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Differentiation fails when using SciMLStructures with GaussAdjoint and EnzymeVJP #1238

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Differentiation fails when using SciMLStructures with GaussAdjoint and EnzymeVJP#1238
#1239
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bug
@albangossard

Description

@albangossard
albangossard
opened on Jul 17, 2025

Describe the bug 🐞

Hi, when working on ODINN.jl, I noticed that the GaussAdjoint method with Enzyme VJP produces an error when the parameter is a SciMLStruct. In vec_pjac! of src/gauss_adjoint.jl, Enzyme expects p and out to have the same type. In practice, p is a SciMLStruct but out is a Vector. I think that this function simply lacks a repack/canonicalize mechanism which should be easy to implement. I will open a PR with a fix proposal.

Expected behavior

The computation of the gradient should not return an error with SciMLStructures since their purpose is to map the complex structure to a vector of parameters. The documentation does not mention the use of Enzyme and GaussAdjoint but this combination should work fine, especially since SciMLStructures are already supported in _vecjacobian! of src/derivative_wrappers.jl.

Minimal Reproducible Example 👇

This MRE comes from the ODINN code, simplified as much as possible.

import Pkg
Pkg.activate(dirname(Base.current_project()))

import SciMLStructures as SS
using SciMLSensitivity
using ComponentArrays
using OrdinaryDiffEq
using LinearAlgebra
using Zygote
using FiniteDifferences

# Simulation struct
mutable struct Inv{F}
    cache::Matrix{F}
end

# SciMLStruct
mutable struct Binding{I <: Inv, CA <: ComponentArray}
    simulation::I
    θ::CA
end

# Misc
function Vector2ComponentVector(v::Vector, cv_template::ComponentVector)
    cv = zero(cv_template)
    for i in 1:length(v)
        cv[i] = v[i]
    end
    return cv
end
function ComponentVector2Vector(cv::ComponentVector)
    return collect(cv)
end

# SciMLStructures interface
SS.isscimlstructure(::Binding) = true
SS.ismutablescimlstructure(::Binding) = true
SS.hasportion(::SS.Tunable, ::Binding) = true
function SS.canonicalize(::SS.Tunable, p::Binding)
    buffer = ComponentVector2Vector(p.θ)
    repack = let p = p
        function repack(newbuffer)
            SS.replace(SS.Tunable(), p, newbuffer)
        end
    end
    return buffer, repack, false
end
function SS.replace(::SS.Tunable, p::Binding, newbuffer)
    N = length(p.θ)
    @assert length(newbuffer) == N
    return Binding(deepcopy(p.simulation), Vector2ComponentVector(newbuffer, p.θ))
end
function SS.replace!(::SS.Tunable, p::Binding, newbuffer)
    N = length(p.θ)
    @assert length(newbuffer) == N
    p.θ .= newbuffer
    return p
end

# Minimum Reproducible Example
sensealg = GaussAdjoint(autojacvec=SciMLSensitivity.EnzymeVJP())
θ = ComponentArray(A=[1.0])

function f!(_dH::Matrix{Float64}, _H::Matrix{Float64}, container::Binding, t::Float64)
    v = container.θ.A
    _dH .= (0.5*_H) .* v
    return nothing
end

H₀ = [1.0 2.0; 1.0 0.0]
tspan = (2010.0, 2011.0)
Δt = 0.1
tstops = range(tspan[1], tspan[2], step=Δt)

simulation = Inv(zero(H₀))
iceflow_prob = ODEProblem(
    f!,
    H₀,
    tspan,
    simulation;
    tstops=tstops,
)

function loss(iceflow_prob, container::Binding)
    iceflow_prob_remake = remake(iceflow_prob; p=container)
    iceflow_sol = solve(
        iceflow_prob_remake,
        RDPK3Sp35(),
        sensealg=sensealg,
        tstops=tstops,
    )
    loss = norm((iceflow_sol[end] .- 1.0))^2
    return loss
end

loss(iceflow_prob, Binding(simulation, θ))

