Skip to content

Instantly share code, notes, and snippets.

@torfjelde

torfjelde/Manifest.toml

Created May 27, 2024 16:26
Show Gist options
  • Save torfjelde/e84568e20e4a7f9aeb622f52349e7829 to your computer and use it in GitHub Desktop.
Save torfjelde/e84568e20e4a7f9aeb622f52349e7829 to your computer and use it in GitHub Desktop.
Download ZIP
Failing example model for Enzyme.
Raw
error-output.jl
julia> LogDensityProblems.logdensity_and_gradient(ℓ_enzyme, θ)
ERROR: Function to differentiate `MethodInstance for demo2(::DynamicPPL.Model{typeof(demo2), (Symbol("##arg#243"),), (), (), Tuple{DataType}, Tuple{}, DynamicPPL.DefaultContext}, ::DynamicPPL.TypedVarInfo{@NamedTuple{x::DynamicPPL.Metadata{Dict{AbstractPPL.VarName{:x, Accessors.IndexLens{Tuple{AbstractPPL.ConcretizedSlice{Int64, Base.OneTo{Int64}}, Int64}}}, Int64}, Vector{IsoNormal}, Vector{AbstractPPL.VarName{:x, Accessors.IndexLens{Tuple{AbstractPPL.ConcretizedSlice{Int64, Base.OneTo{Int64}}, Int64}}}}, Vector{Float64}, Vector{Set{DynamicPPL.Selector}}}}, Float64}, ::DynamicPPL.DefaultContext, ::Type{Matrix{Real}})` is guaranteed to return an error and doesn't make sense to autodiff. Giving up
Stacktrace:
[1] error(s::String)
@ Base ./error.jl:35
[2] macro expansion
@ ~/.julia/packages/Enzyme/UZsMX/src/compiler.jl:5981 [inlined]
[3] macro expansion
@ ./none:0 [inlined]
[4] thunk(::Val{…}, ::Type{…}, ::Type{…}, tt::Type{…}, ::Val{…}, ::Val{…}, ::Val{…}, ::Val{…}, ::Val{…}, ::Type{…})
@ Enzyme.Compiler ./none:0
[5] runtime_generic_augfwd(activity::Type{…}, width::Val{…}, ModifiedBetween::Val{…}, RT::Val{…}, f::typeof(demo2), df::Nothing, primal_1::DynamicPPL.Model{…}, shadow_1_1::Nothing, primal_2::DynamicPPL.TypedVarInfo{…}, shadow_2_1::DynamicPPL.TypedVarInfo{…}, primal_3::DynamicPPL.DefaultContext, shadow_3_1::Nothing, primal_4::Type{…}, shadow_4_1::Type{…})
@ Enzyme.Compiler ~/.julia/packages/Enzyme/UZsMX/src/rules/jitrules.jl:175
[6] _evaluate!!
@ ~/.julia/packages/DynamicPPL/VzAJy/src/model.jl:963
[7] evaluate_threadunsafe!!
@ ~/.julia/packages/DynamicPPL/VzAJy/src/model.jl:936 [inlined]
[8] evaluate!!
@ ~/.julia/packages/DynamicPPL/VzAJy/src/model.jl:889 [inlined]
[9] logdensity
@ ~/.julia/packages/DynamicPPL/VzAJy/src/logdensityfunction.jl:94 [inlined]
[10] logdensity
@ ~/.julia/packages/DynamicPPL/VzAJy/src/logdensityfunction.jl:0 [inlined]
[11] diffejulia_logdensity_3932_inner_1wrap
@ ~/.julia/packages/DynamicPPL/VzAJy/src/logdensityfunction.jl:0
[12] macro expansion
@ ~/.julia/packages/Enzyme/UZsMX/src/compiler.jl:5855 [inlined]
[13] enzyme_call
@ ~/.julia/packages/Enzyme/UZsMX/src/compiler.jl:5521 [inlined]
[14] CombinedAdjointThunk
@ ~/.julia/packages/Enzyme/UZsMX/src/compiler.jl:5400 [inlined]
[15] autodiff
@ ~/.julia/packages/Enzyme/UZsMX/src/Enzyme.jl:291 [inlined]
[16] autodiff
@ ~/.julia/packages/Enzyme/UZsMX/src/Enzyme.jl:303 [inlined]
[17] logdensity_and_gradient(∇ℓ::LogDensityProblemsADEnzymeExt.EnzymeGradientLogDensity{…}, x::Vector{…})
@ LogDensityProblemsADEnzymeExt ~/.julia/packages/LogDensityProblemsAD/rBlLq/ext/LogDensityProblemsADEnzymeExt.jl:73
[18] top-level scope
@ REPL[16]:1
Some type information was truncated. Use `show(err)` to see complete types.
Raw
main.jl
using Turing, Enzyme, LinearAlgebra, LogDensityProblems, LogDensityProblemsAD, ADTypes
Enzyme.API.runtimeActivity!(true);
Enzyme.API.typeWarning!(false);
@model function demo2(::Type{TV}=Matrix{Float64}) where {TV}
d = 2
n = 2
x = TV(undef, d, n)
x[:, 1] ~ MvNormal(zeros(d), I)
for i = 2:n
x[:, i] ~ MvNormal(x[:, i - 1], I)
end
end
model = demo2()
ℓ = Turing.LogDensityFunction(model)
θ = ℓ.varinfo[:]
# (✓) Works!
ℓ_fd = ADgradient(AutoForwardDiff(), ℓ)
LogDensityProblems.logdensity_and_gradient(ℓ_fd, θ)
# (×) Fails!
ℓ_enzyme = ADgradient(AutoEnzyme(), ℓ)
LogDensityProblems.logdensity_and_gradient(ℓ_enzyme, θ)
Raw
Manifest.toml
# This file is machine-generated - editing it directly is not advised
julia_version = "1.10.3"
manifest_format = "2.0"
project_hash = "85ff4462759bdfb1f5c27a8e8112fa888fa93071"
[[deps.ADTypes]]
git-tree-sha1 = "daf26bbdec60d9ca1c0003b70f389d821ddb4224"
uuid = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
version = "1.2.1"
weakdeps = ["ChainRulesCore", "EnzymeCore"]
[deps.ADTypes.extensions]
ADTypesChainRulesCoreExt = "ChainRulesCore"
ADTypesEnzymeCoreExt = "EnzymeCore"
[[deps.AbstractFFTs]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "d92ad398961a3ed262d8bf04a1a2b8340f915fef"
uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
version = "1.5.0"
weakdeps = ["ChainRulesCore", "Test"]
[deps.AbstractFFTs.extensions]
AbstractFFTsChainRulesCoreExt = "ChainRulesCore"
AbstractFFTsTestExt = "Test"
[[deps.AbstractMCMC]]
deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "FillArrays", "LogDensityProblems", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
git-tree-sha1 = "b0489adc45a7c8cf0d8e2ddf764f89c1c3decebd"
uuid = "80f14c24-f653-4e6a-9b94-39d6b0f70001"
version = "5.2.0"
[[deps.AbstractPPL]]
deps = ["AbstractMCMC", "Accessors", "DensityInterface", "Random"]
git-tree-sha1 = "6380a9a03a4207bac53ac310dd3a283bb4df54ef"
uuid = "7a57a42e-76ec-4ea3-a279-07e840d6d9cf"
version = "0.8.4"
[[deps.AbstractTrees]]
git-tree-sha1 = "2d9c9a55f9c93e8887ad391fbae72f8ef55e1177"
uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
version = "0.4.5"
[[deps.Accessors]]
deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Markdown", "Test"]
git-tree-sha1 = "c0d491ef0b135fd7d63cbc6404286bc633329425"
uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697"
version = "0.1.36"
[deps.Accessors.extensions]
AccessorsAxisKeysExt = "AxisKeys"
AccessorsIntervalSetsExt = "IntervalSets"
AccessorsStaticArraysExt = "StaticArrays"
AccessorsStructArraysExt = "StructArrays"
AccessorsUnitfulExt = "Unitful"
[deps.Accessors.weakdeps]
AxisKeys = "94b1ba4f-4ee9-5380-92f1-94cde586c3c5"
IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953"
Requires = "ae029012-a4dd-5104-9daa-d747884805df"
StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d"
[[deps.Adapt]]
deps = ["LinearAlgebra", "Requires"]
git-tree-sha1 = "6a55b747d1812e699320963ffde36f1ebdda4099"
uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
version = "4.0.4"
weakdeps = ["StaticArrays"]
[deps.Adapt.extensions]
AdaptStaticArraysExt = "StaticArrays"
[[deps.AdvancedHMC]]
deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "LogDensityProblems", "LogDensityProblemsAD", "ProgressMeter", "Random", "Requires", "Setfield", "SimpleUnPack", "Statistics", "StatsBase", "StatsFuns"]
git-tree-sha1 = "dfa0e3508fc3df81d28624b328f3b937c1df8bc2"
uuid = "0bf59076-c3b1-5ca4-86bd-e02cd72cde3d"
version = "0.6.1"
[deps.AdvancedHMC.extensions]
AdvancedHMCCUDAExt = "CUDA"
AdvancedHMCMCMCChainsExt = "MCMCChains"
AdvancedHMCOrdinaryDiffEqExt = "OrdinaryDiffEq"
[deps.AdvancedHMC.weakdeps]
CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
MCMCChains = "c7f686f2-ff18-58e9-bc7b-31028e88f75d"
OrdinaryDiffEq = "1dea7af3-3e70-54e6-95c3-0bf5283fa5ed"
[[deps.AdvancedMH]]
deps = ["AbstractMCMC", "Distributions", "FillArrays", "LinearAlgebra", "LogDensityProblems", "Random", "Requires"]
git-tree-sha1 = "16589dbdd36c782ff01700908e962b303474f641"
uuid = "5b7e9947-ddc0-4b3f-9b55-0d8042f74170"
version = "0.8.1"
weakdeps = ["DiffResults", "ForwardDiff", "MCMCChains", "StructArrays"]
[deps.AdvancedMH.extensions]
AdvancedMHForwardDiffExt = ["DiffResults", "ForwardDiff"]
AdvancedMHMCMCChainsExt = "MCMCChains"
AdvancedMHStructArraysExt = "StructArrays"
[[deps.AdvancedPS]]
deps = ["AbstractMCMC", "Distributions", "Random", "Random123", "Requires", "SSMProblems", "StatsFuns"]
git-tree-sha1 = "5dcd3de7e7346f48739256e71a86d0f96690b8c8"
uuid = "576499cb-2369-40b2-a588-c64705576edc"
version = "0.6.0"
weakdeps = ["Libtask"]
[deps.AdvancedPS.extensions]
AdvancedPSLibtaskExt = "Libtask"
[[deps.AdvancedVI]]
deps = ["ADTypes", "Bijectors", "DiffResults", "Distributions", "DistributionsAD", "DocStringExtensions", "ForwardDiff", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "StatsBase", "StatsFuns", "Tracker"]
git-tree-sha1 = "187f67ab998f25208651262fee9539d845016b26"
uuid = "b5ca4192-6429-45e5-a2d9-87aec30a685c"
version = "0.2.5"
[deps.AdvancedVI.extensions]
AdvancedVIEnzymeExt = ["Enzyme"]
AdvancedVIFluxExt = ["Flux"]
AdvancedVIReverseDiffExt = ["ReverseDiff"]
AdvancedVIZygoteExt = ["Zygote"]
[deps.AdvancedVI.weakdeps]
Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9"
Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
ReverseDiff = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
[[deps.AliasTables]]
deps = ["PtrArrays", "Random"]
git-tree-sha1 = "9876e1e164b144ca45e9e3198d0b689cadfed9ff"
uuid = "66dad0bd-aa9a-41b7-9441-69ab47430ed8"
version = "1.1.3"
[[deps.ArgCheck]]
git-tree-sha1 = "a3a402a35a2f7e0b87828ccabbd5ebfbebe356b4"
uuid = "dce04be8-c92d-5529-be00-80e4d2c0e197"
version = "2.3.0"
[[deps.ArgTools]]
uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
version = "1.1.1"
[[deps.Arpack]]
deps = ["Arpack_jll", "Libdl", "LinearAlgebra", "Logging"]
git-tree-sha1 = "9b9b347613394885fd1c8c7729bfc60528faa436"
uuid = "7d9fca2a-8960-54d3-9f78-7d1dccf2cb97"
version = "0.5.4"
[[deps.Arpack_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "OpenBLAS_jll", "Pkg"]
git-tree-sha1 = "5ba6c757e8feccf03a1554dfaf3e26b3cfc7fd5e"
uuid = "68821587-b530-5797-8361-c406ea357684"
version = "3.5.1+1"
[[deps.ArrayInterface]]
deps = ["Adapt", "LinearAlgebra", "SparseArrays", "SuiteSparse"]
git-tree-sha1 = "133a240faec6e074e07c31ee75619c90544179cf"
uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
version = "7.10.0"
[deps.ArrayInterface.extensions]
ArrayInterfaceBandedMatricesExt = "BandedMatrices"
ArrayInterfaceBlockBandedMatricesExt = "BlockBandedMatrices"
ArrayInterfaceCUDAExt = "CUDA"
ArrayInterfaceCUDSSExt = "CUDSS"
ArrayInterfaceChainRulesExt = "ChainRules"
ArrayInterfaceGPUArraysCoreExt = "GPUArraysCore"
ArrayInterfaceReverseDiffExt = "ReverseDiff"
