Open
Description
Describe the bug 🐞
Using ForwardDiff to differentiate over solving an underdetermined initialization problem leads to an error during init
.
Expected behavior
This should not error.
Minimal Reproducible Example 👇
Without MRE, we would only be able to help you to a limited extent, and attention to the issue would be limited. to know more about MRE refer to wikipedia and stackoverflow.
using ModelingToolkit
using ModelingToolkit: t_nounits as t, D_nounits as D
using SymbolicIndexingInterface
using OrdinaryDiffEqTsit5, OrdinaryDiffEqNonlinearSolve
using SciMLBase
using Plots
using Statistics
using DifferentiationInterface
using Test
function build_model(; name)
pars = @parameters F=100 d=1 k=1000
vars = @variables x(t) ẋ(t) ẍ(t)
eqs = [
D(x) ~ ẋ
D(ẋ) ~ ẍ
d*ẋ + k*x^1.5 ~ F
]
ODESystem(eqs, t, vars, pars; name)
end
sys = structural_simplify(build_model(name=:sys))
@unpack x, ẋ, F, d, k = sys
tspan = (0.0, 0.01)
prob = ODEProblem(sys, [], tspan, [k=>700]; guesses=[x=>0.,]) # underdetermined
sol = solve(prob, Tsit5())
ts = range(tspan..., length=10)
data = sol(ts, idxs=10x).u
setter = setsym_oop(prob, [k]);
get_vars = getsym(prob, [10x]);
mae(sol, data) = mean(abs.(reduce(vcat, sol) - data))
function loss(x, (prob, ts, setter, get_vars, data))
(u0, p) = setter(prob, x)
new_prob = remake(prob; u0, p)
new_sol = solve(new_prob, Tsit5(); saveat=ts)
u = get_vars(new_sol)
if SciMLBase.successful_retcode(new_sol)
mae(u, data)
else
Inf
end
end
prob0_u = ODEProblem(sys, [], tspan, [k=>1000]; guesses=[x=>0,]) # underdetermined
ps = (prob0_u, ts, setter, get_vars, data);
x0 = [1000.]
DifferentiationInterface.gradient(x->loss(x, ps), AutoForwardDiff(), x0)
Error & Stacktrace
ERROR: TypeError: in setfield!, expected LinearAlgebra.QRCompactWY{ForwardDiff.Dual{ForwardDiff.Tag{var"#12#13", Float64}, Float64, 1}, Matrix{ForwardDiff.Dual{ForwardDiff.Tag{var"#12#13", Float64}, Float64, 1}}, Matrix{ForwardDiff.Dual{ForwardDiff.Tag{var"#12#13", Float64}, Float64, 1}}}, got a value of type LinearAlgebra.QR{ForwardDiff.Dual{ForwardDiff.Tag{var"#12#13", Float64}, Float64, 1}, Matrix{ForwardDiff.Dual{ForwardDiff.Tag{var"#12#13", Float64}, Float64, 1}}, Vector{ForwardDiff.Dual{ForwardDiff.Tag{var"#12#13", Float64}, Float64, 1}}}
Stacktrace:
[1] macro expansion
@ ~/.julia/packages/LinearSolve/O6GSm/src/default.jl:31 [inlined]
[2] __setfield!(cache::LinearSolve.DefaultLinearSolverInit{…}, alg::LinearSolve.DefaultLinearSolver, v::LinearAlgebra.QR{…})
@ LinearSolve ~/.julia/packages/LinearSolve/O6GSm/src/default.jl:27
[3] setproperty!(cache::LinearSolve.LinearCache{…}, name::Symbol, x::LinearAlgebra.QR{…})
@ LinearSolve ~/.julia/packages/LinearSolve/O6GSm/src/common.jl:98
[4] macro expansion
@ ~/.julia/packages/LinearSolve/O6GSm/src/LinearSolve.jl:164 [inlined]
[5] solve!(cache::LinearSolve.LinearCache{…}, alg::LinearSolve.QRFactorization{…}; kwargs::@Kwargs{})
@ LinearSolve ~/.julia/packages/LinearSolve/O6GSm/src/LinearSolve.jl:159
[6] macro expansion
@ ~/.julia/packages/LinearSolve/O6GSm/src/default.jl:339 [inlined]
[7] solve!(::LinearSolve.LinearCache{…}, ::LinearSolve.DefaultLinearSolver; assump::LinearSolve.OperatorAssumptions{…}, kwargs::@Kwargs{})
@ LinearSolve ~/.julia/packages/LinearSolve/O6GSm/src/default.jl:332
[8] solve!
@ ~/.julia/packages/LinearSolve/O6GSm/src/default.jl:332 [inlined]
[9] #solve!#8
@ ~/.julia/packages/LinearSolve/O6GSm/src/common.jl:307 [inlined]
[10] solve!