∇θ, = Zygote.gradient(
    _θ -> loss(
        iceflow_prob,
        Binding(simulation, _θ),
    ), θ)

Error & Stacktrace ⚠️

ERROR: LoadError: MethodError: no method matching EnzymeCore.Duplicated(::Binding{Inv{Float64}, ComponentVector{Float64, Vector{Float64}, Tuple{Axis{(A = ViewAxis(1:1, Shaped1DAxis((1,))),)}}}}, ::Vector{Float64})

Closest candidates are:
  EnzymeCore.Duplicated(::T1, ::T1) where T1
   @ EnzymeCore ~/.julia/packages/EnzymeCore/lmG5F/src/EnzymeCore.jl:68
  EnzymeCore.Duplicated(::T1, ::T1, ::Bool) where T1
   @ EnzymeCore ~/.julia/packages/EnzymeCore/lmG5F/src/EnzymeCore.jl:68

Stacktrace:
  [1] vec_pjac!(out::Vector{…}, λ::Vector{…}, y::Matrix{…}, t::Float64, S::SciMLSensitivity.GaussIntegrand{…})
    @ SciMLSensitivity ~/.julia/packages/SciMLSensitivity/esFDj/src/gauss_adjoint.jl:500
  [2] (::SciMLSensitivity.GaussIntegrand{…})(out::Vector{…}, t::Float64, λ::Vector{…})
    @ SciMLSensitivity ~/.julia/packages/SciMLSensitivity/esFDj/src/gauss_adjoint.jl:532
  [3] (::SciMLSensitivity.var"#253#254"{…})(out::Vector{…}, u::Vector{…}, t::Float64, integrator::OrdinaryDiffEqCore.ODEIntegrator{…})
    @ SciMLSensitivity ~/.julia/packages/SciMLSensitivity/esFDj/src/gauss_adjoint.jl:573
  [4] (::DiffEqCallbacks.SavingIntegrandSumAffect{…})(integrator::OrdinaryDiffEqCore.ODEIntegrator{…})
    @ DiffEqCallbacks ~/.julia/packages/DiffEqCallbacks/0jwBQ/src/integrating_sum.jl:50
  [5] apply_discrete_callback!
    @ ~/.julia/packages/DiffEqBase/dZqFN/src/callbacks.jl:616 [inlined]
  [6] apply_discrete_callback!
    @ ~/.julia/packages/DiffEqBase/dZqFN/src/callbacks.jl:632 [inlined]
  [7] handle_callbacks!
    @ ~/.julia/packages/OrdinaryDiffEqCore/zs1s7/src/integrators/integrator_utils.jl:396 [inlined]
  [8] _loopfooter!(integrator::OrdinaryDiffEqCore.ODEIntegrator{…})
    @ OrdinaryDiffEqCore ~/.julia/packages/OrdinaryDiffEqCore/zs1s7/src/integrators/integrator_utils.jl:284
  [9] loopfooter!
    @ ~/.julia/packages/OrdinaryDiffEqCore/zs1s7/src/integrators/integrator_utils.jl:248 [inlined]
 [10] solve!(integrator::OrdinaryDiffEqCore.ODEIntegrator{…})
    @ OrdinaryDiffEqCore ~/.julia/packages/OrdinaryDiffEqCore/zs1s7/src/solve.jl:621
 [11] #__solve#62
    @ ~/.julia/packages/OrdinaryDiffEqCore/zs1s7/src/solve.jl:7 [inlined]
 [12] __solve
    @ ~/.julia/packages/OrdinaryDiffEqCore/zs1s7/src/solve.jl:1 [inlined]
 [13] solve_call(_prob::ODEProblem{…}, args::RDPK3Sp35{…}; merge_callbacks::Bool, kwargshandle::Nothing, kwargs::@Kwargs{…})
    @ DiffEqBase ~/.julia/packages/DiffEqBase/dZqFN/src/solve.jl:670
 [14] solve_call
    @ ~/.julia/packages/DiffEqBase/dZqFN/src/solve.jl:627 [inlined]
 [15] #solve_up#45
    @ ~/.julia/packages/DiffEqBase/dZqFN/src/solve.jl:1224 [inlined]
 [16] solve_up
    @ ~/.julia/packages/DiffEqBase/dZqFN/src/solve.jl:1201 [inlined]
 [17] #solve#43
    @ ~/.julia/packages/DiffEqBase/dZqFN/src/solve.jl:1096 [inlined]
 [18] _adjoint_sensitivities(sol::ODESolution{…}, sensealg::GaussAdjoint{…}, alg::RDPK3Sp35{…}; t::Vector{…}, dgdu_discrete::Function, dgdp_discrete::Nothing, dgdu_continuous::Nothing, dgdp_continuous::Nothing, g::Nothing, abstol::Float64, reltol::Float64, checkpoints::Vector{…}, corfunc_analytical::Bool, callback::Nothing, no_start::Bool, kwargs::@Kwargs{…})
