]
 deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
-git-tree-sha1 = "f53e34e784ae771eb9ccde4d72e578aa453d0554"
+git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
 uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
-version = "0.1.6"
+version = "0.1.7"
 
 [[deps.Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
@@ -1273,15 +1343,21 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
-git-tree-sha1 = "77817887c4b414b9c6914c61273910e3234eb21c"
+git-tree-sha1 = "92364c27aa35c0ee36e6e010b704adaade6c409c"
 uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-version = "0.2.23"
+version = "0.2.26"
+
+[[deps.TranscodingStreams]]
+deps = ["Random", "Test"]
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
+uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
+version = "0.9.13"
 
 [[deps.Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5"
+git-tree-sha1 = "a66fb81baec325cf6ccafa243af573b031e87b00"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.75"
+version = "0.4.77"
 
 [[deps.Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "Setfield", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -1289,6 +1365,11 @@ git-tree-sha1 = "8a40377bcc4b054ebdc8f680e96cd73a4a6fe2e6"
 uuid = "fce5fe82-541a-59a6-adf8-730c64b5f9a0"
 version = "0.22.0"
 
+[[deps.URIs]]
+git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
+uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
+version = "1.4.2"
+
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
 uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
@@ -1307,6 +1388,29 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
 uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
+[[deps.Unitful]]
+deps = ["ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "Random"]
+git-tree-sha1 = "c4d2a349259c8eba66a00a540d550f122a3ab228"
+uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
+version = "1.15.0"
+
+[[deps.UnitfulLatexify]]
+deps = ["LaTeXStrings", "Latexify", "Unitful"]
+git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
+uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
+version = "1.6.3"
+
+[[deps.UnsafeAtomics]]
+git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
+uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
+version = "0.2.1"
+
+[[deps.UnsafeAtomicsLLVM]]
+deps = ["LLVM", "UnsafeAtomics"]
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
+version = "0.1.3"
+
 [[deps.Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
 uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
@@ -1349,16 +1453,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[deps.Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[deps.Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[deps.Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -1367,10 +1471,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[deps.Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[deps.Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -1409,22 +1513,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[deps.Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[deps.Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[deps.Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[deps.Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -1457,38 +1561,38 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[deps.Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[deps.Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[deps.Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[deps.Zlib_jll]]
 deps = ["Libdl"]
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
 
 [[deps.Zstd_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "e45044cd873ded54b6a5bac0eb5c971392cf1927"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
 uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.5.2+0"
+version = "1.5.5+0"
 
 [[deps.ZygoteRules]]
-deps = ["MacroTools"]
-git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
+deps = ["ChainRulesCore", "MacroTools"]
+git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
-version = "0.2.2"
+version = "0.2.3"
 
 [[deps.fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]