@ ~/.julia/packages/LinearSolve/O6GSm/src/common.jl:306 [inlined]
[11] (::NonlinearSolveBase.LinearSolveJLCache{…})(; A::Matrix{…}, b::Vector{…}, linu::Vector{…}, reuse_A_if_factorization::Bool, verbose::Bool, kwargs::@Kwargs{})
@ NonlinearSolveBaseLinearSolveExt ~/.julia/packages/NonlinearSolveBase/yZeYz/ext/NonlinearSolveBaseLinearSolveExt.jl:23
[12] LinearSolveJLCache
@ ~/.julia/packages/NonlinearSolveBase/yZeYz/ext/NonlinearSolveBaseLinearSolveExt.jl:13 [inlined]
[13] solve!(cache::NonlinearSolveBase.DampedNewtonDescentCache{…}, J::Matrix{…}, fu::Vector{…}, u::Vector{…}, idx::Val{…}; skip_solve::Bool, new_jacobian::Bool, kwargs::@Kwargs{…})
@ NonlinearSolveBase ~/.julia/packages/NonlinearSolveBase/yZeYz/src/descent/damped_newton.jl:223
[14] solve! (repeats 2 times)
@ ~/.julia/packages/NonlinearSolveBase/yZeYz/src/descent/damped_newton.jl:150 [inlined]
[15] step!(cache::NonlinearSolveFirstOrder.GeneralizedFirstOrderAlgorithmCache{…}; recompute_jacobian::Nothing)
@ NonlinearSolveFirstOrder ~/.julia/packages/NonlinearSolveFirstOrder/UpLMt/src/solve.jl:246
[16] step!
@ ~/.julia/packages/NonlinearSolveFirstOrder/UpLMt/src/solve.jl:224 [inlined]
[17] #step!#163
@ ~/.julia/packages/NonlinearSolveBase/yZeYz/src/solve.jl:253 [inlined]
[18] step!
@ ~/.julia/packages/NonlinearSolveBase/yZeYz/src/solve.jl:247 [inlined]
[19] solve!(cache::NonlinearSolveFirstOrder.GeneralizedFirstOrderAlgorithmCache{…})
@ NonlinearSolveBase ~/.julia/packages/NonlinearSolveBase/yZeYz/src/solve.jl:18
[20] __solve(::NonlinearLeastSquaresProblem{…}, ::NonlinearSolveFirstOrder.GeneralizedFirstOrderAlgorithm{…}; kwargs::@Kwargs{…})
@ NonlinearSolveBase ~/.julia/packages/NonlinearSolveBase/yZeYz/src/solve.jl:6
[21] __solve
@ ~/.julia/packages/NonlinearSolveBase/yZeYz/src/solve.jl:1 [inlined]
[22] macro expansion
@ ~/.julia/packages/NonlinearSolveBase/yZeYz/src/solve.jl:173 [inlined]
[23] __generated_polysolve(::NonlinearLeastSquaresProblem{…}, ::NonlinearSolveBase.NonlinearSolvePolyAlgorithm{…}; stats::SciMLBase.NLStats, alias_u0::Bool, verbose::Bool, initializealg::NonlinearSolveBase.NonlinearSolveDefaultInit, kwargs::@Kwargs{…})
@ NonlinearSolveBase ~/.julia/packages/NonlinearSolveBase/yZeYz/src/solve.jl:130
[24] __generated_polysolve
@ ~/.julia/packages/NonlinearSolveBase/yZeYz/src/solve.jl:130 [inlined]
[25] #__solve#154
@ ~/.julia/packages/NonlinearSolveBase/yZeYz/src/solve.jl:127 [inlined]
[26] __solve
@ ~/.julia/packages/NonlinearSolveBase/yZeYz/src/solve.jl:124 [inlined]
[27] solve_call(_prob::NonlinearLeastSquaresProblem{…}, args::NonlinearSolveBase.NonlinearSolvePolyAlgorithm{…}; merge_callbacks::Bool, kwargshandle::Nothing, kwargs::@Kwargs{…})
@ DiffEqBase ~/.julia/packages/DiffEqBase/Qw6nY/src/solve.jl:667
[28] solve_call
@ ~/.julia/packages/DiffEqBase/Qw6nY/src/solve.jl:624 [inlined]
[29] #solve_up#45
@ ~/.julia/packages/DiffEqBase/Qw6nY/src/solve.jl:1183 [inlined]
[30] solve_up
@ ~/.julia/packages/DiffEqBase/Qw6nY/src/solve.jl:1177 [inlined]
[31] #solve#43
@ ~/.julia/packages/DiffEqBase/Qw6nY/src/solve.jl:1089 [inlined]
[32] get_initial_values(prob::ODEProblem{…}, valp::OrdinaryDiffEqCore.ODEIntegrator{…}, f::Function, alg::SciMLBase.OverrideInit{…}, iip::Val{…}; nlsolve_alg::NonlinearSolveBase.NonlinearSolvePolyAlgorithm{…}, abstol::Float64, reltol::Float64, kwargs::@Kwargs{})
@ SciMLBase ~/.julia/packages/SciMLBase/7BHQj/src/initialization.jl:272
[33] _initialize_dae!(integrator::OrdinaryDiffEqCore.ODEIntegrator{…}, prob::ODEProblem{…}, alg::SciMLBase.OverrideInit{…}, isinplace::Val{…})
@ OrdinaryDiffEqCore ~/.julia/packages/OrdinaryDiffEqCore/yWlnm/src/initialize_dae.jl:151
[34] _initialize_dae!