    @ SciMLSensitivity ~/.julia/packages/SciMLSensitivity/esFDj/src/gauss_adjoint.jl:594
 [19] _adjoint_sensitivities
    @ ~/.julia/packages/SciMLSensitivity/esFDj/src/gauss_adjoint.jl:546 [inlined]
 [20] #adjoint_sensitivities#66
    @ ~/.julia/packages/SciMLSensitivity/esFDj/src/sensitivity_interface.jl:411 [inlined]
 [21] (::SciMLSensitivity.var"#adjoint_sensitivity_backpass#301"{…})(Δ::Vector{…})
    @ SciMLSensitivity ~/.julia/packages/SciMLSensitivity/esFDj/src/concrete_solve.jl:679
 [22] ZBack
    @ ~/.julia/packages/Zygote/55SqB/src/compiler/chainrules.jl:222 [inlined]
 [23] (::Zygote.var"#kw_zpullback#58"{SciMLSensitivity.var"#adjoint_sensitivity_backpass#301"{…}})(dy::Vector{AbstractMatrix{…}})
    @ Zygote ~/.julia/packages/Zygote/55SqB/src/compiler/chainrules.jl:248
 [24] #305
    @ ~/.julia/packages/Zygote/55SqB/src/lib/lib.jl:214 [inlined]
 [25] (::Zygote.var"#2189#back#307"{Zygote.var"#305#306"{Tuple{…}, Zygote.var"#kw_zpullback#58"{…}}})(Δ::Vector{AbstractMatrix{Float64}})
    @ Zygote ~/.julia/packages/ZygoteRules/CkVIK/src/adjoint.jl:72
 [26] #solve#43
    @ ~/.julia/packages/DiffEqBase/dZqFN/src/solve.jl:1096 [inlined]
 [27] (::Zygote.Pullback{Tuple{…}, Any})(Δ::Vector{AbstractMatrix{…}})
    @ Zygote ~/.julia/packages/Zygote/55SqB/src/compiler/interface2.jl:0
 [28] #305
    @ ~/.julia/packages/Zygote/55SqB/src/lib/lib.jl:214 [inlined]
 [29] (::Zygote.var"#2189#back#307"{Zygote.var"#305#306"{Tuple{NTuple{…}, Tuple{…}}, Zygote.Pullback{Tuple{…}, Any}}})(Δ::Vector{AbstractMatrix{Float64}})
    @ Zygote ~/.julia/packages/ZygoteRules/CkVIK/src/adjoint.jl:72
 [30] solve
    @ ~/.julia/packages/DiffEqBase/dZqFN/src/solve.jl:1086 [inlined]
 [31] (::Zygote.Pullback{Tuple{typeof(Core.kwcall), @NamedTuple{…}, typeof(solve), ODEProblem{…}, RDPK3Sp35{…}}, Any})(Δ::Vector{AbstractMatrix{Float64}})
    @ Zygote ~/.julia/packages/Zygote/55SqB/src/compiler/interface2.jl:0
 [32] loss
    @ ~/.julia/dev/ODINN/debug/mwe_scimlstructs_gauss_adjoint.jl:86 [inlined]
 [33] (::Zygote.Pullback{Tuple{…}, Tuple{…}})(Δ::Float64)
    @ Zygote ~/.julia/packages/Zygote/55SqB/src/compiler/interface2.jl:0
 [34] #2
    @ ~/.julia/dev/ODINN/debug/mwe_scimlstructs_gauss_adjoint.jl:99 [inlined]
 [35] (::Zygote.Pullback{Tuple{…}, Tuple{…}})(Δ::Float64)
    @ Zygote ~/.julia/packages/Zygote/55SqB/src/compiler/interface2.jl:0
 [36] (::Zygote.var"#88#89"{Zygote.Pullback{Tuple{…}, Tuple{…}}})(Δ::Float64)
    @ Zygote ~/.julia/packages/Zygote/55SqB/src/compiler/interface.jl:97
 [37] gradient(f::Function, args::ComponentVector{Float64, Vector{Float64}, Tuple{Axis{(A = ViewAxis(1:1, Shaped1DAxis((1,))),)}}})
    @ Zygote ~/.julia/packages/Zygote/55SqB/src/compiler/interface.jl:154
 [38] top-level scope
    @ ~/.julia/dev/ODINN/debug/mwe_scimlstructs_gauss_adjoint.jl:98
 [39] include(fname::String)
    @ Base.MainInclude ./client.jl:494
 [40] top-level scope
    @ REPL[1]:1

