DifferentialEquations.jl

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Describe the bug 🐞

First, I'm sorry to write such a relatively low-quality issues without any reproducers, but in spite of some effort, I could not get any small example to behave in the same way that my large-ish codebase does.

I recently ran update for my packages, and after it, many of my differential-equation systems started behaving very differently to what they did before. While this is not the only difference, the most obvious problem is that some systems that I could previously integrate towards steady state by using long integration times no longer approach the steady state once the 'residuals' become small.

For example, using NonlinearSolve I found that the steady state of my system was u = [0.07131232625434605, 0.07131232625364332, 0.07131232625348288, 0.07131232625347139, 0.0713123262534796, 0.09304581317607492, 0.42976376335398253, 0.12062879220170165] (the residuals being around machine precision). However, when solving the ODE using Rodas5P(), Rodas5(), or QNDF(), the solution gets stuck around (with slight variation for the different solvers) u = [0.07582106860031694, 0.07450159191149168, 0.07314472200052982, 0.07175008916713825, 0.07031739939328521, 0.09532895698974209, 0.416017658839768, 0.12314270302604366], with du = [-6.0559405873918e-9, -5.733839855101517e-9, -5.411340579335256e-9, -5.08909126857429e-9, -4.7677867016953785e-9, -5.556860678915207e-9, 1.7626433796396053e-9, -5.197170886468803e-9] Once this state has been reached, the final few time steps are identical, so that e.g., sol[end] == sol[end-5]. Changing the tolerances did not change this behavior (I tried abstol = reltol = 1e-6, 1e-10, 1e-13).

I tried manually installing earlier versions of DifferentialEquations and OrdinaryDiffEq, but presumably, solving ODEs with implicit methods also relies on various other packages in SciML, and I'm not sure which packages I need to roll back to get the same effective experience I would have had by installing the latest stack from, say, a couple of months ago.

Expected behavior

Expected behavior would be as previous versions of DifferentialEquations produced.

Minimal Reproducible Example 👇

Again, apologies for not being able to be more concrete here, but I have not been able to reproduce this behavior in some small toy examples I tried, and I'm not sure how to proceed debugging the issue.

Error & Stacktrace ⚠️

Environment (please complete the following information):

• Output of using Pkg; Pkg.status()

[7d9f7c33] Accessors v0.1.42
  [65a8f2f4] ArraysOfArrays v0.6.5
  [6e4b80f9] BenchmarkTools v1.6.0
  [13f3f980] CairoMakie v0.13.4
  [35d6a980] ColorSchemes v3.29.0
  [b0b7db55] ComponentArrays v0.15.26
  [187b0558] ConstructionBase v1.5.8
  [0c46a032] DifferentialEquations v7.16.1
  [31c24e10] Distributions v0.25.119
⌅ [f6369f11] ForwardDiff v0.10.38
  [e9467ef8] GLMakie v0.11.5
  [2ab3a3ac] LogExpFunctions v0.3.29
  [54e234d5] MakieExtra v0.1.50
  [8913a72c] NonlinearSolve v4.8.0
  [1dea7af3] OrdinaryDiffEq v6.95.0
  [d236fae5] PreallocationTools v0.4.26
  [08abe8d2] PrettyTables v2.4.0
  [90137ffa] StaticArrays v1.9.13
  [c3572dad] Sundials v4.28.0
  [6aa20fa7] TensorOperations v5.2.0
  [41fe7b60] Unzip v0.2.0

• Output of using Pkg; Pkg.status(; mode = PKGMODE_MANIFEST)

[47edcb42] ADTypes v1.14.0
  [621f4979] AbstractFFTs v1.5.0
  [1520ce14] AbstractTrees v0.4.5
  [7d9f7c33] Accessors v0.1.42
  [33016aad] AccessorsExtra v0.1.95
  [79e6a3ab] Adapt v4.3.0
  [35492f91] AdaptivePredicates v1.2.0
  [66dad0bd] AliasTables v1.1.3
  [a95523ee] AlmostBlockDiagonals v0.1.10
  [27a7e980] Animations v0.4.2
  [ec485272] ArnoldiMethod v0.4.0
  [4fba245c] ArrayInterface v7.18.0
  [4c555306] ArrayLayouts v1.11.1
  [65a8f2f4] ArraysOfArrays v0.6.5
  [67c07d97] Automa v1.1.0
  [13072b0f] AxisAlgorithms v1.1.0
  [39de3d68] AxisArrays v0.4.7
  [aae01518] BandedMatrices v1.9.4
  [6e4b80f9] BenchmarkTools v1.6.0
  [62783981] BitTwiddlingConvenienceFunctions v0.1.6
  [764a87c0] BoundaryValueDiffEq v5.16.0
  [7227322d] BoundaryValueDiffEqAscher v1.5.0
  [56b672f2] BoundaryValueDiffEqCore v1.8.0
  [85d9eb09] BoundaryValueDiffEqFIRK v1.6.0
  [1a22d4ce] BoundaryValueDiffEqMIRK v1.6.0
  [9255f1d6] BoundaryValueDiffEqMIRKN v1.5.0
  [ed55bfe0] BoundaryValueDiffEqShooting v1.6.0
  [70df07ce] BracketingNonlinearSolve v1.2.0
  [fa961155] CEnum v0.5.0
  [2a0fbf3d] CPUSummary v0.2.6
  [159f3aea] Cairo v1.1.1
  [13f3f980] CairoMakie v0.13.4
  [d360d2e6] ChainRulesCore v1.25.1
  [fb6a15b2] CloseOpenIntervals v0.1.13
  [a2cac450] ColorBrewer v0.4.1
  [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
  [38540f10] CommonSolve v0.2.4
  [bbf7d656] CommonSubexpressions v0.3.1
  [f70d9fcc] CommonWorldInvalidations v1.0.0
  [34da2185] Compat v4.16.0
  [b0b7db55] ComponentArrays v0.15.26
  [a33af91c] CompositionsBase v0.1.2
  [2569d6c7] ConcreteStructs v0.2.3
  [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
  [38052440] DataManipulation v0.1.19
  [02685ad9] DataPipes v0.3.18
  [864edb3b] DataStructures v0.18.22
  [e2d170a0] DataValueInterfaces v1.0.0
  [927a84f5] DelaunayTriangulation v1.6.4
  [bcd4f6db] DelayDiffEq v5.53.0
  [85a47980] Dictionaries v0.4.5
  [2b5f629d] DiffEqBase v6.169.1
  [459566f4] DiffEqCallbacks v4.4.1
  [77a26b50] DiffEqNoiseProcess v5.24.1
  [163ba53b] DiffResults v1.1.0
  [b552c78f] DiffRules v1.15.1
  [0c46a032] DifferentialEquations v7.16.1
  [a0c0ee7d] DifferentiationInterface v0.6.52
  [b4f34e82] Distances v0.10.12
  [31c24e10] Distributions v0.25.119
  [ffbed154] DocStringExtensions v0.9.4
  [4e289a0a] EnumX v1.0.5
  [f151be2c] EnzymeCore v0.8.8
  [429591f6] ExactPredicates v2.2.8
  [d4d017d3] ExponentialUtilities v1.27.0
  [e2ba6199] ExprTools v0.1.10
  [55351af7] ExproniconLite v0.10.14
  [411431e0] Extents v0.1.5
  [7a1cc6ca] FFTW v1.8.1
  [9d29842c] FastAlmostBandedMatrices v0.1.4
  [7034ab61] FastBroadcast v0.3.5
  [9aa1b823] FastClosures v0.3.2
  [442a2c76] FastGaussQuadrature v1.0.2
  [a4df4552] FastPower v1.1.2
  [5789e2e9] FileIO v1.17.0
⌅ [8fc22ac5] FilePaths v0.8.3
  [48062228] FilePathsBase v0.9.24
  [1a297f60] FillArrays v1.13.0
  [6a86dc24] FiniteDiff v2.27.0
  [53c48c17] FixedPointNumbers v0.8.5
  [1e56b746] FlexiGroups v0.1.27
  [6394faf6] FlexiMaps v0.1.27
  [1fa38f19] Format v1.3.7
⌅ [f6369f11] ForwardDiff v0.10.38
  [b38be410] FreeType v4.1.1
  [663a7486] FreeTypeAbstraction v0.10.6
  [069b7b12] FunctionWrappers v1.1.3
  [77dc65aa] FunctionWrappersWrappers v0.1.3
  [d9f16b24] Functors v0.5.2
  [f7f18e0c] GLFW v3.4.4
  [e9467ef8] GLMakie v0.11.5
  [46192b85] GPUArraysCore v0.2.0
  [c145ed77] GenericSchur v0.5.5
  [68eda718] GeoFormatTypes v0.4.4
  [cf35fbd7] GeoInterface v1.4.1
  [5c1252a2] GeometryBasics v0.5.7
  [a2bd30eb] Graphics v1.1.3
  [86223c79] Graphs v1.12.1
  [3955a311] GridLayoutBase v0.11.1
  [42e2da0e] Grisu v1.0.2
  [34004b35] HypergeometricFunctions v0.3.28
  [615f187c] IfElse v0.1.1
  [2803e5a7] ImageAxes v0.6.12
  [c817782e] ImageBase v0.1.7
  [a09fc81d] ImageCore v0.10.5
  [82e4d734] ImageIO v0.6.9
  [bc367c6b] ImageMetadata v0.9.10
  [313cdc1a] Indexing v1.1.1
  [9b13fd28] IndirectArrays v1.0.0
  [d25df0c9] Inflate v0.1.5
  [a98d9a8b] Interpolations v0.15.1
  [d1acc4aa] IntervalArithmetic v0.22.29
  [8197267c] IntervalSets v0.7.10
  [3587e190] InverseFunctions v0.1.17
  [92d709cd] IrrationalConstants v0.2.4
  [f1662d9f] Isoband v0.1.1
  [c8e1da08] IterTools v1.10.0
  [82899510] IteratorInterfaceExtensions v1.0.0
  [692b3bcd] JLLWrappers v1.7.0
  [682c06a0] JSON v0.21.4
  [ae98c720] Jieko v0.2.1
  [b835a17e] JpegTurbo v0.1.6
  [ccbc3e58] JumpProcesses v9.14.3
  [5ab0869b] KernelDensity v0.6.9
  [ba0b0d4f] Krylov v0.10.0
  [80d9ef48] KwdefHelpers v0.1.0
  [8ac3fa9e] LRUCache v1.6.2
  [b964fa9f] LaTeXStrings v1.4.0
  [10f19ff3] LayoutPointers v0.1.17
  [5078a376] LazyArrays v2.6.1
  [8cdb02fc] LazyModules v0.3.1
  [2d8b4e74] LevyArea v1.0.0
  [87fe0de2] LineSearch v0.1.4
  [d3d80556] LineSearches v7.3.0
  [7ed4a6bd] LinearSolve v3.8.0
  [2ab3a3ac] LogExpFunctions v0.3.29
  [1914dd2f] MacroTools v0.5.16
  [ee78f7c6] Makie v0.22.4
  [20f20a25] MakieCore v0.9.2
  [54e234d5] MakieExtra v0.1.50
  [d125e4d3] ManualMemory v0.1.8
  [dbb5928d] MappedArrays v0.4.2
  [0a4f8689] MathTeXEngine v0.6.3
  [a3b82374] MatrixFactorizations v3.0.1
  [bb5d69b7] MaybeInplace v0.1.4
  [7269a6da] MeshIO v0.5.3
  [e1d29d7a] Missings v1.2.0
  [66fc600b] ModernGL v1.1.8
  [e94cdb99] MosaicViews v0.3.4
  [2e0e35c7] Moshi v0.3.5
  [46d2c3a1] MuladdMacro v0.2.4
  [d41bc354] NLSolversBase v7.9.1
  [2774e3e8] NLsolve v4.5.1
  [77ba4419] NaNMath v1.1.3
  [f09324ee] Netpbm v1.1.1
  [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
⌅ [e86c9b32] ObjectiveC v3.3.0
  [510215fc] Observables v0.5.5
  [6fe1bfb0] OffsetArrays v1.17.0
  [52e1d378] OpenEXR v0.3.3
  [429524aa] Optim v1.12.0
  [bac558e1] OrderedCollections v1.8.0
  [1dea7af3] OrdinaryDiffEq v6.95.0
  [89bda076] OrdinaryDiffEqAdamsBashforthMoulton v1.2.0
  [6ad6398a] OrdinaryDiffEqBDF v1.5.0
  [bbf590c4] OrdinaryDiffEqCore v1.23.0
  [50262376] OrdinaryDiffEqDefault v1.3.0
  [4302a76b] OrdinaryDiffEqDifferentiation v1.7.0
  [9286f039] OrdinaryDiffEqExplicitRK v1.1.0
  [e0540318] OrdinaryDiffEqExponentialRK v1.4.0
  [becaefa8] OrdinaryDiffEqExtrapolation v1.5.0
  [5960d6e9] OrdinaryDiffEqFIRK v1.10.0
  [101fe9f7] OrdinaryDiffEqFeagin v1.1.0
  [d3585ca7] OrdinaryDiffEqFunctionMap v1.1.1
  [d28bc4f8] OrdinaryDiffEqHighOrderRK v1.1.0
  [9f002381] OrdinaryDiffEqIMEXMultistep v1.3.0
  [521117fe] OrdinaryDiffEqLinear v1.1.0
  [1344f307] OrdinaryDiffEqLowOrderRK v1.2.0
  [b0944070] OrdinaryDiffEqLowStorageRK v1.3.0
  [127b3ac7] OrdinaryDiffEqNonlinearSolve v1.6.1
  [c9986a66] OrdinaryDiffEqNordsieck v1.1.0
  [5dd0a6cf] OrdinaryDiffEqPDIRK v1.3.0
  [5b33eab2] OrdinaryDiffEqPRK v1.1.0
  [04162be5] OrdinaryDiffEqQPRK v1.1.0
  [af6ede74] OrdinaryDiffEqRKN v1.1.0
  [43230ef6] OrdinaryDiffEqRosenbrock v1.9.0
  [2d112036] OrdinaryDiffEqSDIRK v1.3.0
  [669c94d9] OrdinaryDiffEqSSPRK v1.3.0
  [e3e12d00] OrdinaryDiffEqStabilizedIRK v1.3.0
  [358294b1] OrdinaryDiffEqStabilizedRK v1.1.0
  [fa646aed] OrdinaryDiffEqSymplecticRK v1.3.0
  [b1df2697] OrdinaryDiffEqTsit5 v1.1.0
  [79d7bb75] OrdinaryDiffEqVerner v1.2.0
  [90014a1f] PDMats v0.11.34
  [f57f5aa1] PNGFiles v0.4.4
  [65ce6f38] PackageExtensionCompat v1.0.2
  [19eb6ba3] Packing v0.5.1
  [5432bcbf] PaddedViews v0.5.12
  [d96e819e] Parameters v0.12.3
  [69de0a69] Parsers v2.8.2
  [eebad327] PkgVersion v0.3.3
  [995b91a9] PlotUtils v1.4.3
  [e409e4f3] PoissonRandom v0.4.4
  [f517fe37] Polyester v0.7.16
  [1d0040c9] PolyesterWeave v0.2.2
  [647866c9] PolygonOps v0.1.2
  [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
  [92933f4c] ProgressMeter v1.10.4
  [43287f4e] PtrArrays v1.3.0
  [5f89f4a4] PyFormattedStrings v0.1.12
  [4b34888f] QOI v1.0.1
  [1fd47b50] QuadGK v2.11.2
  [74087812] Random123 v1.7.0
  [e6cf234a] RandomNumbers v1.6.0
  [b3c3ace0] RangeArrays v0.3.2
  [c84ed2f1] Ratios v0.4.5
  [3cdcf5f2] RecipesBase v1.3.4
  [731186ca] RecursiveArrayTools v3.32.1
  [189a3867] Reexport v1.2.2
  [05181044] RelocatableFolders v1.0.1
  [ae029012] Requires v1.3.1
  [ae5879a3] ResettableStacks v1.1.1
  [79098fc4] Rmath v0.8.0
  [5eaf0fd0] RoundingEmulator v0.2.1
  [7e49a35a] RuntimeGeneratedFunctions v0.5.14
  [fdea26ae] SIMD v3.7.1
  [94e857df] SIMDTypes v0.1.0
  [0bca4576] SciMLBase v2.85.0
  [19f34311] SciMLJacobianOperators v0.1.3
  [c0aeaf25] SciMLOperators v0.3.13
  [53ae85a6] SciMLStructures v1.7.0
  [6c6a2e73] Scratch v1.2.1
  [efcf1570] Setfield v1.1.2
  [65257c39] ShaderAbstractions v0.5.0
  [992d4aef] Showoff v1.0.3
  [73760f76] SignedDistanceFields v0.4.0
  [727e6d20] SimpleNonlinearSolve v2.3.0
  [699a6c99] SimpleTraits v0.9.4
  [ce78b400] SimpleUnPack v1.1.0
  [45858cf5] Sixel v0.1.3
  [fc65d762] Skipper v0.1.15
  [a2af1166] SortingAlgorithms v1.2.1
  [9f842d2f] SparseConnectivityTracer v0.6.17
  [47a9eef4] SparseDiffTools v2.25.0
  [0a514795] SparseMatrixColorings v0.4.18
  [276daf66] SpecialFunctions v2.5.1
  [860ef19b] StableRNGs v1.0.2
  [cae243ae] StackViews v0.1.1
  [aedffcd0] Static v1.2.0
  [0d7ed370] StaticArrayInterface v1.8.0
  [90137ffa] StaticArrays v1.9.13
  [1e83bf80] StaticArraysCore v1.4.3
  [10745b16] Statistics v1.11.1
  [82ae8749] StatsAPI v1.7.0
  [2913bbd2] StatsBase v0.34.4
  [4c63d2b9] StatsFuns v1.4.0
  [9672c7b4] SteadyStateDiffEq v2.5.0
  [789caeaf] StochasticDiffEq v6.76.0
  [7792a7ef] StrideArraysCore v0.5.7
  [5e0ebb24] Strided v2.3.0
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⌅ [09ab397b] StructArrays v0.6.21
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  [c3572dad] Sundials v4.28.0
  [2efcf032] SymbolicIndexingInterface v0.3.39
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  [6aa20fa7] TensorOperations v5.2.0
  [8290d209] ThreadingUtilities v0.5.3
  [731e570b] TiffImages v0.11.3
  [a759f4b9] TimerOutputs v0.5.28
  [3bb67fe8] TranscodingStreams v0.11.3
  [981d1d27] TriplotBase v0.1.0
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  [9d95972d] TupleTools v1.6.0
  [3a884ed6] UnPack v1.0.2
  [1cfade01] UnicodeFun v0.4.1
  [1986cc42] Unitful v1.22.0
  [41fe7b60] Unzip v0.2.0
  [409d34a3] VectorInterface v0.5.0
  [19fa3120] VertexSafeGraphs v0.2.0
  [e3aaa7dc] WebP v0.1.3
  [efce3f68] WoodburyMatrices v1.0.0
  [6e34b625] Bzip2_jll v1.0.9+0
  [4e9b3aee] CRlibm_jll v1.0.1+0
⌃ [83423d85] Cairo_jll v1.18.4+0
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⌃ [7746bdde] Glib_jll v2.82.4+0
  [3b182d85] Graphite2_jll v1.3.15+0
  [2e76f6c2] HarfBuzz_jll v8.5.0+0
  [905a6f67] Imath_jll v3.1.11+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
  [1d63c593] LLVMOpenMP_jll v18.1.8+0
  [dd4b983a] LZO_jll v2.10.3+0
⌅ [e9f186c6] Libffi_jll v3.2.2+2
  [7e76a0d4] Libglvnd_jll v1.7.1+1
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  [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
  [6cdc7f73] OpenBLASConsistentFPCSR_jll v0.3.29+0
  [18a262bb] OpenEXR_jll v3.2.4+0
  [458c3c95] OpenSSL_jll v3.5.0+0
  [efe28fd5] OpenSpecFun_jll v0.5.6+0
  [91d4177d] Opus_jll v1.3.3+0
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  [30392449] Pixman_jll v0.44.2+0
  [f50d1b31] Rmath_jll v0.5.1+0
⌅ [fb77eaff] Sundials_jll v5.2.3+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
  [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
  [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
  [9a68df92] isoband_jll v0.2.3+0
  [a4ae2306] libaom_jll v3.11.0+0
  [0ac62f75] libass_jll v0.15.2+0
  [1183f4f0] libdecor_jll v0.2.2+0
  [f638f0a6] libfdk_aac_jll v2.0.3+0
  [b53b4c65] libpng_jll v1.6.47+0
  [075b6546] libsixel_jll v1.10.5+0
  [f27f6e37] libvorbis_jll v1.3.7+2
  [c5f90fcd] libwebp_jll v1.5.0+0
  [1317d2d5] oneTBB_jll v2022.0.0+0
  [1270edf5] x264_jll v10164.0.1+0
⌅ [dfaa095f] x265_jll v3.6.0+0
  [d8fb68d0] xkbcommon_jll v1.4.1+2
  [0dad84c5] ArgTools v1.1.2
  [56f22d72] Artifacts v1.11.0
  [2a0f44e3] Base64 v1.11.0
  [8bf52ea8] CRC32c v1.11.0
  [ade2ca70] Dates v1.11.0
  [8ba89e20] Distributed v1.11.0
  [f43a241f] Downloads v1.6.0
  [7b1f6079] FileWatching v1.11.0
  [9fa8497b] Future v1.11.0
  [b77e0a4c] InteractiveUtils v1.11.0
  [4af54fe1] LazyArtifacts v1.11.0
  [b27032c2] LibCURL v0.6.4
  [76f85450] LibGit2 v1.11.0
  [8f399da3] Libdl v1.11.0
  [37e2e46d] LinearAlgebra v1.11.0
  [56ddb016] Logging v1.11.0
  [d6f4376e] Markdown v1.11.0
  [a63ad114] Mmap v1.11.0
  [ca575930] NetworkOptions v1.2.0
  [44cfe95a] Pkg v1.11.0
  [de0858da] Printf v1.11.0
  [9abbd945] Profile v1.11.0
  [3fa0cd96] REPL v1.11.0
  [9a3f8284] Random v1.11.0
  [ea8e919c] SHA v0.7.0
  [9e88b42a] Serialization v1.11.0
  [1a1011a3] SharedArrays v1.11.0
  [6462fe0b] Sockets v1.11.0
  [2f01184e] SparseArrays v1.11.0
  [f489334b] StyledStrings v1.11.0
  [4607b0f0] SuiteSparse
  [fa267f1f] TOML v1.0.3
  [a4e569a6] Tar v1.10.0
  [8dfed614] Test v1.11.0
  [cf7118a7] UUIDs v1.11.0
  [4ec0a83e] Unicode v1.11.0
  [e66e0078] CompilerSupportLibraries_jll v1.1.1+0
  [deac9b47] LibCURL_jll v8.6.0+0
  [e37daf67] LibGit2_jll v1.7.2+0
  [29816b5a] LibSSH2_jll v1.11.0+1
  [c8ffd9c3] MbedTLS_jll v2.28.6+0
  [14a3606d] MozillaCACerts_jll v2023.12.12
  [4536629a] OpenBLAS_jll v0.3.27+1
  [05823500] OpenLibm_jll v0.8.5+0
  [efcefdf7] PCRE2_jll v10.42.0+1
  [bea87d4a] SuiteSparse_jll v7.7.0+0
  [83775a58] Zlib_jll v1.2.13+1
  [8e850b90] libblastrampoline_jll v5.11.0+0
  [8e850ede] nghttp2_jll v1.59.0+0
  [3f19e933] p7zip_jll v17.4.0+2

• Output of versioninfo()

Julia Version 1.11.5
Commit 760b2e5b739 (2025-04-14 06:53 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
  CPU: 12 × Intel(R) Core(TM) i7-10750H CPU @ 2.60GHz
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, skylake)
Threads: 1 default, 0 interactive, 1 GC (on 12 virtual cores)
Environment:
  JULIA_EDITOR = code
  JULIA_NUM_THREADS = 

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