@ ~/.julia/packages/OrdinaryDiffEqCore/yWlnm/src/initialize_dae.jl:50 [inlined]
[35] initialize_dae! (repeats 2 times)
@ ~/.julia/packages/OrdinaryDiffEqCore/yWlnm/src/initialize_dae.jl:40 [inlined]
[36] __init(prob::ODEProblem{…}, alg::Tsit5{…}, timeseries_init::Tuple{}, ts_init::Tuple{}, ks_init::Tuple{}, recompile::Type{…}; saveat::StepRangeLen{…}, tstops::Tuple{}, d_discontinuities::Tuple{}, save_idxs::Nothing, save_everystep::Bool, save_on::Bool, save_start::Bool, save_end::Nothing, callback::Nothing, dense::Bool, calck::Bool, dt::Float64, dtmin::Float64, dtmax::Float64, force_dtmin::Bool, adaptive::Bool, gamma::Rational{…}, abstol::Nothing, reltol::Nothing, qmin::Rational{…}, qmax::Int64, qsteady_min::Int64, qsteady_max::Int64, beta1::Nothing, beta2::Nothing, qoldinit::Rational{…}, controller::Nothing, fullnormalize::Bool, failfactor::Int64, maxiters::Int64, internalnorm::typeof(DiffEqBase.ODE_DEFAULT_NORM), internalopnorm::typeof(LinearAlgebra.opnorm), isoutofdomain::typeof(DiffEqBase.ODE_DEFAULT_ISOUTOFDOMAIN), unstable_check::typeof(DiffEqBase.ODE_DEFAULT_UNSTABLE_CHECK), verbose::Bool, timeseries_errors::Bool, dense_errors::Bool, advance_to_tstop::Bool, stop_at_next_tstop::Bool, initialize_save::Bool, progress::Bool, progress_steps::Int64, progress_name::String, progress_message::typeof(DiffEqBase.ODE_DEFAULT_PROG_MESSAGE), progress_id::Symbol, userdata::Nothing, allow_extrapolation::Bool, initialize_integrator::Bool, alias::ODEAliasSpecifier, initializealg::OrdinaryDiffEqCore.DefaultInit, kwargs::@Kwargs{})
@ OrdinaryDiffEqCore ~/.julia/packages/OrdinaryDiffEqCore/yWlnm/src/solve.jl:565
[37] __init (repeats 5 times)
@ ~/.julia/packages/OrdinaryDiffEqCore/yWlnm/src/solve.jl:11 [inlined]
[38] #__solve#62
@ ~/.julia/packages/OrdinaryDiffEqCore/yWlnm/src/solve.jl:6 [inlined]
[39] __solve
@ ~/.julia/packages/OrdinaryDiffEqCore/yWlnm/src/solve.jl:1 [inlined]
[40] #solve_call#36
@ ~/.julia/packages/DiffEqBase/Qw6nY/src/solve.jl:667 [inlined]
[41] solve_call
@ ~/.julia/packages/DiffEqBase/Qw6nY/src/solve.jl:624 [inlined]
[42] solve_up(prob::ODEProblem{…}, sensealg::Nothing, u0::Vector{…}, p::MTKParameters{…}, args::Tsit5{…}; kwargs::@Kwargs{…})
@ DiffEqBase ~/.julia/packages/DiffEqBase/Qw6nY/src/solve.jl:1199
[43] solve_up
@ ~/.julia/packages/DiffEqBase/Qw6nY/src/solve.jl:1177 [inlined]
[44] #solve#43
@ ~/.julia/packages/DiffEqBase/Qw6nY/src/solve.jl:1089 [inlined]
[45] solve
@ ~/.julia/packages/DiffEqBase/Qw6nY/src/solve.jl:1079 [inlined]
[46] loss(x::Vector{…}, ::Tuple{…})
@ Main ~/juliasim/initialization/spring_damper.jl:204
[47] (::var"#12#13")(x::Vector{ForwardDiff.Dual{ForwardDiff.Tag{var"#12#13", Float64}, Float64, 1}})
@ Main ~/juliasim/initialization/spring_damper.jl:220
[48] vector_mode_dual_eval!