Environment (please complete the following information):

  • Output of using Pkg; Pkg.status()
Status `~/.julia/dev/ODINN/debug/Project.toml`
  [b0b7db55] ComponentArrays v0.15.28
  [7da242da] Enzyme v0.13.61
  [26cc04aa] FiniteDifferences v0.12.32
  [1dea7af3] OrdinaryDiffEq v6.99.0
  [1ed8b502] SciMLSensitivity v7.88.0
  [53ae85a6] SciMLStructures v1.7.0
  [e88e6eb3] Zygote v0.7.10
  [37e2e46d] LinearAlgebra
  • Output of using Pkg; Pkg.status(; mode = PKGMODE_MANIFEST)
Status `~/.julia/dev/ODINN/debug/Manifest.toml`
  [47edcb42] ADTypes v1.15.0
  [621f4979] AbstractFFTs v1.5.0
  [7d9f7c33] Accessors v0.1.42
  [79e6a3ab] Adapt v4.3.0
  [66dad0bd] AliasTables v1.1.3
  [4fba245c] ArrayInterface v7.19.0
  [4c555306] ArrayLayouts v1.11.1
  [a9b6321e] Atomix v1.1.1
  [62783981] BitTwiddlingConvenienceFunctions v0.1.6
  [70df07ce] BracketingNonlinearSolve v1.3.0
  [fa961155] CEnum v0.5.0
  [2a0fbf3d] CPUSummary v0.2.6
  [7057c7e9] Cassette v0.3.14
  [082447d4] ChainRules v1.72.5
  [d360d2e6] ChainRulesCore v1.25.2
  [fb6a15b2] CloseOpenIntervals v0.1.13
  [38540f10] CommonSolve v0.2.4
  [bbf7d656] CommonSubexpressions v0.3.1
  [f70d9fcc] CommonWorldInvalidations v1.0.0
  [34da2185] Compat v4.17.0
  [b0b7db55] ComponentArrays v0.15.28
  [a33af91c] CompositionsBase v0.1.2
  [2569d6c7] ConcreteStructs v0.2.3
  [187b0558] ConstructionBase v1.6.0
  [adafc99b] CpuId v0.3.1
  [a8cc5b0e] Crayons v4.1.1
  [9a962f9c] DataAPI v1.16.0
  [864edb3b] DataStructures v0.18.22
  [e2d170a0] DataValueInterfaces v1.0.0
  [2b5f629d] DiffEqBase v6.177.2
  [459566f4] DiffEqCallbacks v4.8.0
  [77a26b50] DiffEqNoiseProcess v5.24.1
  [163ba53b] DiffResults v1.1.0
  [b552c78f] DiffRules v1.15.1
  [a0c0ee7d] DifferentiationInterface v0.7.3
  [31c24e10] Distributions v0.25.120
  [ffbed154] DocStringExtensions v0.9.5
  [4e289a0a] EnumX v1.0.5
  [7da242da] Enzyme v0.13.61
  [f151be2c] EnzymeCore v0.8.12
  [d4d017d3] ExponentialUtilities v1.27.0
  [e2ba6199] ExprTools v0.1.10
  [55351af7] ExproniconLite v0.10.14
  [7034ab61] FastBroadcast v0.3.5
  [9aa1b823] FastClosures v0.3.2
  [442a2c76] FastGaussQuadrature v1.0.2
  [a4df4552] FastPower v1.1.3
  [1a297f60] FillArrays v1.13.0
  [6a86dc24] FiniteDiff v2.27.0
  [26cc04aa] FiniteDifferences v0.12.32