ArrayInterfaceStaticArraysCoreExt = "StaticArraysCore"
ArrayInterfaceTrackerExt = "Tracker"
[deps.ArrayInterface.weakdeps]
BandedMatrices = "aae01518-5342-5314-be14-df237901396f"
BlockBandedMatrices = "ffab5731-97b5-5995-9138-79e8c1846df0"
CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
CUDSS = "45b445bb-4962-46a0-9369-b4df9d0f772e"
ChainRules = "082447d4-558c-5d27-93f4-14fc19e9eca2"
GPUArraysCore = "46192b85-c4d5-4398-a991-12ede77f4527"
ReverseDiff = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
StaticArraysCore = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
[[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 = "01b8ccb13d68535d73d2b0c23e39bd23155fb712"
uuid = "13072b0f-2c55-5437-9ae7-d433b7a33950"
version = "1.1.0"
[[deps.AxisArrays]]
deps = ["Dates", "IntervalSets", "IterTools", "RangeArrays"]
git-tree-sha1 = "16351be62963a67ac4083f748fdb3cca58bfd52f"
uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
version = "0.4.7"
[[deps.BangBang]]
deps = ["Accessors", "Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires"]
git-tree-sha1 = "08e5fc6620a8d83534bf6149795054f1b1e8370a"
uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
version = "0.4.2"
[deps.BangBang.extensions]
BangBangChainRulesCoreExt = "ChainRulesCore"
BangBangDataFramesExt = "DataFrames"
BangBangStaticArraysExt = "StaticArrays"
BangBangStructArraysExt = "StructArrays"
BangBangTablesExt = "Tables"
BangBangTypedTablesExt = "TypedTables"
[deps.BangBang.weakdeps]
ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
TypedTables = "9d95f2ec-7b3d-5a63-8d20-e2491e220bb9"
[[deps.Base64]]
uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
[[deps.Baselet]]
git-tree-sha1 = "aebf55e6d7795e02ca500a689d326ac979aaf89e"
uuid = "9718e550-a3fa-408a-8086-8db961cd8217"
version = "0.1.1"
[[deps.BenchmarkPlots]]
deps = ["BenchmarkTools", "RecipesBase"]
git-tree-sha1 = "1cf60c704455accbfab5d55da8f5d3475a37f20e"
uuid = "ab8c0f59-4072-4e0d-8f91-a91e1495eb26"
version = "0.1.0"
[[deps.BenchmarkTools]]
deps = ["JSON", "Logging", "Printf", "Profile", "Statistics", "UUIDs"]
git-tree-sha1 = "f1dff6729bc61f4d49e140da1af55dcd1ac97b2f"
uuid = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
version = "1.5.0"
[[deps.Bijectors]]
deps = ["ArgCheck", "ChainRules", "ChainRulesCore", "ChangesOfVariables", "Compat", "Distributions", "Functors", "InverseFunctions", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "MappedArrays", "Random", "Reexport", "Requires", "Roots", "SparseArrays", "Statistics"]
git-tree-sha1 = "49491db48b1c70eefa5115e626100dbd6c0ff4c0"
uuid = "76274a88-744f-5084-9051-94815aaf08c4"
version = "0.13.12"
[deps.Bijectors.extensions]
BijectorsDistributionsADExt = "DistributionsAD"
BijectorsForwardDiffExt = "ForwardDiff"
BijectorsLazyArraysExt = "LazyArrays"
BijectorsReverseDiffExt = "ReverseDiff"
BijectorsTrackerExt = "Tracker"
BijectorsZygoteExt = "Zygote"
[deps.Bijectors.weakdeps]
DistributionsAD = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
LazyArrays = "5078a376-72f3-5289-bfd5-ec5146d43c02"
ReverseDiff = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
[[deps.BitFlags]]
git-tree-sha1 = "2dc09997850d68179b69dafb58ae806167a32b1b"
uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35"
version = "0.1.8"
[[deps.Bzip2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "9e2a6b69137e6969bab0152632dcb3bc108c8bdd"
uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
version = "1.0.8+1"
[[deps.CEnum]]
git-tree-sha1 = "389ad5c84de1ae7cf0e28e381131c98ea87d54fc"
uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
version = "0.5.0"
[[deps.Cairo_jll]]
deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
git-tree-sha1 = "a2f1c8c668c8e3cb4cca4e57a8efdb09067bb3fd"
uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
version = "1.18.0+2"
[[deps.Calculus]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "f641eb0a4f00c343bbc32346e1217b86f3ce9dad"
uuid = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9"
version = "0.5.1"
[[deps.ChainRules]]
deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "SparseInverseSubset", "Statistics", "StructArrays", "SuiteSparse"]
git-tree-sha1 = "291821c1251486504f6bae435227907d734e94d2"
uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
version = "1.66.0"
[[deps.ChainRulesCore]]
deps = ["Compat", "LinearAlgebra"]
git-tree-sha1 = "575cd02e080939a33b6df6c5853d14924c08e35b"
uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
version = "1.23.0"
weakdeps = ["SparseArrays"]
[deps.ChainRulesCore.extensions]
ChainRulesCoreSparseArraysExt = "SparseArrays"
[[deps.ChangesOfVariables]]
deps = ["LinearAlgebra", "Test"]
git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
version = "0.1.8"
weakdeps = ["InverseFunctions"]
[deps.ChangesOfVariables.extensions]
ChangesOfVariablesInverseFunctionsExt = "InverseFunctions"
[[deps.Clustering]]
deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
git-tree-sha1 = "9ebb045901e9bbf58767a9f34ff89831ed711aae"
uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
version = "0.15.7"
[[deps.CodecZlib]]
deps = ["TranscodingStreams", "Zlib_jll"]
git-tree-sha1 = "59939d8a997469ee05c4b4944560a820f9ba0d73"
uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
version = "0.7.4"
[[deps.ColorSchemes]]
deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
git-tree-sha1 = "4b270d6465eb21ae89b732182c20dc165f8bf9f2"
uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
version = "3.25.0"
[[deps.ColorTypes]]
deps = ["FixedPointNumbers", "Random"]
git-tree-sha1 = "b10d0b65641d57b8b4d5e234446582de5047050d"
uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
version = "0.11.5"
[[deps.ColorVectorSpace]]
deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "Requires", "Statistics", "TensorCore"]
git-tree-sha1 = "a1f44953f2382ebb937d60dafbe2deea4bd23249"
uuid = "c3611d14-8923-5661-9e6a-0046d554d3a4"
version = "0.10.0"
weakdeps = ["SpecialFunctions"]
[deps.ColorVectorSpace.extensions]
SpecialFunctionsExt = "SpecialFunctions"
[[deps.Colors]]
deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
git-tree-sha1 = "362a287c3aa50601b0bc359053d5c2468f0e7ce0"
uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
version = "0.12.11"
[[deps.Combinatorics]]
git-tree-sha1 = "08c8b6831dc00bfea825826be0bc8336fc369860"
uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
version = "1.0.2"
[[deps.CommonSolve]]
git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c"
uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
version = "0.2.4"
[[deps.CommonSubexpressions]]
deps = ["MacroTools", "Test"]
git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7"
uuid = "bbf7d656-a473-5ed7-a52c-81e309532950"
version = "0.3.0"
[[deps.Compat]]
deps = ["TOML", "UUIDs"]
git-tree-sha1 = "b1c55339b7c6c350ee89f2c1604299660525b248"
uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
version = "4.15.0"
weakdeps = ["Dates", "LinearAlgebra"]
[deps.Compat.extensions]
CompatLinearAlgebraExt = "LinearAlgebra"
[[deps.CompilerSupportLibraries_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
version = "1.1.1+0"
[[deps.CompositionsBase]]
git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
version = "0.1.2"
weakdeps = ["InverseFunctions"]
[deps.CompositionsBase.extensions]
CompositionsBaseInverseFunctionsExt = "InverseFunctions"
[[deps.ConcurrentUtilities]]
deps = ["Serialization", "Sockets"]
git-tree-sha1 = "6cbbd4d241d7e6579ab354737f4dd95ca43946e1"
uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
version = "2.4.1"
[[deps.ConsoleProgressMonitor]]
deps = ["Logging", "ProgressMeter"]
git-tree-sha1 = "3ab7b2136722890b9af903859afcf457fa3059e8"
uuid = "88cd18e8-d9cc-4ea6-8889-5259c0d15c8b"
version = "0.1.2"
[[deps.ConstructionBase]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "260fd2400ed2dab602a7c15cf10c1933c59930a2"
uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
version = "1.5.5"
weakdeps = ["IntervalSets", "StaticArrays"]
[deps.ConstructionBase.extensions]
ConstructionBaseIntervalSetsExt = "IntervalSets"
ConstructionBaseStaticArraysExt = "StaticArrays"
[[deps.Contour]]
git-tree-sha1 = "439e35b0b36e2e5881738abc8857bd92ad6ff9a8"
uuid = "d38c429a-6771-53c6-b99e-75d170b6e991"
version = "0.6.3"
[[deps.Crayons]]
git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15"
uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
version = "4.1.1"
[[deps.DataAPI]]
git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe"
uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
version = "1.16.0"
[[deps.DataStructures]]
deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
git-tree-sha1 = "1d0a14036acb104d9e89698bd408f63ab58cdc82"
uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
version = "0.18.20"
[[deps.DataValueInterfaces]]
git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
version = "1.0.0"
[[deps.Dates]]
deps = ["Printf"]
uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
[[deps.DefineSingletons]]
git-tree-sha1 = "0fba8b706d0178b4dc7fd44a96a92382c9065c2c"
uuid = "244e2a9f-e319-4986-a169-4d1fe445cd52"
version = "0.1.2"
[[deps.DelimitedFiles]]
deps = ["Mmap"]
git-tree-sha1 = "9e2f36d3c96a820c678f2f1f1782582fcf685bae"
uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab"
version = "1.9.1"
[[deps.DensityInterface]]
deps = ["InverseFunctions", "Test"]
git-tree-sha1 = "80c3e8639e3353e5d2912fb3a1916b8455e2494b"
uuid = "b429d917-457f-4dbc-8f4c-0cc954292b1d"
version = "0.4.0"
[[deps.DiffResults]]
deps = ["StaticArraysCore"]
git-tree-sha1 = "782dd5f4561f5d267313f23853baaaa4c52ea621"
uuid = "163ba53b-c6d8-5494-b064-1a9d43ac40c5"
version = "1.1.0"
[[deps.DiffRules]]
deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
version = "1.15.1"
[[deps.Distances]]
deps = ["LinearAlgebra", "Statistics", "StatsAPI"]
git-tree-sha1 = "66c4c81f259586e8f002eacebc177e1fb06363b0"
uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
version = "0.10.11"
weakdeps = ["ChainRulesCore", "SparseArrays"]