@ ~/.julia/packages/ForwardDiff/UBbGT/src/apiutils.jl:24 [inlined]
[49] vector_mode_gradient(f::var"#12#13", x::Vector{…}, cfg::ForwardDiff.GradientConfig{…})
@ ForwardDiff ~/.julia/packages/ForwardDiff/UBbGT/src/gradient.jl:91
[50] gradient
@ ~/.julia/packages/ForwardDiff/UBbGT/src/gradient.jl:20 [inlined]
[51] gradient(f::var"#12#13", x::Vector{Float64}, cfg::ForwardDiff.GradientConfig{ForwardDiff.Tag{…}, Float64, 1, Vector{…}})
@ ForwardDiff ~/.julia/packages/ForwardDiff/UBbGT/src/gradient.jl:17
--- the last 1 lines are repeated 1 more time ---
[53] gradient(::var"#12#13", ::AutoForwardDiff{nothing, Nothing}, ::Vector{Float64})
@ DifferentiationInterfaceForwardDiffExt ~/.julia/packages/DifferentiationInterface/Yk2Kt/ext/DifferentiationInterfaceForwardDiffExt/onearg.jl:350
Some type information was truncated. Use `show(err)` to see complete types.
Environment (please complete the following information):
- Output of
using Pkg; Pkg.status()
Status `~/dev/initialization/Project.toml`
[a0c0ee7d] DifferentiationInterface v0.6.52
⌅ [f6369f11] ForwardDiff v0.10.38
[d3d80556] LineSearches v7.3.0
[961ee093] ModelingToolkit v9.76.0
[16a59e39] ModelingToolkitStandardLibrary v2.19.1
[8913a72c] NonlinearSolve v4.8.0
[7f7a1694] Optimization v4.2.0
[3e6eede4] OptimizationBBO v0.4.0
[36348300] OptimizationOptimJL v0.4.2
[42dfb2eb] OptimizationOptimisers v0.3.7
[50262376] OrdinaryDiffEqDefault v1.3.0
[127b3ac7] OrdinaryDiffEqNonlinearSolve v1.6.1
[43230ef6] OrdinaryDiffEqRosenbrock v1.9.0
[b1df2697] OrdinaryDiffEqTsit5 v1.1.0
[91a5bcdd] Plots v1.40.13
[0bca4576] SciMLBase v2.86.2
[1ed8b502] SciMLSensitivity v7.78.0
[53ae85a6] SciMLStructures v1.7.0
[2efcf032] SymbolicIndexingInterface v0.3.40
[e88e6eb3] Zygote v0.7.6
Info Packages marked with ⌅ have new versions available but compatibility constraints restrict them from upgrading. To see why use `status --outdated`
- Output of
using Pkg; Pkg.status(; mode = PKGMODE_MANIFEST)
Status `~/dev/initialization/Manifest.toml`
[47edcb42] ADTypes v1.14.0
[621f4979] AbstractFFTs v1.5.0
[1520ce14] AbstractTrees v0.4.5
[7d9f7c33] Accessors v0.1.42
[79e6a3ab] Adapt v4.3.0
[66dad0bd] AliasTables v1.1.3
[ec485272] ArnoldiMethod v0.4.0
[4fba245c] ArrayInterface v7.18.0
[4c555306] ArrayLayouts v1.11.1
[a9b6321e] Atomix v1.1.1
[e2ed5e7c] Bijections v0.1.9
[d1d4a3ce] BitFlags v0.1.9
[62783981] BitTwiddlingConvenienceFunctions v0.1.6
[a134a8b2] BlackBoxOptim v0.6.3
[8e7c35d0] BlockArrays v1.6.3
[70df07ce] BracketingNonlinearSolve v1.2.0
[fa961155] CEnum v0.5.0
[2a0fbf3d] CPUSummary v0.2.6
[a9c8d775] CPUTime v1.0.0
[7057c7e9] Cassette v0.3.14
[082447d4] ChainRules v1.72.3
[d360d2e6] ChainRulesCore v1.25.1
[fb6a15b2] CloseOpenIntervals v0.1.13
[944b1d66] CodecZlib v0.7.8
[35d6a980] ColorSchemes v3.29.0
[3da002f7] ColorTypes v0.12.1
[c3611d14] ColorVectorSpace v0.11.0