  [f6369f11] ForwardDiff v1.0.1
  [f62d2435] FunctionProperties v0.1.2
  [069b7b12] FunctionWrappers v1.1.3
  [77dc65aa] FunctionWrappersWrappers v0.1.3
  [d9f16b24] Functors v0.5.2
  [46192b85] GPUArraysCore v0.2.0
  [61eb1bfa] GPUCompiler v1.6.1
  [c145ed77] GenericSchur v0.5.5
  [076d061b] HashArrayMappedTries v0.2.0
  [34004b35] HypergeometricFunctions v0.3.28
  [7869d1d1] IRTools v0.4.15
  [615f187c] IfElse v0.1.1
  [3587e190] InverseFunctions v0.1.17
  [92d709cd] IrrationalConstants v0.2.4
  [82899510] IteratorInterfaceExtensions v1.0.0
  [692b3bcd] JLLWrappers v1.7.0
  [ae98c720] Jieko v0.2.1
  [63c18a36] KernelAbstractions v0.9.37
  [ba0b0d4f] Krylov v0.10.1
  [929cbde3] LLVM v9.4.2
  [b964fa9f] LaTeXStrings v1.4.0
  [10f19ff3] LayoutPointers v0.1.17
  [5078a376] LazyArrays v2.6.1
  [87fe0de2] LineSearch v0.1.4
  [d3d80556] LineSearches v7.4.0
  [7ed4a6bd] LinearSolve v3.19.2
  [2ab3a3ac] LogExpFunctions v0.3.29
  [1914dd2f] MacroTools v0.5.16
  [d125e4d3] ManualMemory v0.1.8
  [bb5d69b7] MaybeInplace v0.1.4
  [e1d29d7a] Missings v1.2.0
  [2e0e35c7] Moshi v0.3.7
  [46d2c3a1] MuladdMacro v0.2.4
  [d41bc354] NLSolversBase v7.10.0
  [872c559c] NNlib v0.9.30
  [77ba4419] NaNMath v1.1.3
  [8913a72c] NonlinearSolve v4.10.0
  [be0214bd] NonlinearSolveBase v1.12.0
  [5959db7a] NonlinearSolveFirstOrder v1.5.0
  [9a2c21bd] NonlinearSolveQuasiNewton v1.6.0
  [26075421] NonlinearSolveSpectralMethods v1.2.0
⌅ [d8793406] ObjectFile v0.4.4
  [429524aa] Optim v1.13.2
  [3bd65402] Optimisers v0.4.6
  [bac558e1] OrderedCollections v1.8.1
  [1dea7af3] OrdinaryDiffEq v6.99.0
  [89bda076] OrdinaryDiffEqAdamsBashforthMoulton v1.2.0
  [6ad6398a] OrdinaryDiffEqBDF v1.6.0
  [bbf590c4] OrdinaryDiffEqCore v1.26.2
  [50262376] OrdinaryDiffEqDefault v1.5.0
  [4302a76b] OrdinaryDiffEqDifferentiation v1.10.0
  [9286f039] OrdinaryDiffEqExplicitRK v1.1.0
  [e0540318] OrdinaryDiffEqExponentialRK v1.4.0
  [becaefa8] OrdinaryDiffEqExtrapolation v1.5.0
  [5960d6e9] OrdinaryDiffEqFIRK v1.12.0
  [101fe9f7] OrdinaryDiffEqFeagin v1.1.0
  [d3585ca7] OrdinaryDiffEqFunctionMap v1.1.1
  [d28bc4f8] OrdinaryDiffEqHighOrderRK v1.1.0
  [9f002381] OrdinaryDiffEqIMEXMultistep v1.3.0
  [521117fe] OrdinaryDiffEqLinear v1.3.0