[deps.Distances.extensions]
DistancesChainRulesCoreExt = "ChainRulesCore"
DistancesSparseArraysExt = "SparseArrays"
[[deps.Distributed]]
deps = ["Random", "Serialization", "Sockets"]
uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
[[deps.Distributions]]
deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
git-tree-sha1 = "22c595ca4146c07b16bcf9c8bea86f731f7109d2"
uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
version = "0.25.108"
weakdeps = ["ChainRulesCore", "DensityInterface", "Test"]
[deps.Distributions.extensions]
DistributionsChainRulesCoreExt = "ChainRulesCore"
DistributionsDensityInterfaceExt = "DensityInterface"
DistributionsTestExt = "Test"
[[deps.DistributionsAD]]
deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "Distributions", "FillArrays", "LinearAlgebra", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsFuns", "ZygoteRules"]
git-tree-sha1 = "f4dd7727b07b4b7fff5ff4149118ee06e83dfab7"
uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
version = "0.6.55"
[deps.DistributionsAD.extensions]
DistributionsADForwardDiffExt = "ForwardDiff"
DistributionsADLazyArraysExt = "LazyArrays"
DistributionsADReverseDiffExt = "ReverseDiff"
DistributionsADTrackerExt = "Tracker"
[deps.DistributionsAD.weakdeps]
ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
LazyArrays = "5078a376-72f3-5289-bfd5-ec5146d43c02"
ReverseDiff = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
[[deps.DocStringExtensions]]
deps = ["LibGit2"]
git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
version = "0.9.3"
[[deps.Downloads]]
deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
version = "1.6.0"
[[deps.DualNumbers]]
deps = ["Calculus", "NaNMath", "SpecialFunctions"]
git-tree-sha1 = "5837a837389fccf076445fce071c8ddaea35a566"
uuid = "fa6b7ba4-c1ee-5f82-b5fc-ecf0adba8f74"
version = "0.6.8"
[[deps.DynamicPPL]]
deps = ["ADTypes", "AbstractMCMC", "AbstractPPL", "Accessors", "BangBang", "Bijectors", "Compat", "ConstructionBase", "Distributions", "DocStringExtensions", "LinearAlgebra", "LogDensityProblems", "LogDensityProblemsAD", "MacroTools", "OrderedCollections", "Random", "Requires", "Test"]
git-tree-sha1 = "e590becab0719330d8cc2a31fc07ef7a5804072b"
uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
version = "0.25.4"
weakdeps = ["ChainRulesCore", "EnzymeCore", "ForwardDiff", "MCMCChains", "ReverseDiff", "ZygoteRules"]
[deps.DynamicPPL.extensions]
DynamicPPLChainRulesCoreExt = ["ChainRulesCore"]
DynamicPPLEnzymeCoreExt = ["EnzymeCore"]
DynamicPPLForwardDiffExt = ["ForwardDiff"]
DynamicPPLMCMCChainsExt = ["MCMCChains"]
DynamicPPLReverseDiffExt = ["ReverseDiff"]
DynamicPPLZygoteRulesExt = ["ZygoteRules"]
[[deps.EllipticalSliceSampling]]
deps = ["AbstractMCMC", "ArrayInterface", "Distributions", "Random", "Statistics"]
git-tree-sha1 = "e611b7fdfbfb5b18d5e98776c30daede41b44542"
uuid = "cad2338a-1db2-11e9-3401-43bc07c9ede2"
version = "2.0.0"
[[deps.EnumX]]
git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
version = "1.0.4"
[[deps.Enzyme]]
deps = ["CEnum", "EnzymeCore", "Enzyme_jll", "GPUCompiler", "LLVM", "Libdl", "LinearAlgebra", "ObjectFile", "Preferences", "Printf", "Random"]
git-tree-sha1 = "ebfb924109792735bb80d5399b1aa3133503df76"
uuid = "7da242da-08ed-463a-9acd-ee780be4f1d9"
version = "0.12.8"
weakdeps = ["ChainRulesCore", "SpecialFunctions", "StaticArrays"]
[deps.Enzyme.extensions]
EnzymeChainRulesCoreExt = "ChainRulesCore"
EnzymeSpecialFunctionsExt = "SpecialFunctions"
EnzymeStaticArraysExt = "StaticArrays"
[[deps.EnzymeCore]]
git-tree-sha1 = "0910982db2490a20f81dc7db5d4bbea236c027b3"
uuid = "f151be2c-9106-41f4-ab19-57ee4f262869"
version = "0.7.3"
weakdeps = ["Adapt"]
[deps.EnzymeCore.extensions]
AdaptExt = "Adapt"
[[deps.Enzyme_jll]]
deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
git-tree-sha1 = "9028c86bf9e1ed082174950ae558645750ff64b3"
uuid = "7cc45869-7501-5eee-bdea-0790c847d4ef"
version = "0.0.114+0"
[[deps.EpollShim_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "8e9441ee83492030ace98f9789a654a6d0b1f643"
uuid = "2702e6a9-849d-5ed8-8c21-79e8b8f9ee43"
version = "0.0.20230411+0"
[[deps.ExceptionUnwrapping]]
deps = ["Test"]
git-tree-sha1 = "dcb08a0d93ec0b1cdc4af184b26b591e9695423a"
uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
version = "0.1.10"
[[deps.Expat_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "1c6317308b9dc757616f0b5cb379db10494443a7"
uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
version = "2.6.2+0"
[[deps.ExprTools]]
git-tree-sha1 = "27415f162e6028e81c72b82ef756bf321213b6ec"
uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
version = "0.1.10"
[[deps.FFMPEG]]
deps = ["FFMPEG_jll"]
git-tree-sha1 = "b57e3acbe22f8484b4b5ff66a7499717fe1a9cc8"
uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a"
version = "0.4.1"
[[deps.FFMPEG_jll]]
deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "PCRE2_jll", "Zlib_jll", "libaom_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"]
git-tree-sha1 = "466d45dc38e15794ec7d5d63ec03d776a9aff36e"
uuid = "b22a6f82-2f65-5046-a5b2-351ab43fb4e5"
version = "4.4.4+1"
[[deps.FFTW]]
deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
git-tree-sha1 = "4820348781ae578893311153d69049a93d05f39d"
uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
version = "1.8.0"
[[deps.FFTW_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "c6033cc3892d0ef5bb9cd29b7f2f0331ea5184ea"
uuid = "f5851436-0d7a-5f13-b9de-f02708fd171a"
version = "3.3.10+0"
[[deps.FileWatching]]
uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
[[deps.FillArrays]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "0653c0a2396a6da5bc4766c43041ef5fd3efbe57"
uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
version = "1.11.0"
weakdeps = ["PDMats", "SparseArrays", "Statistics"]
[deps.FillArrays.extensions]
FillArraysPDMatsExt = "PDMats"
FillArraysSparseArraysExt = "SparseArrays"
FillArraysStatisticsExt = "Statistics"
[[deps.FixedPointNumbers]]
deps = ["Statistics"]
git-tree-sha1 = "05882d6995ae5c12bb5f36dd2ed3f61c98cbb172"
uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
version = "0.8.5"
[[deps.Fontconfig_jll]]
deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Zlib_jll"]
git-tree-sha1 = "db16beca600632c95fc8aca29890d83788dd8b23"
uuid = "a3f928ae-7b40-5064-980b-68af3947d34b"
version = "2.13.96+0"
[[deps.Format]]
git-tree-sha1 = "9c68794ef81b08086aeb32eeaf33531668d5f5fc"
uuid = "1fa38f19-a742-5d3f-a2b9-30dd87b9d5f8"
version = "1.3.7"
[[deps.ForwardDiff]]
deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"]
git-tree-sha1 = "cf0fe81336da9fb90944683b8c41984b08793dad"
uuid = "f6369f11-7733-5829-9624-2563aa707210"
version = "0.10.36"
weakdeps = ["StaticArrays"]
[deps.ForwardDiff.extensions]
ForwardDiffStaticArraysExt = "StaticArrays"
[[deps.FreeType2_jll]]
deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
git-tree-sha1 = "5c1d8ae0efc6c2e7b1fc502cbe25def8f661b7bc"
uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
version = "2.13.2+0"
[[deps.FriBidi_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "1ed150b39aebcc805c26b93a8d0122c940f64ce2"
uuid = "559328eb-81f9-559d-9380-de523a88c83c"
version = "1.0.14+0"
[[deps.FunctionWrappers]]
git-tree-sha1 = "d62485945ce5ae9c0c48f124a84998d755bae00e"
uuid = "069b7b12-0de2-55c6-9aab-29f3d0a68a2e"
version = "1.1.3"
[[deps.FunctionWrappersWrappers]]
deps = ["FunctionWrappers"]
git-tree-sha1 = "b104d487b34566608f8b4e1c39fb0b10aa279ff8"
uuid = "77dc65aa-8811-40c2-897b-53d922fa7daf"
version = "0.1.3"
[[deps.Functors]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "d3e63d9fa13f8eaa2f06f64949e2afc593ff52c2"
uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196"
version = "0.4.10"
[[deps.Future]]
deps = ["Random"]
uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
[[deps.GLFW_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll"]
git-tree-sha1 = "ff38ba61beff76b8f4acad8ab0c97ef73bb670cb"
uuid = "0656b61e-2033-5cc2-a64a-77c0f6c09b89"
version = "3.3.9+0"
[[deps.GPUArrays]]
deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"]
git-tree-sha1 = "38cb19b8a3e600e509dc36a6396ac74266d108c1"
uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
version = "10.1.1"
[[deps.GPUArraysCore]]
deps = ["Adapt"]
git-tree-sha1 = "ec632f177c0d990e64d955ccc1b8c04c485a0950"
uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
version = "0.1.6"
[[deps.GPUCompiler]]
deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "Scratch", "TimerOutputs", "UUIDs"]
git-tree-sha1 = "518ebd058c9895de468a8c255797b0c53fdb44dd"
uuid = "61eb1bfa-7361-4325-ad38-22787b887f55"
version = "0.26.5"
[[deps.GR]]
deps = ["Artifacts", "Base64", "DelimitedFiles", "Downloads", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Preferences", "Printf", "Random", "Serialization", "Sockets", "TOML", "Tar", "Test", "p7zip_jll"]
git-tree-sha1 = "ddda044ca260ee324c5fc07edb6d7cf3f0b9c350"
uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
version = "0.73.5"
[[deps.GR_jll]]
deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "FreeType2_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt6Base_jll", "Zlib_jll", "libpng_jll"]
git-tree-sha1 = "278e5e0f820178e8a26df3184fcb2280717c79b1"
uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
version = "0.73.5+0"
[[deps.Gettext_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
git-tree-sha1 = "9b02998aba7bf074d14de89f9d37ca24a1a0b046"
uuid = "78b55507-aeef-58d4-861c-77aaff3498b1"
version = "0.21.0+0"
[[deps.Glib_jll]]
deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Zlib_jll"]
git-tree-sha1 = "7c82e6a6cd34e9d935e9aa4051b66c6ff3af59ba"
uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
version = "2.80.2+0"
[[deps.Graphite2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "344bf40dcab1073aca04aa0df4fb092f920e4011"
uuid = "3b182d85-2403-5c21-9c21-1e1f0cc25472"
version = "1.3.14+0"
[[deps.Grisu]]
git-tree-sha1 = "53bb909d1151e57e2484c3d1b53e19552b887fb2"
uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