[5ae59095] Colors v0.13.0
[861a8166] Combinatorics v1.0.2
[a80b9123] CommonMark v0.9.1
[38540f10] CommonSolve v0.2.4
[bbf7d656] CommonSubexpressions v0.3.1
[f70d9fcc] CommonWorldInvalidations v1.0.0
[34da2185] Compat v4.16.0
[b152e2b5] CompositeTypes v0.1.4
[a33af91c] CompositionsBase v0.1.2
[2569d6c7] ConcreteStructs v0.2.3
[f0e56b4a] ConcurrentUtilities v2.5.0
[88cd18e8] ConsoleProgressMonitor v0.1.2
[187b0558] ConstructionBase v1.5.8
[d38c429a] Contour v0.6.3
[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
[8bb1440f] DelimitedFiles v1.9.1
[2b5f629d] DiffEqBase v6.170.1
[459566f4] DiffEqCallbacks v4.4.1
[77a26b50] DiffEqNoiseProcess v5.24.1
[163ba53b] DiffResults v1.1.0
[b552c78f] DiffRules v1.15.1
[a0c0ee7d] DifferentiationInterface v0.6.52
[8d63f2c5] DispatchDoctor v0.4.19
[31c24e10] Distributions v0.25.119
[ffbed154] DocStringExtensions v0.9.4
[5b8099bc] DomainSets v0.7.15
[7c1d4256] DynamicPolynomials v0.6.1
[06fc5a27] DynamicQuantities v1.8.0
[4e289a0a] EnumX v1.0.5
[7da242da] Enzyme v0.13.39
[f151be2c] EnzymeCore v0.8.8
[460bff9d] ExceptionUnwrapping v0.1.11
[e2ba6199] ExprTools v0.1.10
[55351af7] ExproniconLite v0.10.14
[c87230d0] FFMPEG v0.4.2
[7034ab61] FastBroadcast v0.3.5
[9aa1b823] FastClosures v0.3.2
[a4df4552] FastPower v1.1.2
[1a297f60] FillArrays v1.13.0
[64ca27bc] FindFirstFunctions v1.4.1
[6a86dc24] FiniteDiff v2.27.0
[53c48c17] FixedPointNumbers v0.8.5
[1fa38f19] Format v1.3.7
⌅ [f6369f11] ForwardDiff v0.10.38
[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 v1.4.0
[28b8d3ca] GR v0.73.14
[c27321d9] Glob v1.3.1
[86223c79] Graphs v1.12.1
[42e2da0e] Grisu v1.0.2
[cd3eb016] HTTP v1.10.16
[076d061b] HashArrayMappedTries v0.2.0
[34004b35] HypergeometricFunctions v0.3.28
[7869d1d1] IRTools v0.4.14
[615f187c] IfElse v0.1.1
[d25df0c9] Inflate v0.1.5
[18e54dd8] IntegerMathUtils v0.1.2
[8197267c] IntervalSets v0.7.11
[3587e190] InverseFunctions v0.1.17
[92d709cd] IrrationalConstants v0.2.4
[82899510] IteratorInterfaceExtensions v1.0.0
[1019f520] JLFzf v0.1.11
[692b3bcd] JLLWrappers v1.7.0
[682c06a0] JSON v0.21.4
[ae98c720] Jieko v0.2.1
[98e50ef6] JuliaFormatter v2.1.2
⌅ [70703baa] JuliaSyntax v0.4.10
[ccbc3e58] JumpProcesses v9.14.3
[63c18a36] KernelAbstractions v0.9.34
[ba0b0d4f] Krylov v0.10.0
[5be7bae1] LBFGSB v0.4.1
[929cbde3] LLVM v9.3.1
[b964fa9f] LaTeXStrings v1.4.0
[23fbe1c1] Latexify v0.16.7
[10f19ff3] LayoutPointers v0.1.17
[5078a376] LazyArrays v2.6.1
[1d6d02ad] LeftChildRightSiblingTrees v0.2.0
[87fe0de2] LineSearch v0.1.4
[d3d80556] LineSearches v7.3.0
[7ed4a6bd] LinearSolve v3.9.0
[2ab3a3ac] LogExpFunctions v0.3.29
[e6f89c97] LoggingExtras v1.1.0
[d8e11817] MLStyle v0.4.17
[1914dd2f] MacroTools v0.5.16
[d125e4d3] ManualMemory v0.1.8
[bb5d69b7] MaybeInplace v0.1.4
[739be429] MbedTLS v1.1.9
[442fdcdd] Measures v0.3.2