  [1344f307] OrdinaryDiffEqLowOrderRK v1.2.0
  [b0944070] OrdinaryDiffEqLowStorageRK v1.3.0
  [127b3ac7] OrdinaryDiffEqNonlinearSolve v1.10.0
  [c9986a66] OrdinaryDiffEqNordsieck v1.1.0
  [5dd0a6cf] OrdinaryDiffEqPDIRK v1.3.1
  [5b33eab2] OrdinaryDiffEqPRK v1.1.0
  [04162be5] OrdinaryDiffEqQPRK v1.1.0
  [af6ede74] OrdinaryDiffEqRKN v1.1.0
  [43230ef6] OrdinaryDiffEqRosenbrock v1.11.0
  [2d112036] OrdinaryDiffEqSDIRK v1.3.0
  [669c94d9] OrdinaryDiffEqSSPRK v1.3.0
  [e3e12d00] OrdinaryDiffEqStabilizedIRK v1.3.0
  [358294b1] OrdinaryDiffEqStabilizedRK v1.1.2
  [fa646aed] OrdinaryDiffEqSymplecticRK v1.3.0
  [b1df2697] OrdinaryDiffEqTsit5 v1.1.0
  [79d7bb75] OrdinaryDiffEqVerner v1.2.0
  [90014a1f] PDMats v0.11.35
  [d96e819e] Parameters v0.12.3
  [e409e4f3] PoissonRandom v0.4.5
  [f517fe37] Polyester v0.7.18
  [1d0040c9] PolyesterWeave v0.2.2
  [85a6dd25] PositiveFactorizations v0.2.4
  [d236fae5] PreallocationTools v0.4.29
⌅ [aea7be01] PrecompileTools v1.2.1
  [21216c6a] Preferences v1.4.3
  [08abe8d2] PrettyTables v2.4.0
  [43287f4e] PtrArrays v1.3.0
  [1fd47b50] QuadGK v2.11.2
  [74087812] Random123 v1.7.1
  [e6cf234a] RandomNumbers v1.6.0
  [c1ae055f] RealDot v0.1.0
  [3cdcf5f2] RecipesBase v1.3.4
  [731186ca] RecursiveArrayTools v3.34.1
  [189a3867] Reexport v1.2.2
  [ae029012] Requires v1.3.1
  [ae5879a3] ResettableStacks v1.1.1
  [37e2e3b7] ReverseDiff v1.16.1
  [708f8203] Richardson v1.4.2
  [79098fc4] Rmath v0.8.0
  [7e49a35a] RuntimeGeneratedFunctions v0.5.15
  [94e857df] SIMDTypes v0.1.0
  [0bca4576] SciMLBase v2.103.1
  [19f34311] SciMLJacobianOperators v0.1.6
  [c0aeaf25] SciMLOperators v1.3.1
  [1ed8b502] SciMLSensitivity v7.88.0
  [53ae85a6] SciMLStructures v1.7.0
  [7e506255] ScopedValues v1.3.0
  [6c6a2e73] Scratch v1.3.0
  [efcf1570] Setfield v1.1.2
  [727e6d20] SimpleNonlinearSolve v2.5.0
  [ce78b400] SimpleUnPack v1.1.0
  [a2af1166] SortingAlgorithms v1.2.1
  [dc90abb0] SparseInverseSubset v0.1.2
  [0a514795] SparseMatrixColorings v0.4.21
  [276daf66] SpecialFunctions v2.5.1
  [aedffcd0] Static v1.2.0
  [0d7ed370] StaticArrayInterface v1.8.0
  [90137ffa] StaticArrays v1.9.14
  [1e83bf80] StaticArraysCore v1.4.3
  [82ae8749] StatsAPI v1.7.1
  [2913bbd2] StatsBase v0.34.5