version = "1.0.2"
[[deps.HTTP]]
deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
git-tree-sha1 = "d1d712be3164d61d1fb98e7ce9bcbc6cc06b45ed"
uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
version = "1.10.8"
[[deps.HarfBuzz_jll]]
deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3"
uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
version = "2.8.1+1"
[[deps.HypergeometricFunctions]]
deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
git-tree-sha1 = "f218fe3736ddf977e0e772bc9a586b2383da2685"
uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
version = "0.3.23"
[[deps.IRTools]]
deps = ["InteractiveUtils", "MacroTools"]
git-tree-sha1 = "950c3717af761bc3ff906c2e8e52bd83390b6ec2"
uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
version = "0.4.14"
[[deps.InitialValues]]
git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
uuid = "22cec73e-a1b8-11e9-2c92-598750a2cf9c"
version = "0.3.1"
[[deps.InplaceOps]]
deps = ["LinearAlgebra", "Test"]
git-tree-sha1 = "50b41d59e7164ab6fda65e71049fee9d890731ff"
uuid = "505f98c9-085e-5b2c-8e89-488be7bf1f34"
version = "0.3.0"
[[deps.IntelOpenMP_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "be50fe8df3acbffa0274a744f1a99d29c45a57f4"
uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
version = "2024.1.0+0"
[[deps.InteractiveUtils]]
deps = ["Markdown"]
uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
[[deps.Interpolations]]
deps = ["Adapt", "AxisAlgorithms", "ChainRulesCore", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "Requires", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"]
git-tree-sha1 = "88a101217d7cb38a7b481ccd50d21876e1d1b0e0"
uuid = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59"
version = "0.15.1"
weakdeps = ["Unitful"]
[deps.Interpolations.extensions]
InterpolationsUnitfulExt = "Unitful"
[[deps.IntervalSets]]
git-tree-sha1 = "dba9ddf07f77f60450fe5d2e2beb9854d9a49bd0"
uuid = "8197267c-284f-5f27-9208-e0e47529a953"
version = "0.7.10"
weakdeps = ["Random", "RecipesBase", "Statistics"]
[deps.IntervalSets.extensions]
IntervalSetsRandomExt = "Random"
IntervalSetsRecipesBaseExt = "RecipesBase"
IntervalSetsStatisticsExt = "Statistics"
[[deps.InverseFunctions]]
deps = ["Test"]
git-tree-sha1 = "e7cbed5032c4c397a6ac23d1493f3289e01231c4"
uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
version = "0.1.14"
weakdeps = ["Dates"]
[deps.InverseFunctions.extensions]
DatesExt = "Dates"
[[deps.InvertedIndices]]
git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
version = "1.3.0"
[[deps.IrrationalConstants]]
git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
version = "0.2.2"
[[deps.IterTools]]
git-tree-sha1 = "42d5f897009e7ff2cf88db414a389e5ed1bdd023"
uuid = "c8e1da08-722c-5040-9ed9-7db0dc04731e"
version = "1.10.0"
[[deps.IteratorInterfaceExtensions]]
git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
uuid = "82899510-4779-5014-852e-03e436cf321d"
version = "1.0.0"
[[deps.JLFzf]]
deps = ["Pipe", "REPL", "Random", "fzf_jll"]
git-tree-sha1 = "a53ebe394b71470c7f97c2e7e170d51df21b17af"
uuid = "1019f520-868f-41f5-a6de-eb00f4b6a39c"
version = "0.1.7"
[[deps.JLLWrappers]]
deps = ["Artifacts", "Preferences"]
git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca"
uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
version = "1.5.0"
[[deps.JSON]]
deps = ["Dates", "Mmap", "Parsers", "Unicode"]
git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
version = "0.21.4"
[[deps.JpegTurbo_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "c84a835e1a09b289ffcd2271bf2a337bbdda6637"
uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
version = "3.0.3+0"
[[deps.KernelAbstractions]]
deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "Requires", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
git-tree-sha1 = "db02395e4c374030c53dc28f3c1d33dec35f7272"
uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
version = "0.9.19"
weakdeps = ["EnzymeCore"]
[deps.KernelAbstractions.extensions]
EnzymeExt = "EnzymeCore"
[[deps.KernelDensity]]
deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
git-tree-sha1 = "7d703202e65efa1369de1279c162b915e245eed1"
uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
version = "0.6.9"
[[deps.LAME_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "170b660facf5df5de098d866564877e119141cbd"
uuid = "c1c5ebd0-6772-5130-a774-d5fcae4a789d"
version = "3.100.2+0"
[[deps.LERC_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "bf36f528eec6634efc60d7ec062008f171071434"
uuid = "88015f11-f218-50d7-93a8-a6af411a945d"
version = "3.0.0+1"
[[deps.LLVM]]
deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Preferences", "Printf", "Requires", "Unicode"]
git-tree-sha1 = "065c36f95709dd4a676dc6839a35d6fa6f192f24"
uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
version = "7.1.0"
[deps.LLVM.extensions]
BFloat16sExt = "BFloat16s"
[deps.LLVM.weakdeps]
BFloat16s = "ab4f0b2a-ad5b-11e8-123f-65d77653426b"
[[deps.LLVMExtra_jll]]
deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
git-tree-sha1 = "88b916503aac4fb7f701bb625cd84ca5dd1677bc"
uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
version = "0.0.29+0"
[[deps.LLVMOpenMP_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "d986ce2d884d49126836ea94ed5bfb0f12679713"
uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
version = "15.0.7+0"
[[deps.LRUCache]]
git-tree-sha1 = "b3cc6698599b10e652832c2f23db3cab99d51b59"
uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
version = "1.6.1"
weakdeps = ["Serialization"]
[deps.LRUCache.extensions]
SerializationExt = ["Serialization"]
[[deps.LZO_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "70c5da094887fd2cae843b8db33920bac4b6f07d"
uuid = "dd4b983a-f0e5-5f8d-a1b7-129d4a5fb1ac"
version = "2.10.2+0"
[[deps.LaTeXStrings]]
git-tree-sha1 = "50901ebc375ed41dbf8058da26f9de442febbbec"
uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
version = "1.3.1"
[[deps.Latexify]]
deps = ["Format", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Requires"]
git-tree-sha1 = "e0b5cd21dc1b44ec6e64f351976f961e6f31d6c4"
uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
version = "0.16.3"
[deps.Latexify.extensions]
DataFramesExt = "DataFrames"
SymEngineExt = "SymEngine"
[deps.Latexify.weakdeps]
DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
SymEngine = "123dc426-2d89-5057-bbad-38513e3affd8"
[[deps.LazyArtifacts]]
deps = ["Artifacts", "Pkg"]
uuid = "4af54fe1-eca0-43a8-85a7-787d91b784e3"
[[deps.LeftChildRightSiblingTrees]]
deps = ["AbstractTrees"]
git-tree-sha1 = "fb6803dafae4a5d62ea5cab204b1e657d9737e7f"
uuid = "1d6d02ad-be62-4b6b-8a6d-2f90e265016e"
version = "0.2.0"
[[deps.LibCURL]]
deps = ["LibCURL_jll", "MozillaCACerts_jll"]
uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
version = "0.6.4"
[[deps.LibCURL_jll]]
deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
version = "8.4.0+0"
[[deps.LibGit2]]
deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"]
uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
[[deps.LibGit2_jll]]
deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"]
uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5"
version = "1.6.4+0"
[[deps.LibSSH2_jll]]
deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
version = "1.11.0+1"
[[deps.Libdl]]
uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
[[deps.Libffi_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "0b4a5d71f3e5200a7dff793393e09dfc2d874290"
uuid = "e9f186c6-92d2-5b65-8a66-fee21dc1b490"
version = "3.2.2+1"
[[deps.Libgcrypt_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll"]
git-tree-sha1 = "9fd170c4bbfd8b935fdc5f8b7aa33532c991a673"
uuid = "d4300ac3-e22c-5743-9152-c294e39db1e4"
version = "1.8.11+0"
[[deps.Libglvnd_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll", "Xorg_libXext_jll"]
git-tree-sha1 = "6f73d1dd803986947b2c750138528a999a6c7733"
uuid = "7e76a0d4-f3c7-5321-8279-8d96eeed0f29"
version = "1.6.0+0"
[[deps.Libgpg_error_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "fbb1f2bef882392312feb1ede3615ddc1e9b99ed"
uuid = "7add5ba3-2f88-524e-9cd5-f83b8a55f7b8"
version = "1.49.0+0"
[[deps.Libiconv_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "f9557a255370125b405568f9767d6d195822a175"
uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531"
version = "1.17.0+0"
[[deps.Libmount_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "0c4f9c4f1a50d8f35048fa0532dabbadf702f81e"
uuid = "4b2f31a3-9ecc-558c-b454-b3730dcb73e9"
version = "2.40.1+0"
[[deps.Libtask]]
deps = ["FunctionWrappers", "LRUCache", "LinearAlgebra", "Statistics"]
git-tree-sha1 = "ed1f362b3fd13f00b65e61d98669c652c17663ab"
uuid = "6f1fad26-d15e-5dc8-ae53-837a1d7b8c9f"
version = "0.8.7"
[[deps.Libtiff_jll]]
deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "LERC_jll", "Libdl", "XZ_jll", "Zlib_jll", "Zstd_jll"]
git-tree-sha1 = "2da088d113af58221c52828a80378e16be7d037a"
uuid = "89763e89-9b03-5906-acba-b20f662cd828"
version = "4.5.1+1"
[[deps.Libuuid_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "5ee6203157c120d79034c748a2acba45b82b8807"
uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700"
version = "2.40.1+0"
[[deps.LinearAlgebra]]
deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
[[deps.LogDensityProblems]]
deps = ["ArgCheck", "DocStringExtensions", "Random"]
git-tree-sha1 = "f9a11237204bc137617194d79d813069838fcf61"
uuid = "6fdf6af0-433a-55f7-b3ed-c6c6e0b8df7c"
version = "2.1.1"
[[deps.LogDensityProblemsAD]]
deps = ["DocStringExtensions", "LogDensityProblems", "Requires", "SimpleUnPack"]
git-tree-sha1 = "98cad2db1c46f2fff70a5e305fb42c97a251422a"
uuid = "996a588d-648d-4e1f-a8f0-a84b347e47b1"
version = "1.9.0"
[deps.LogDensityProblemsAD.extensions]
LogDensityProblemsADADTypesExt = "ADTypes"
LogDensityProblemsADEnzymeExt = "Enzyme"
LogDensityProblemsADFiniteDifferencesExt = "FiniteDifferences"
LogDensityProblemsADForwardDiffBenchmarkToolsExt = ["BenchmarkTools", "ForwardDiff"]