[e1d29d7a] Missings v1.2.0
[961ee093] ModelingToolkit v9.76.0
[16a59e39] ModelingToolkitStandardLibrary v2.19.1
[2e0e35c7] Moshi v0.3.5
[46d2c3a1] MuladdMacro v0.2.4
[102ac46a] MultivariatePolynomials v0.5.7
[d8a4904e] MutableArithmetics v1.6.4
[d41bc354] NLSolversBase v7.9.1
[872c559c] NNlib v0.9.30
[77ba4419] NaNMath v1.1.3
[8913a72c] NonlinearSolve v4.8.0
[be0214bd] NonlinearSolveBase v1.6.0
[5959db7a] NonlinearSolveFirstOrder v1.4.0
[9a2c21bd] NonlinearSolveQuasiNewton v1.3.0
[26075421] NonlinearSolveSpectralMethods v1.2.0
[d8793406] ObjectFile v0.4.4
[6fe1bfb0] OffsetArrays v1.17.0
[4d8831e6] OpenSSL v1.4.3
[429524aa] Optim v1.12.0
[3bd65402] Optimisers v0.4.6
[7f7a1694] Optimization v4.2.0
[3e6eede4] OptimizationBBO v0.4.0
[bca83a33] OptimizationBase v2.5.0
[36348300] OptimizationOptimJL v0.4.2
[42dfb2eb] OptimizationOptimisers v0.3.7
[bac558e1] OrderedCollections v1.8.0
[6ad6398a] OrdinaryDiffEqBDF v1.5.0
[bbf590c4] OrdinaryDiffEqCore v1.23.0
[50262376] OrdinaryDiffEqDefault v1.3.0
[4302a76b] OrdinaryDiffEqDifferentiation v1.7.0
[127b3ac7] OrdinaryDiffEqNonlinearSolve v1.6.1
[43230ef6] OrdinaryDiffEqRosenbrock v1.9.0
[2d112036] OrdinaryDiffEqSDIRK v1.3.0
[b1df2697] OrdinaryDiffEqTsit5 v1.1.0
[79d7bb75] OrdinaryDiffEqVerner v1.2.0
[90014a1f] PDMats v0.11.34
[d96e819e] Parameters v0.12.3
[69de0a69] Parsers v2.8.3
[ccf2f8ad] PlotThemes v3.3.0
[995b91a9] PlotUtils v1.4.3
[91a5bcdd] Plots v1.40.13
[e409e4f3] PoissonRandom v0.4.4
[f517fe37] Polyester v0.7.16
[1d0040c9] PolyesterWeave v0.2.2
[85a6dd25] PositiveFactorizations v0.2.4
[d236fae5] PreallocationTools v0.4.26
⌅ [aea7be01] PrecompileTools v1.2.1
[21216c6a] Preferences v1.4.3
[08abe8d2] PrettyTables v2.4.0
[27ebfcd6] Primes v0.5.7
[33c8b6b6] ProgressLogging v0.1.4
[92933f4c] ProgressMeter v1.10.4
[43287f4e] PtrArrays v1.3.0
[1fd47b50] QuadGK v2.11.2
[74087812] Random123 v1.7.0
[e6cf234a] RandomNumbers v1.6.0
[c1ae055f] RealDot v0.1.0
[3cdcf5f2] RecipesBase v1.3.4
[01d81517] RecipesPipeline v0.6.12
[731186ca] RecursiveArrayTools v3.33.0
[189a3867] Reexport v1.2.2
[05181044] RelocatableFolders v1.0.1
[ae029012] Requires v1.3.1
[ae5879a3] ResettableStacks v1.1.1
[37e2e3b7] ReverseDiff v1.16.1
[79098fc4] Rmath v0.8.0
[7e49a35a] RuntimeGeneratedFunctions v0.5.14
[9dfe8606] SCCNonlinearSolve v1.1.0
[94e857df] SIMDTypes v0.1.0
[0bca4576] SciMLBase v2.86.2
[19f34311] SciMLJacobianOperators v0.1.3
[c0aeaf25] SciMLOperators v0.3.13
[1ed8b502] SciMLSensitivity v7.78.0
[53ae85a6] SciMLStructures v1.7.0
[7e506255] ScopedValues v1.3.0
[6c6a2e73] Scratch v1.2.1
[efcf1570] Setfield v1.1.2
[992d4aef] Showoff v1.0.3
[777ac1f9] SimpleBufferStream v1.2.0
[727e6d20] SimpleNonlinearSolve v2.3.0
[699a6c99] SimpleTraits v0.9.4
[ce78b400] SimpleUnPack v1.1.0
[a2af1166] SortingAlgorithms v1.2.1
[9f842d2f] SparseConnectivityTracer v0.6.17