  [4c63d2b9] StatsFuns v1.5.0
  [7792a7ef] StrideArraysCore v0.5.7
  [892a3eda] StringManipulation v0.4.1
  [09ab397b] StructArrays v0.7.1
  [53d494c1] StructIO v0.3.1
  [2efcf032] SymbolicIndexingInterface v0.3.41
  [3783bdb8] TableTraits v1.0.1
  [bd369af6] Tables v1.12.1
  [8290d209] ThreadingUtilities v0.5.5
  [a759f4b9] TimerOutputs v0.5.29
  [9f7883ad] Tracker v0.2.38
  [e689c965] Tracy v0.1.5
  [781d530d] TruncatedStacktraces v1.4.0
  [3a884ed6] UnPack v1.0.2
  [013be700] UnsafeAtomics v0.3.0
  [e88e6eb3] Zygote v0.7.10
  [700de1a5] ZygoteRules v0.2.7
  [7cc45869] Enzyme_jll v0.0.186+0
  [1d5cc7b8] IntelOpenMP_jll v2025.0.4+0
  [dad2f222] LLVMExtra_jll v0.0.37+2
  [ad6e5548] LibTracyClient_jll v0.9.1+6
  [856f044c] MKL_jll v2025.0.1+1
  [efe28fd5] OpenSpecFun_jll v0.5.6+0
  [f50d1b31] Rmath_jll v0.5.1+0
  [1317d2d5] oneTBB_jll v2022.0.0+0
  [0dad84c5] ArgTools v1.1.1
  [56f22d72] Artifacts
  [2a0f44e3] Base64
  [ade2ca70] Dates
  [8ba89e20] Distributed
  [f43a241f] Downloads v1.6.0
  [7b1f6079] FileWatching
  [9fa8497b] Future
  [b77e0a4c] InteractiveUtils
  [4af54fe1] LazyArtifacts
  [b27032c2] LibCURL v0.6.4
  [76f85450] LibGit2
  [8f399da3] Libdl
  [37e2e46d] LinearAlgebra
  [56ddb016] Logging
  [d6f4376e] Markdown
  [ca575930] NetworkOptions v1.2.0
  [44cfe95a] Pkg v1.10.0
  [de0858da] Printf
  [3fa0cd96] REPL
  [9a3f8284] Random
  [ea8e919c] SHA v0.7.0
  [9e88b42a] Serialization
  [6462fe0b] Sockets
  [2f01184e] SparseArrays v1.10.0
  [10745b16] Statistics v1.10.0
  [4607b0f0] SuiteSparse
  [fa267f1f] TOML v1.0.3
  [a4e569a6] Tar v1.10.0
  [cf7118a7] UUIDs
  [4ec0a83e] Unicode
  [e66e0078] CompilerSupportLibraries_jll v1.1.1+0
  [deac9b47] LibCURL_jll v8.4.0+0
  [e37daf67] LibGit2_jll v1.6.4+0
  [29816b5a] LibSSH2_jll v1.11.0+1
  [c8ffd9c3] MbedTLS_jll v2.28.2+1
  [14a3606d] MozillaCACerts_jll v2023.1.10
  [4536629a] OpenBLAS_jll v0.3.23+4
  [05823500] OpenLibm_jll v0.8.1+2
  [bea87d4a] SuiteSparse_jll v7.2.1+1
  [83775a58] Zlib_jll v1.2.13+1
  [8e850b90] libblastrampoline_jll v5.11.0+0
  [8e850ede] nghttp2_jll v1.52.0+1
  [3f19e933] p7zip_jll v17.4.0+2
  • Output of versioninfo()
Julia Version 1.10.8
Commit 4c16ff44be8 (2025-01-22 10:06 UTC)

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