LogDensityProblemsADForwardDiffExt = "ForwardDiff"
LogDensityProblemsADReverseDiffExt = "ReverseDiff"
LogDensityProblemsADTrackerExt = "Tracker"
LogDensityProblemsADZygoteExt = "Zygote"
[deps.LogDensityProblemsAD.weakdeps]
ADTypes = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9"
FiniteDifferences = "26cc04aa-876d-5657-8c51-4c34ba976000"
ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
ReverseDiff = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
[[deps.LogExpFunctions]]
deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
git-tree-sha1 = "18144f3e9cbe9b15b070288eef858f71b291ce37"
uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
version = "0.3.27"
weakdeps = ["ChainRulesCore", "ChangesOfVariables", "InverseFunctions"]
[deps.LogExpFunctions.extensions]
LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
LogExpFunctionsChangesOfVariablesExt = "ChangesOfVariables"
LogExpFunctionsInverseFunctionsExt = "InverseFunctions"
[[deps.Logging]]
uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
[[deps.LoggingExtras]]
deps = ["Dates", "Logging"]
git-tree-sha1 = "c1dd6d7978c12545b4179fb6153b9250c96b0075"
uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36"
version = "1.0.3"
[[deps.MCMCChains]]
deps = ["AbstractMCMC", "AxisArrays", "Dates", "Distributions", "IteratorInterfaceExtensions", "KernelDensity", "LinearAlgebra", "MCMCDiagnosticTools", "MLJModelInterface", "NaturalSort", "OrderedCollections", "PrettyTables", "Random", "RecipesBase", "Statistics", "StatsBase", "StatsFuns", "TableTraits", "Tables"]
git-tree-sha1 = "d28056379864318172ff4b7958710cfddd709339"
uuid = "c7f686f2-ff18-58e9-bc7b-31028e88f75d"
version = "6.0.6"
[[deps.MCMCDiagnosticTools]]
deps = ["AbstractFFTs", "DataAPI", "DataStructures", "Distributions", "LinearAlgebra", "MLJModelInterface", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tables"]
git-tree-sha1 = "8ba8b1840d3ab5b38e7c71c23c3193bb5cbc02b5"
uuid = "be115224-59cd-429b-ad48-344e309966f0"
version = "0.3.10"
[[deps.MKL_jll]]
deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "oneTBB_jll"]
git-tree-sha1 = "80b2833b56d466b3858d565adcd16a4a05f2089b"
uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
version = "2024.1.0+0"
[[deps.MLJModelInterface]]
deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
git-tree-sha1 = "d2a45e1b5998ba3fdfb6cfe0c81096d4c7fb40e7"
uuid = "e80e1ace-859a-464e-9ed9-23947d8ae3ea"
version = "1.9.6"
[[deps.MacroTools]]
deps = ["Markdown", "Random"]
git-tree-sha1 = "2fa9ee3e63fd3a4f7a9a4f4744a52f4856de82df"
uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
version = "0.5.13"
[[deps.MappedArrays]]
git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
version = "0.4.2"
[[deps.Markdown]]
deps = ["Base64"]
uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
[[deps.MbedTLS]]
deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "NetworkOptions", "Random", "Sockets"]
git-tree-sha1 = "c067a280ddc25f196b5e7df3877c6b226d390aaf"
uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
version = "1.1.9"
[[deps.MbedTLS_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
version = "2.28.2+1"
[[deps.Measures]]
git-tree-sha1 = "c13304c81eec1ed3af7fc20e75fb6b26092a1102"
uuid = "442fdcdd-2543-5da2-b0f3-8c86c306513e"
version = "0.3.2"
[[deps.MicroCollections]]
deps = ["Accessors", "BangBang", "InitialValues"]
git-tree-sha1 = "44d32db644e84c75dab479f1bc15ee76a1a3618f"
uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
version = "0.2.0"
[[deps.Missings]]
deps = ["DataAPI"]
git-tree-sha1 = "ec4f7fbeab05d7747bdf98eb74d130a2a2ed298d"
uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
version = "1.2.0"
[[deps.Mmap]]
uuid = "a63ad114-7e13-5084-954f-fe012c677804"
[[deps.MozillaCACerts_jll]]
uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
version = "2023.1.10"
[[deps.MultivariateStats]]
deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
version = "0.10.2"
[[deps.NNlib]]
deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
git-tree-sha1 = "3d4617f943afe6410206a5294a95948c8d1b35bd"
uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
version = "0.9.17"
[deps.NNlib.extensions]
NNlibAMDGPUExt = "AMDGPU"
NNlibCUDACUDNNExt = ["CUDA", "cuDNN"]
NNlibCUDAExt = "CUDA"
NNlibEnzymeCoreExt = "EnzymeCore"
[deps.NNlib.weakdeps]
AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e"
CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869"
cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
[[deps.NaNMath]]
deps = ["OpenLibm_jll"]
git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
version = "1.0.2"
[[deps.NamedArrays]]
deps = ["Combinatorics", "DataStructures", "DelimitedFiles", "InvertedIndices", "LinearAlgebra", "Random", "Requires", "SparseArrays", "Statistics"]
git-tree-sha1 = "c7aab3836df3f31591a2b4167fcd87b741dacfc9"
uuid = "86f7a689-2022-50b4-a561-43c23ac3c673"
version = "0.10.2"
[[deps.NaturalSort]]
git-tree-sha1 = "eda490d06b9f7c00752ee81cfa451efe55521e21"
uuid = "c020b1a1-e9b0-503a-9c33-f039bfc54a85"
version = "1.0.0"
[[deps.NearestNeighbors]]
deps = ["Distances", "StaticArrays"]
git-tree-sha1 = "ded64ff6d4fdd1cb68dfcbb818c69e144a5b2e4c"
uuid = "b8a86587-4115-5ab1-83bc-aa920d37bbce"
version = "0.4.16"
[[deps.NetworkOptions]]
uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
version = "1.2.0"
[[deps.ObjectFile]]
deps = ["Reexport", "StructIO"]
git-tree-sha1 = "195e0a19842f678dd3473ceafbe9d82dfacc583c"
uuid = "d8793406-e978-5875-9003-1fc021f44a92"
version = "0.4.1"
[[deps.Observables]]
git-tree-sha1 = "7438a59546cf62428fc9d1bc94729146d37a7225"
uuid = "510215fc-4207-5dde-b226-833fc4488ee2"
version = "0.5.5"
[[deps.OffsetArrays]]
git-tree-sha1 = "e64b4f5ea6b7389f6f046d13d4896a8f9c1ba71e"
uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
version = "1.14.0"
weakdeps = ["Adapt"]
[deps.OffsetArrays.extensions]
OffsetArraysAdaptExt = "Adapt"
[[deps.Ogg_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "887579a3eb005446d514ab7aeac5d1d027658b8f"
uuid = "e7412a2a-1a6e-54c0-be00-318e2571c051"
version = "1.3.5+1"
[[deps.OpenBLAS_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
version = "0.3.23+4"
[[deps.OpenLibm_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
version = "0.8.1+2"
[[deps.OpenSSL]]
deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
git-tree-sha1 = "38cb508d080d21dc1128f7fb04f20387ed4c0af4"
uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
version = "1.4.3"
[[deps.OpenSSL_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "3da7367955dcc5c54c1ba4d402ccdc09a1a3e046"
uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
version = "3.0.13+1"
[[deps.OpenSpecFun_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "13652491f6856acfd2db29360e1bbcd4565d04f1"
uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
version = "0.5.5+0"
[[deps.Optimisers]]
deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
git-tree-sha1 = "6572fe0c5b74431aaeb0b18a4aa5ef03c84678be"
uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
version = "0.3.3"
[[deps.Opus_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "51a08fb14ec28da2ec7a927c4337e4332c2a4720"
uuid = "91d4177d-7536-5919-b921-800302f37372"
version = "1.3.2+0"
[[deps.OrderedCollections]]
git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5"
uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
version = "1.6.3"
[[deps.PCRE2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
version = "10.42.0+1"
[[deps.PDMats]]
deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
git-tree-sha1 = "949347156c25054de2db3b166c52ac4728cbad65"
uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
version = "0.11.31"
[[deps.Parsers]]
deps = ["Dates", "PrecompileTools", "UUIDs"]
git-tree-sha1 = "8489905bcdbcfac64d1daa51ca07c0d8f0283821"
uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
version = "2.8.1"
[[deps.Pipe]]
git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
version = "1.3.0"
[[deps.Pixman_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
git-tree-sha1 = "35621f10a7531bc8fa58f74610b1bfb70a3cfc6b"
uuid = "30392449-352a-5448-841d-b1acce4e97dc"
version = "0.43.4+0"
[[deps.Pkg]]
deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
version = "1.10.0"
[[deps.PlotThemes]]
deps = ["PlotUtils", "Statistics"]
git-tree-sha1 = "6e55c6841ce3411ccb3457ee52fc48cb698d6fb0"
uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
version = "3.2.0"
[[deps.PlotUtils]]
deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
git-tree-sha1 = "7b1a9df27f072ac4c9c7cbe5efb198489258d1f5"
uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
version = "1.4.1"
[[deps.Plots]]
deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
git-tree-sha1 = "442e1e7ac27dd5ff8825c3fa62fbd1e86397974b"
uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
version = "1.40.4"
[deps.Plots.extensions]
FileIOExt = "FileIO"
GeometryBasicsExt = "GeometryBasics"
IJuliaExt = "IJulia"
ImageInTerminalExt = "ImageInTerminal"
UnitfulExt = "Unitful"
[deps.Plots.weakdeps]
FileIO = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549"
GeometryBasics = "5c1252a2-5f33-56bf-86c9-59e7332b4326"
IJulia = "7073ff75-c697-5162-941a-fcdaad2a7d2a"
ImageInTerminal = "d8c32880-2388-543b-8c61-d9f865259254"
Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d"
[[deps.PrecompileTools]]
deps = ["Preferences"]
git-tree-sha1 = "5aa36f7049a63a1528fe8f7c3f2113413ffd4e1f"
uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
version = "1.2.1"
[[deps.Preferences]]
deps = ["TOML"]
git-tree-sha1 = "9306f6085165d270f7e3db02af26a400d580f5c6"
uuid = "21216c6a-2e73-6563-6e65-726566657250"
version = "1.4.3"
[[deps.PrettyTables]]
deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "Reexport", "StringManipulation", "Tables"]
git-tree-sha1 = "66b20dd35966a748321d3b2537c4584cf40387c7"
uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
version = "2.3.2"
[[deps.Printf]]
deps = ["Unicode"]
uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
[[deps.Profile]]
deps = ["Printf"]
uuid = "9abbd945-dff8-562f-b5e8-e1ebf5ef1b79"
[[deps.ProgressLogging]]
deps = ["Logging", "SHA", "UUIDs"]
git-tree-sha1 = "80d919dee55b9c50e8d9e2da5eeafff3fe58b539"
uuid = "33c8b6b6-d38a-422a-b730-caa89a2f386c"
version = "0.1.4"
[[deps.ProgressMeter]]
deps = ["Distributed", "Printf"]
git-tree-sha1 = "763a8ceb07833dd51bb9e3bbca372de32c0605ad"
uuid = "92933f4c-e287-5a05-a399-4b506db050ca"
version = "1.10.0"
[[deps.PtrArrays]]
git-tree-sha1 = "f011fbb92c4d401059b2212c05c0601b70f8b759"
uuid = "43287f4e-b6f4-7ad1-bb20-aadabca52c3d"
version = "1.2.0"
[[deps.Qt6Base_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "Fontconfig_jll", "Glib_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "OpenSSL_jll", "Vulkan_Loader_jll", "Xorg_libSM_jll", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Xorg_libxcb_jll", "Xorg_xcb_util_cursor_jll", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_keysyms_jll", "Xorg_xcb_util_renderutil_jll", "Xorg_xcb_util_wm_jll", "Zlib_jll", "libinput_jll", "xkbcommon_jll"]
git-tree-sha1 = "37b7bb7aabf9a085e0044307e1717436117f2b3b"
uuid = "c0090381-4147-56d7-9ebc-da0b1113ec56"
version = "6.5.3+1"
[[deps.QuadGK]]
deps = ["DataStructures", "LinearAlgebra"]
git-tree-sha1 = "9b23c31e76e333e6fb4c1595ae6afa74966a729e"
uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
version = "2.9.4"
[[deps.REPL]]
deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
[[deps.Random]]
deps = ["SHA"]
uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
[[deps.Random123]]
deps = ["Random", "RandomNumbers"]
git-tree-sha1 = "4743b43e5a9c4a2ede372de7061eed81795b12e7"
uuid = "74087812-796a-5b5d-8853-05524746bad3"
version = "1.7.0"
[[deps.RandomNumbers]]
deps = ["Random", "Requires"]
git-tree-sha1 = "043da614cc7e95c703498a491e2c21f58a2b8111"
uuid = "e6cf234a-135c-5ec9-84dd-332b85af5143"
version = "1.5.3"
[[deps.RangeArrays]]
git-tree-sha1 = "b9039e93773ddcfc828f12aadf7115b4b4d225f5"
uuid = "b3c3ace0-ae52-54e7-9d0b-2c1406fd6b9d"
version = "0.3.2"
[[deps.Ratios]]
deps = ["Requires"]
git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
version = "0.4.5"
weakdeps = ["FixedPointNumbers"]
[deps.Ratios.extensions]
RatiosFixedPointNumbersExt = "FixedPointNumbers"
[[deps.RealDot]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "9f0a1b71baaf7650f4fa8a1d168c7fb6ee41f0c9"
uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
version = "0.1.0"
[[deps.RecipesBase]]
deps = ["PrecompileTools"]
git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
version = "1.3.4"
[[deps.RecipesPipeline]]
deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"]
git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342"
uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
version = "0.6.12"
[[deps.RecursiveArrayTools]]
deps = ["Adapt", "ArrayInterface", "DocStringExtensions", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "SparseArrays", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables"]
git-tree-sha1 = "758bc86b90e9fee2edc4af2a750b0d3f2d5c02c5"
uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
version = "3.19.0"
[deps.RecursiveArrayTools.extensions]
RecursiveArrayToolsFastBroadcastExt = "FastBroadcast"
RecursiveArrayToolsForwardDiffExt = "ForwardDiff"
RecursiveArrayToolsMeasurementsExt = "Measurements"
RecursiveArrayToolsMonteCarloMeasurementsExt = "MonteCarloMeasurements"
RecursiveArrayToolsReverseDiffExt = ["ReverseDiff", "Zygote"]
RecursiveArrayToolsTrackerExt = "Tracker"
RecursiveArrayToolsZygoteExt = "Zygote"
[deps.RecursiveArrayTools.weakdeps]
FastBroadcast = "7034ab61-46d4-4ed7-9d0f-46aef9175898"
ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
Measurements = "eff96d63-e80a-5855-80a2-b1b0885c5ab7"
MonteCarloMeasurements = "0987c9cc-fe09-11e8-30f0-b96dd679fdca"
ReverseDiff = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
[[deps.Reexport]]
git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
uuid = "189a3867-3050-52da-a836-e630ba90ab69"
version = "1.2.2"
[[deps.RelocatableFolders]]
deps = ["SHA", "Scratch"]
git-tree-sha1 = "ffdaf70d81cf6ff22c2b6e733c900c3321cab864"
uuid = "05181044-ff0b-4ac5-8273-598c1e38db00"
version = "1.0.1"
[[deps.Requires]]
deps = ["UUIDs"]
git-tree-sha1 = "838a3a4188e2ded87a4f9f184b4b0d78a1e91cb7"
uuid = "ae029012-a4dd-5104-9daa-d747884805df"
version = "1.3.0"
[[deps.ReverseDiff]]
deps = ["ChainRulesCore", "DiffResults", "DiffRules", "ForwardDiff", "FunctionWrappers", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "Random", "SpecialFunctions", "StaticArrays", "Statistics"]
git-tree-sha1 = "cc6cd622481ea366bb9067859446a8b01d92b468"
uuid = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
version = "1.15.3"
[[deps.Rmath]]
deps = ["Random", "Rmath_jll"]
git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
version = "0.7.1"
[[deps.Rmath_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "d483cd324ce5cf5d61b77930f0bbd6cb61927d21"
uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
version = "0.4.2+0"
[[deps.Roots]]
deps = ["Accessors", "ChainRulesCore", "CommonSolve", "Printf"]
git-tree-sha1 = "1ab580704784260ee5f45bffac810b152922747b"
uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
version = "2.1.5"
[deps.Roots.extensions]
RootsForwardDiffExt = "ForwardDiff"
RootsIntervalRootFindingExt = "IntervalRootFinding"
RootsSymPyExt = "SymPy"
RootsSymPyPythonCallExt = "SymPyPythonCall"
[deps.Roots.weakdeps]
ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
IntervalRootFinding = "d2bf35a9-74e0-55ec-b149-d360ff49b807"
SymPy = "24249f21-da20-56a4-8eb1-6a02cf4ae2e6"
SymPyPythonCall = "bc8888f7-b21e-4b7c-a06a-5d9c9496438c"
[[deps.RuntimeGeneratedFunctions]]
deps = ["ExprTools", "SHA", "Serialization"]
git-tree-sha1 = "04c968137612c4a5629fa531334bb81ad5680f00"
uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
version = "0.5.13"
[[deps.SHA]]
uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
version = "0.7.0"
[[deps.SSMProblems]]
deps = ["AbstractMCMC"]
git-tree-sha1 = "f640e4e8343c9d5f470e2f6ca6ce79f708ab6376"
uuid = "26aad666-b158-4e64-9d35-0e672562fa48"
version = "0.1.1"
[[deps.SciMLBase]]
deps = ["ADTypes", "ArrayInterface", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "EnumX", "FunctionWrappersWrappers", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "PrecompileTools", "Preferences", "Printf", "RecipesBase", "RecursiveArrayTools", "Reexport", "RuntimeGeneratedFunctions", "SciMLOperators", "SciMLStructures", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables"]
git-tree-sha1 = "9f59654e2a85017ee27b0f59c7fac5a57aa10ced"
uuid = "0bca4576-84f4-4d90-8ffe-ffa030f20462"
version = "2.39.0"
[deps.SciMLBase.extensions]
SciMLBaseChainRulesCoreExt = "ChainRulesCore"
SciMLBaseMakieExt = "Makie"
SciMLBasePartialFunctionsExt = "PartialFunctions"
SciMLBasePyCallExt = "PyCall"
SciMLBasePythonCallExt = "PythonCall"
SciMLBaseRCallExt = "RCall"
SciMLBaseZygoteExt = "Zygote"
[deps.SciMLBase.weakdeps]
ChainRules = "082447d4-558c-5d27-93f4-14fc19e9eca2"
ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
Makie = "ee78f7c6-11fb-53f2-987a-cfe4a2b5a57a"
PartialFunctions = "570af359-4316-4cb7-8c74-252c00c2016b"
PyCall = "438e738f-606a-5dbb-bf0a-cddfbfd45ab0"
PythonCall = "6099a3de-0909-46bc-b1f4-468b9a2dfc0d"
RCall = "6f49c342-dc21-5d91-9882-a32aef131414"
Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
[[deps.SciMLOperators]]
deps = ["ArrayInterface", "DocStringExtensions", "LinearAlgebra", "MacroTools", "Setfield", "SparseArrays", "StaticArraysCore"]
git-tree-sha1 = "10499f619ef6e890f3f4a38914481cc868689cd5"
uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961"
version = "0.3.8"
[[deps.SciMLStructures]]
git-tree-sha1 = "d778a74df2f64059c38453b34abad1953b2b8722"
uuid = "53ae85a6-f571-4167-b2af-e1d143709226"
version = "1.2.0"
[[deps.ScientificTypesBase]]
git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
uuid = "30f210dd-8aff-4c5f-94ba-8e64358c1161"
version = "3.0.0"
[[deps.Scratch]]
deps = ["Dates"]
git-tree-sha1 = "3bac05bc7e74a75fd9cba4295cde4045d9fe2386"
uuid = "6c6a2e73-6563-6170-7368-637461726353"
version = "1.2.1"
[[deps.SentinelArrays]]
deps = ["Dates", "Random"]
git-tree-sha1 = "90b4f68892337554d31cdcdbe19e48989f26c7e6"
uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
version = "1.4.3"
[[deps.Serialization]]
uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
[[deps.Setfield]]
deps = ["ConstructionBase", "Future", "MacroTools", "StaticArraysCore"]
git-tree-sha1 = "e2cc6d8c88613c05e1defb55170bf5ff211fbeac"
uuid = "efcf1570-3423-57d1-acb7-fd33fddbac46"
version = "1.1.1"
[[deps.SharedArrays]]
deps = ["Distributed", "Mmap", "Random", "Serialization"]
uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383"
[[deps.Showoff]]
deps = ["Dates", "Grisu"]
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.SimpleUnPack]]
git-tree-sha1 = "58e6353e72cde29b90a69527e56df1b5c3d8c437"
uuid = "ce78b400-467f-4804-87d8-8f486da07d0a"
version = "1.1.0"
[[deps.Sockets]]
uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
[[deps.SortingAlgorithms]]
deps = ["DataStructures"]
git-tree-sha1 = "66e0a8e672a0bdfca2c3f5937efb8538b9ddc085"
uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
version = "1.2.1"
[[deps.SparseArrays]]
deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
version = "1.10.0"
[[deps.SparseInverseSubset]]
deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
git-tree-sha1 = "52962839426b75b3021296f7df242e40ecfc0852"
uuid = "dc90abb0-5640-4711-901d-7e5b23a2fada"
version = "0.1.2"
[[deps.SpecialFunctions]]
deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
git-tree-sha1 = "2f5d4697f21388cbe1ff299430dd169ef97d7e14"
uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
version = "2.4.0"
weakdeps = ["ChainRulesCore"]
[deps.SpecialFunctions.extensions]
SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"
[[deps.SplittablesBase]]
deps = ["Setfield", "Test"]