[dc90abb0] SparseInverseSubset v0.1.2
[0a514795] SparseMatrixColorings v0.4.19
[d4ead438] SpatialIndexing v0.1.6
[276daf66] SpecialFunctions v2.5.1
[860ef19b] StableRNGs v1.0.2
[aedffcd0] Static v1.2.0
[0d7ed370] StaticArrayInterface v1.8.0
[90137ffa] StaticArrays v1.9.13
[1e83bf80] StaticArraysCore v1.4.3
[82ae8749] StatsAPI v1.7.0
[2913bbd2] StatsBase v0.34.4
[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 v0.3.40
[19f23fe9] SymbolicLimits v0.2.2
[d1185830] SymbolicUtils v3.27.0
[0c5d862f] Symbolics v6.38.0
[3783bdb8] TableTraits v1.0.1
[bd369af6] Tables v1.12.0
[ed4db957] TaskLocalValues v0.1.2
[62fd8b95] TensorCore v0.1.1
[8ea1fca8] TermInterface v2.0.0
[5d786b92] TerminalLoggers v0.1.7
[1c621080] TestItems v1.0.0
[8290d209] ThreadingUtilities v0.5.3
[a759f4b9] TimerOutputs v0.5.28
[9f7883ad] Tracker v0.2.38
[e689c965] Tracy v0.1.4
[3bb67fe8] TranscodingStreams v0.11.3
[410a4b4d] Tricks v0.1.10
[781d530d] TruncatedStacktraces v1.4.0
[5c2747f8] URIs v1.5.2
[3a884ed6] UnPack v1.0.2
[1cfade01] UnicodeFun v0.4.1
[1986cc42] Unitful v1.22.0
[45397f5d] UnitfulLatexify v1.6.4
[a7c27f48] Unityper v0.1.6
[013be700] UnsafeAtomics v0.3.0
[41fe7b60] Unzip v0.2.0
[897b6980] WeakValueDicts v0.1.0
[e88e6eb3] Zygote v0.7.6
[700de1a5] ZygoteRules v0.2.7
[6e34b625] Bzip2_jll v1.0.9+0
⌃ [83423d85] Cairo_jll v1.18.4+0
[ee1fde0b] Dbus_jll v1.16.2+0
[7cc45869] Enzyme_jll v0.0.175+0
[2702e6a9] EpollShim_jll v0.0.20230411+1
[2e619515] Expat_jll v2.6.5+0
⌅ [b22a6f82] FFMPEG_jll v4.4.4+1
[a3f928ae] Fontconfig_jll v2.16.0+0
[d7e528f0] FreeType2_jll v2.13.4+0
[559328eb] FriBidi_jll v1.0.17+0
[0656b61e] GLFW_jll v3.4.0+2
[d2c73de3] GR_jll v0.73.14+0
[78b55507] Gettext_jll v0.21.0+0
⌃ [7746bdde] Glib_jll v2.82.4+0
[3b182d85] Graphite2_jll v1.3.15+0
[2e76f6c2] HarfBuzz_jll v8.5.0+0
[1d5cc7b8] IntelOpenMP_jll v2025.0.4+0
[aacddb02] JpegTurbo_jll v3.1.1+0
[c1c5ebd0] LAME_jll v3.100.2+0
[88015f11] LERC_jll v4.0.1+0
[dad2f222] LLVMExtra_jll v0.0.35+0
[1d63c593] LLVMOpenMP_jll v18.1.8+0
[dd4b983a] LZO_jll v2.10.3+0
[81d17ec3] L_BFGS_B_jll v3.0.1+0
[ad6e5548] LibTracyClient_jll v0.9.1+6
⌅ [e9f186c6] Libffi_jll v3.2.2+2
[7e76a0d4] Libglvnd_jll v1.7.1+1
[94ce4f54] Libiconv_jll v1.18.0+0
[4b2f31a3] Libmount_jll v2.41.0+0
[89763e89] Libtiff_jll v4.7.1+0
[38a345b3] Libuuid_jll v2.41.0+0
[856f044c] MKL_jll v2025.0.1+1
[e7412a2a] Ogg_jll v1.3.5+1
[458c3c95] OpenSSL_jll v3.5.0+0
[efe28fd5] OpenSpecFun_jll v0.5.6+0
[91d4177d] Opus_jll v1.3.3+0
[36c8627f] Pango_jll v1.56.1+0
[30392449] Pixman_jll v0.44.2+0
⌅ [c0090381] Qt6Base_jll v6.7.1+1
⌅ [629bc702] Qt6Declarative_jll v6.7.1+2
⌅ [ce943373] Qt6ShaderTools_jll v6.7.1+1
⌃ [e99dba38] Qt6Wayland_jll v6.7.1+1
[f50d1b31] Rmath_jll v0.5.1+0
[a44049a8] Vulkan_Loader_jll v1.3.243+0
⌃ [a2964d1f] Wayland_jll v1.21.0+2
[2381bf8a] Wayland_protocols_jll v1.36.0+0
⌅ [02c8fc9c] XML2_jll v2.13.6+1
[ffd25f8a] XZ_jll v5.8.1+0
[f67eecfb] Xorg_libICE_jll v1.1.2+0
[c834827a] Xorg_libSM_jll v1.2.6+0
[4f6342f7] Xorg_libX11_jll v1.8.12+0
[0c0b7dd1] Xorg_libXau_jll v1.0.13+0
[935fb764] Xorg_libXcursor_jll v1.2.4+0
[a3789734] Xorg_libXdmcp_jll v1.1.6+0
[1082639a] Xorg_libXext_jll v1.3.7+0
[d091e8ba] Xorg_libXfixes_jll v6.0.1+0
[a51aa0fd] Xorg_libXi_jll v1.8.3+0
[d1454406] Xorg_libXinerama_jll v1.1.6+0
[ec84b674] Xorg_libXrandr_jll v1.5.5+0
[ea2f1a96] Xorg_libXrender_jll v0.9.12+0
[c7cfdc94] Xorg_libxcb_jll v1.17.1+0
[cc61e674] Xorg_libxkbfile_jll v1.1.3+0
[e920d4aa] Xorg_xcb_util_cursor_jll v0.1.4+0
[12413925] Xorg_xcb_util_image_jll v0.4.0+1
[2def613f] Xorg_xcb_util_jll v0.4.0+1
[975044d2] Xorg_xcb_util_keysyms_jll v0.4.0+1
[0d47668e] Xorg_xcb_util_renderutil_jll v0.3.9+1
[c22f9ab0] Xorg_xcb_util_wm_jll v0.4.1+1
[35661453] Xorg_xkbcomp_jll v1.4.7+0
[33bec58e] Xorg_xkeyboard_config_jll v2.44.0+0
[c5fb5394] Xorg_xtrans_jll v1.6.0+0
[3161d3a3] Zstd_jll v1.5.7+1
[35ca27e7] eudev_jll v3.2.9+0
[214eeab7] fzf_jll v0.61.1+0
[1a1c6b14] gperf_jll v3.1.1+1
[a4ae2306] libaom_jll v3.11.0+0
[0ac62f75] libass_jll v0.15.2+0
[1183f4f0] libdecor_jll v0.2.2+0
[2db6ffa8] libevdev_jll v1.11.0+0
[f638f0a6] libfdk_aac_jll v2.0.3+0
[36db933b] libinput_jll v1.18.0+0
[b53b4c65] libpng_jll v1.6.47+0
[f27f6e37] libvorbis_jll v1.3.7+2
[009596ad] mtdev_jll v1.1.6+0
[1317d2d5] oneTBB_jll v2022.0.0+0
⌅ [1270edf5] x264_jll v2021.5.5+0
⌅ [dfaa095f] x265_jll v3.5.0+0
[d8fb68d0] xkbcommon_jll v1.8.1+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
[a63ad114] Mmap
[ca575930] NetworkOptions v1.2.0
[44cfe95a] Pkg v1.10.0
[de0858da] Printf
[3fa0cd96] REPL
[9a3f8284] Random
[ea8e919c] SHA v0.7.0
[9e88b42a] Serialization
[1a1011a3] SharedArrays
[6462fe0b] Sockets
[2f01184e] SparseArrays v1.10.0
[10745b16] Statistics v1.10.0
[4607b0f0] SuiteSparse
[fa267f1f] TOML v1.0.3
[a4e569a6] Tar v1.10.0
[8dfed614] Test
[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
[efcefdf7] PCRE2_jll v10.42.0+1
[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
Info Packages marked with ⌃ and ⌅ have new versions available. Those with ⌃ may be upgradable, but those with ⌅ are restricted by compatibility constraints from upgrading. To see why use `status --outdated -m`
- Output of
versioninfo()
julia> versioninfo()
Julia Version 1.10.8
Commit 4c16ff44be8 (2025-01-22 10:06 UTC)
Build Info:
Official https://julialang.org/ release
Platform Info:
OS: Linux (x86_64-linux-gnu)
CPU: 64 × AMD EPYC 9354 32-Core Processor
WORD_SIZE: 64
LIBM: libopenlibm
LLVM: libLLVM-15.0.7 (ORCJIT, znver3)
Threads: 16 default, 0 interactive, 8 GC (on 64 virtual cores)
Environment:
JULIA_EDITOR = code
JULIA_NUM_THREADS = 16
Additional context
This was also reported in SciML/SciMLSensitivity.jl#1190 (comment)