git-tree-sha1 = "e08a62abc517eb79667d0a29dc08a3b589516bb5"
uuid = "171d559e-b47b-412a-8079-5efa626c420e"
version = "0.1.15"
[[deps.StaticArrays]]
deps = ["LinearAlgebra", "PrecompileTools", "Random", "StaticArraysCore"]
git-tree-sha1 = "9ae599cd7529cfce7fea36cf00a62cfc56f0f37c"
uuid = "90137ffa-7385-5640-81b9-e52037218182"
version = "1.9.4"
weakdeps = ["ChainRulesCore", "Statistics"]
[deps.StaticArrays.extensions]
StaticArraysChainRulesCoreExt = "ChainRulesCore"
StaticArraysStatisticsExt = "Statistics"
[[deps.StaticArraysCore]]
git-tree-sha1 = "36b3d696ce6366023a0ea192b4cd442268995a0d"
uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
version = "1.4.2"
[[deps.StatisticalTraits]]
deps = ["ScientificTypesBase"]
git-tree-sha1 = "30b9236691858e13f167ce829490a68e1a597782"
uuid = "64bff920-2084-43da-a3e6-9bb72801c0c9"
version = "3.2.0"
[[deps.Statistics]]
deps = ["LinearAlgebra", "SparseArrays"]
uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
version = "1.10.0"
[[deps.StatsAPI]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "1ff449ad350c9c4cbc756624d6f8a8c3ef56d3ed"
uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
version = "1.7.0"
[[deps.StatsBase]]
deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
git-tree-sha1 = "5cf7606d6cef84b543b483848d4ae08ad9832b21"
uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
version = "0.34.3"
[[deps.StatsFuns]]
deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
git-tree-sha1 = "cef0472124fab0695b58ca35a77c6fb942fdab8a"
uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
version = "1.3.1"
weakdeps = ["ChainRulesCore", "InverseFunctions"]
[deps.StatsFuns.extensions]
StatsFunsChainRulesCoreExt = "ChainRulesCore"
StatsFunsInverseFunctionsExt = "InverseFunctions"
[[deps.StatsPlots]]
deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
git-tree-sha1 = "3b1dcbf62e469a67f6733ae493401e53d92ff543"
uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
version = "0.15.7"
[[deps.StringManipulation]]
deps = ["PrecompileTools"]
git-tree-sha1 = "a04cabe79c5f01f4d723cc6704070ada0b9d46d5"
uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e"
version = "0.3.4"
[[deps.StructArrays]]
deps = ["ConstructionBase", "DataAPI", "Tables"]
git-tree-sha1 = "f4dc295e983502292c4c3f951dbb4e985e35b3be"
uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
version = "0.6.18"
weakdeps = ["Adapt", "GPUArraysCore", "SparseArrays", "StaticArrays"]
[deps.StructArrays.extensions]
StructArraysAdaptExt = "Adapt"
StructArraysGPUArraysCoreExt = "GPUArraysCore"
StructArraysSparseArraysExt = "SparseArrays"
StructArraysStaticArraysExt = "StaticArrays"
[[deps.StructIO]]
deps = ["Test"]
git-tree-sha1 = "010dc73c7146869c042b49adcdb6bf528c12e859"
uuid = "53d494c1-5632-5724-8f4c-31dff12d585f"
version = "0.3.0"
[[deps.SuiteSparse]]
deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
[[deps.SuiteSparse_jll]]
deps = ["Artifacts", "Libdl", "libblastrampoline_jll"]
uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
version = "7.2.1+1"
[[deps.SymbolicIndexingInterface]]
deps = ["Accessors", "ArrayInterface", "RuntimeGeneratedFunctions", "StaticArraysCore"]
git-tree-sha1 = "b479c7a16803f08779ac5b7f9844a42621baeeda"
uuid = "2efcf032-c050-4f8e-a9bb-153293bab1f5"
version = "0.3.21"
[[deps.TOML]]
deps = ["Dates"]
uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
version = "1.0.3"
[[deps.TableOperations]]
deps = ["SentinelArrays", "Tables", "Test"]
git-tree-sha1 = "e383c87cf2a1dc41fa30c093b2a19877c83e1bc1"
uuid = "ab02a1b2-a7df-11e8-156e-fb1833f50b87"
version = "1.2.0"
[[deps.TableTraits]]
deps = ["IteratorInterfaceExtensions"]
git-tree-sha1 = "c06b2f539df1c6efa794486abfb6ed2022561a39"
uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
version = "1.0.1"
[[deps.Tables]]
deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits"]
git-tree-sha1 = "cb76cf677714c095e535e3501ac7954732aeea2d"
uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
version = "1.11.1"
[[deps.Tar]]
deps = ["ArgTools", "SHA"]
uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
version = "1.10.0"
[[deps.TensorCore]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "1feb45f88d133a655e001435632f019a9a1bcdb6"
uuid = "62fd8b95-f654-4bbd-a8a5-9c27f68ccd50"
version = "0.1.1"
[[deps.TerminalLoggers]]
deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
version = "0.1.7"
[[deps.Test]]
deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
[[deps.TimerOutputs]]
deps = ["ExprTools", "Printf"]
git-tree-sha1 = "5a13ae8a41237cff5ecf34f73eb1b8f42fff6531"
uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f"
version = "0.5.24"
[[deps.Tracker]]
deps = ["Adapt", "ChainRulesCore", "DiffRules", "ForwardDiff", "Functors", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Optimisers", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
git-tree-sha1 = "5158100ed55411867674576788e710a815a0af02"
uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
version = "0.2.34"
weakdeps = ["PDMats"]
[deps.Tracker.extensions]
TrackerPDMatsExt = "PDMats"
[[deps.TranscodingStreams]]
git-tree-sha1 = "5d54d076465da49d6746c647022f3b3674e64156"
uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
version = "0.10.8"
weakdeps = ["Random", "Test"]
[deps.TranscodingStreams.extensions]
TestExt = ["Test", "Random"]
[[deps.Transducers]]
deps = ["Accessors", "Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "SplittablesBase", "Tables"]
git-tree-sha1 = "5215a069867476fc8e3469602006b9670e68da23"
uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
version = "0.4.82"
[deps.Transducers.extensions]
TransducersBlockArraysExt = "BlockArrays"
TransducersDataFramesExt = "DataFrames"
TransducersLazyArraysExt = "LazyArrays"
TransducersOnlineStatsBaseExt = "OnlineStatsBase"
TransducersReferenceablesExt = "Referenceables"
[deps.Transducers.weakdeps]
BlockArrays = "8e7c35d0-a365-5155-bbbb-fb81a777f24e"
DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
LazyArrays = "5078a376-72f3-5289-bfd5-ec5146d43c02"
OnlineStatsBase = "925886fa-5bf2-5e8e-b522-a9147a512338"
Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e"
[[deps.Turing]]
deps = ["ADTypes", "AbstractMCMC", "Accessors", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "LogDensityProblemsAD", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
git-tree-sha1 = "e54c9974f6b574f1619b44247ee10fd3b66f3354"
uuid = "fce5fe82-541a-59a6-adf8-730c64b5f9a0"
version = "0.31.5"
[deps.Turing.extensions]
TuringDynamicHMCExt = "DynamicHMC"
TuringOptimExt = "Optim"
[deps.Turing.weakdeps]
DynamicHMC = "bbc10e6e-7c05-544b-b16e-64fede858acb"
Optim = "429524aa-4258-5aef-a3af-852621145aeb"
[[deps.TuringBenchmarking]]
deps = ["ADTypes", "AbstractMCMC", "BenchmarkTools", "DynamicPPL", "ForwardDiff", "LinearAlgebra", "LogDensityProblems", "LogDensityProblemsAD", "PrettyTables", "Requires", "ReverseDiff", "Zygote"]
git-tree-sha1 = "54331612473c2890f111b680ba8b3950ed738294"
uuid = "0db1332d-5c25-4deb-809f-459bc696f94f"
version = "0.5.3"
[deps.TuringBenchmarking.extensions]
TuringBenchmarkingBridgeStanExt = "BridgeStan"
[deps.TuringBenchmarking.weakdeps]
BridgeStan = "c88b6f0a-829e-4b0b-94b7-f06ab5908f5a"
[[deps.TuringEnzymeCon2024]]
deps = ["ADTypes", "BenchmarkPlots", "BenchmarkTools", "Distributions", "Enzyme", "ForwardDiff", "LaTeXStrings", "LinearAlgebra", "LogDensityProblems", "LogDensityProblemsAD", "Reexport", "ReverseDiff", "StatsFuns", "StatsPlots", "Turing", "TuringBenchmarking", "Zygote"]
path = "/home/tor/Projects/public/EnzymeCon2024-Turing.jl-benchmarks/"
uuid = "8d78c604-0f4f-4608-afa6-bd075e5e6bd3"
version = "0.1.0"
[[deps.URIs]]
git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b"
uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
version = "1.5.1"
[[deps.UUIDs]]
deps = ["Random", "SHA"]
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
[[deps.Unicode]]
uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
[[deps.UnicodeFun]]
deps = ["REPL"]
git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
version = "0.4.1"
[[deps.Unitful]]
deps = ["Dates", "LinearAlgebra", "Random"]
git-tree-sha1 = "dd260903fdabea27d9b6021689b3cd5401a57748"
uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
version = "1.20.0"
weakdeps = ["ConstructionBase", "InverseFunctions"]
[deps.Unitful.extensions]
ConstructionBaseUnitfulExt = "ConstructionBase"
InverseFunctionsUnitfulExt = "InverseFunctions"
[[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 = "d9f5962fecd5ccece07db1ff006fb0b5271bdfdd"
uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
version = "0.1.4"
[[deps.Unzip]]
git-tree-sha1 = "ca0969166a028236229f63514992fc073799bb78"
uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
version = "0.2.0"
[[deps.Vulkan_Loader_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Wayland_jll", "Xorg_libX11_jll", "Xorg_libXrandr_jll", "xkbcommon_jll"]
git-tree-sha1 = "2f0486047a07670caad3a81a075d2e518acc5c59"
uuid = "a44049a8-05dd-5a78-86c9-5fde0876e88c"
version = "1.3.243+0"
[[deps.Wayland_jll]]
deps = ["Artifacts", "EpollShim_jll", "Expat_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg", "XML2_jll"]
git-tree-sha1 = "7558e29847e99bc3f04d6569e82d0f5c54460703"
uuid = "a2964d1f-97da-50d4-b82a-358c7fce9d89"
version = "1.21.0+1"
[[deps.Wayland_protocols_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "93f43ab61b16ddfb2fd3bb13b3ce241cafb0e6c9"
uuid = "2381bf8a-dfd0-557d-9999-79630e7b1b91"
version = "1.31.0+0"
[[deps.Widgets]]
deps = ["Colors", "Dates", "Observables", "OrderedCollections"]
git-tree-sha1 = "fcdae142c1cfc7d89de2d11e08721d0f2f86c98a"
uuid = "cc8bc4a8-27d6-5769-a93b-9d913e69aa62"
version = "0.6.6"
[[deps.WoodburyMatrices]]
deps = ["LinearAlgebra", "SparseArrays"]
git-tree-sha1 = "c1a7aa6219628fcd757dede0ca95e245c5cd9511"
uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6"
version = "1.0.0"
[[deps.XML2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"]
git-tree-sha1 = "52ff2af32e591541550bd753c0da8b9bc92bb9d9"
uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
version = "2.12.7+0"
[[deps.XSLT_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "Pkg", "XML2_jll", "Zlib_jll"]
git-tree-sha1 = "91844873c4085240b95e795f692c4cec4d805f8a"
uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
version = "1.1.34+0"
[[deps.XZ_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "ac88fb95ae6447c8dda6a5503f3bafd496ae8632"
uuid = "ffd25f8a-64ca-5728-b0f7-c24cf3aae800"
version = "5.4.6+0"
[[deps.Xorg_libICE_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "326b4fea307b0b39892b3e85fa451692eda8d46c"
uuid = "f67eecfb-183a-506d-b269-f58e52b52d7c"
version = "1.1.1+0"
[[deps.Xorg_libSM_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libICE_jll"]
git-tree-sha1 = "3796722887072218eabafb494a13c963209754ce"
uuid = "c834827a-8449-5923-a945-d239c165b7dd"
version = "1.2.4+0"
[[deps.Xorg_libX11_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
version = "1.8.6+0"
[[deps.Xorg_libXau_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
version = "1.0.11+0"
[[deps.Xorg_libXcursor_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
git-tree-sha1 = "12e0eb3bc634fa2080c1c37fccf56f7c22989afd"
uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
version = "1.2.0+4"
[[deps.Xorg_libXdmcp_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
version = "1.1.4+0"
[[deps.Xorg_libXext_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
git-tree-sha1 = "d2d1a5c49fae4ba39983f63de6afcbea47194e85"
uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3"
version = "1.3.6+0"
[[deps.Xorg_libXfixes_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
git-tree-sha1 = "0e0dc7431e7a0587559f9294aeec269471c991a4"
uuid = "d091e8ba-531a-589c-9de9-94069b037ed8"
version = "5.0.3+4"
[[deps.Xorg_libXi_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll", "Xorg_libXfixes_jll"]
git-tree-sha1 = "89b52bc2160aadc84d707093930ef0bffa641246"
uuid = "a51aa0fd-4e3c-5386-b890-e753decda492"
version = "1.7.10+4"
[[deps.Xorg_libXinerama_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll"]
git-tree-sha1 = "26be8b1c342929259317d8b9f7b53bf2bb73b123"
uuid = "d1454406-59df-5ea1-beac-c340f2130bc3"
version = "1.1.4+4"
[[deps.Xorg_libXrandr_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll"]
git-tree-sha1 = "34cea83cb726fb58f325887bf0612c6b3fb17631"
uuid = "ec84b674-ba8e-5d96-8ba1-2a689ba10484"
version = "1.5.2+4"
[[deps.Xorg_libXrender_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
git-tree-sha1 = "47e45cd78224c53109495b3e324df0c37bb61fbe"
uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
version = "0.9.11+0"
[[deps.Xorg_libpthread_stubs_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
version = "0.1.1+0"
[[deps.Xorg_libxcb_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
version = "1.15.0+0"
[[deps.Xorg_libxkbfile_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
version = "1.1.2+0"
[[deps.Xorg_xcb_util_cursor_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_jll", "Xorg_xcb_util_renderutil_jll"]
git-tree-sha1 = "04341cb870f29dcd5e39055f895c39d016e18ccd"
uuid = "e920d4aa-a673-5f3a-b3d7-f755a4d47c43"
version = "0.1.4+0"
[[deps.Xorg_xcb_util_image_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
git-tree-sha1 = "0fab0a40349ba1cba2c1da699243396ff8e94b97"
uuid = "12413925-8142-5f55-bb0e-6d7ca50bb09b"
version = "0.4.0+1"
[[deps.Xorg_xcb_util_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll"]
git-tree-sha1 = "e7fd7b2881fa2eaa72717420894d3938177862d1"
uuid = "2def613f-5ad1-5310-b15b-b15d46f528f5"
version = "0.4.0+1"
[[deps.Xorg_xcb_util_keysyms_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
git-tree-sha1 = "d1151e2c45a544f32441a567d1690e701ec89b00"
uuid = "975044d2-76e6-5fbe-bf08-97ce7c6574c7"
version = "0.4.0+1"
[[deps.Xorg_xcb_util_renderutil_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
git-tree-sha1 = "dfd7a8f38d4613b6a575253b3174dd991ca6183e"
uuid = "0d47668e-0667-5a69-a72c-f761630bfb7e"
version = "0.3.9+1"
[[deps.Xorg_xcb_util_wm_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
git-tree-sha1 = "e78d10aab01a4a154142c5006ed44fd9e8e31b67"
uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
version = "0.4.1+1"
[[deps.Xorg_xkbcomp_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
version = "1.4.6+0"
[[deps.Xorg_xkeyboard_config_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
uuid = "33bec58e-1273-512f-9401-5d533626f822"
version = "2.39.0+0"
[[deps.Xorg_xtrans_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
version = "1.5.0+0"
[[deps.Zlib_jll]]
deps = ["Libdl"]
uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
version = "1.2.13+1"
[[deps.Zstd_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "e678132f07ddb5bfa46857f0d7620fb9be675d3b"
uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
version = "1.5.6+0"
[[deps.Zygote]]
deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
git-tree-sha1 = "19c586905e78a26f7e4e97f81716057bd6b1bc54"
uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
version = "0.6.70"
weakdeps = ["Colors", "Distances", "Tracker"]
[deps.Zygote.extensions]
ZygoteColorsExt = "Colors"
ZygoteDistancesExt = "Distances"
ZygoteTrackerExt = "Tracker"
[[deps.ZygoteRules]]
deps = ["ChainRulesCore", "MacroTools"]
git-tree-sha1 = "27798139afc0a2afa7b1824c206d5e87ea587a00"
uuid = "700de1a5-db45-46bc-99cf-38207098b444"
version = "0.2.5"
[[deps.eudev_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "gperf_jll"]
git-tree-sha1 = "431b678a28ebb559d224c0b6b6d01afce87c51ba"
uuid = "35ca27e7-8b34-5b7f-bca9-bdc33f59eb06"
version = "3.2.9+0"
[[deps.fzf_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "a68c9655fbe6dfcab3d972808f1aafec151ce3f8"
uuid = "214eeab7-80f7-51ab-84ad-2988db7cef09"
version = "0.43.0+0"
[[deps.gperf_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "3516a5630f741c9eecb3720b1ec9d8edc3ecc033"
uuid = "1a1c6b14-54f6-533d-8383-74cd7377aa70"
version = "3.1.1+0"
[[deps.libaom_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "1827acba325fdcdf1d2647fc8d5301dd9ba43a9d"
uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b"
version = "3.9.0+0"
[[deps.libass_jll]]
deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
git-tree-sha1 = "5982a94fcba20f02f42ace44b9894ee2b140fe47"
uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
version = "0.15.1+0"
[[deps.libblastrampoline_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
version = "5.8.0+1"
[[deps.libevdev_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "141fe65dc3efabb0b1d5ba74e91f6ad26f84cc22"
uuid = "2db6ffa8-e38f-5e21-84af-90c45d0032cc"
version = "1.11.0+0"
[[deps.libfdk_aac_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
version = "2.0.2+0"
[[deps.libinput_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "eudev_jll", "libevdev_jll", "mtdev_jll"]
git-tree-sha1 = "ad50e5b90f222cfe78aa3d5183a20a12de1322ce"
uuid = "36db933b-70db-51c0-b978-0f229ee0e533"
version = "1.18.0+0"
[[deps.libpng_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Zlib_jll"]
git-tree-sha1 = "d7015d2e18a5fd9a4f47de711837e980519781a4"
uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f"
version = "1.6.43+1"
[[deps.libvorbis_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"]
git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c"
uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
version = "1.3.7+1"
[[deps.mtdev_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "814e154bdb7be91d78b6802843f76b6ece642f11"
uuid = "009596ad-96f7-51b1-9f1b-5ce2d5e8a71e"
version = "1.1.6+0"
[[deps.nghttp2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
version = "1.52.0+1"
[[deps.oneTBB_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "7d0ea0f4895ef2f5cb83645fa689e52cb55cf493"
uuid = "1317d2d5-d96f-522e-a858-c73665f53c3e"
version = "2021.12.0+0"
[[deps.p7zip_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
version = "17.4.0+2"
[[deps.x264_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2"
uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a"
version = "2021.5.5+0"
[[deps.x265_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9"
uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
version = "3.5.0+0"
[[deps.xkbcommon_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"]
git-tree-sha1 = "9c304562909ab2bab0262639bd4f444d7bc2be37"
uuid = "d8fb68d0-12a3-5cfd-a85a-d49703b185fd"
version = "1.4.1+1"
@torfjelde
Copy link
Author

The problem is as follows:

  1. Turing.jl (or more specifically, DynamicPPL.jl) uses the ::Type argument to ensure that the container types used within the model can fit whatever AD type we need, e.g. ForwardDiff.Dual.
  2. It tries to extract this from the __varinfo__, resolving to Real if it can't find anything more concrete.
  3. A Real in this model results in an invalid call to MvNormal (it can't handle just one of the arguments being abstractly typed), which causes the error.
  4. Even if the __varinfo__ is concretely typed, e.g. uses Float64 (which it always is in the above example; LogDensityFunction by default uses concretely typed VarInfo), the x[:, i] ~ MvNormal(...) results in a BangBang.@set!! x[:, i] = ... call, which may or may not widen the type used in the container x. Hence, the overall issue here is probably caused by type-inference failing, and thus subsequently resulting in a widening of x's eltype, which in turn leads to the MvNormal(...) call with an abstract type.

But the reason why this is an Enzyme-related issue is that this is not an issue when using any of the other "standard" AD backends, e.g. ForwardDiff.jl. Moreover, we can verify that the model is type-inferrable when not using Enzyme.jl, e.g.

@code_warntype DynamicPPL.evaluate!!(model, ℓ.varinfo, DynamicPPL.DefaultContext())

does not complain.

Hence, it seems as if usage of Enzyme causes type-instabilities, which in turn results Real and error.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment