Bug: NLsolveJL + SIAMFANLEquationsJL allocate a dense Jacobian for Anderson Acceleration

[briochemc]

Describe the bug 🐞

In an aplication of mine where I tried both NLsolveJL and SIAMFANLEquationsJL Anderson Acceleration, they both crashed out of RAM (47G limit). According to Claude they both unconditionally allocated a dense N×N Jacobian matrix, although Anderson Acceleration should not need one. SpeedMapping and FixedPointAcceleration did not have that issue.

Expected behavior

AFAIU Anderson acceleration solvers should skip the Jacobian altogether.

Claude generated MRE:

**Minimal Reproducible Example 👇**
# MWE: NonlinearSolve allocates dense N×N Jacobian for Anderson acceleration
# via NLsolveJL and SIAMFANLEquationsJL wrappers, even though Anderson
# acceleration does not use a Jacobian.
#
# NLsolve.jl's own nlsolve() correctly uses NonDifferentiable (no Jacobian)
# for method=:anderson, but NonlinearSolve's wrapper always creates
# OnceDifferentiable with a dense Jacobian.
#
# Similarly, SIAMFANLEquations.aasol() only needs Vstore of size N×(3m+3),
# but NonlinearSolve's wrapper allocates FPS = zeros(N, N) unconditionally.

using NonlinearSolve, NLsolve, SIAMFANLEquations

N = 50_000  # try increasing to see memory blow up
G!(F, x, p) = (F .= sin.(x) .- x)  # simple fixed-point residual
x0 = ones(N)

# This allocates a dense N×N Jacobian (~20 GB for N=50k) — OOM for large N
prob = NonlinearProblem(NonlinearFunction(G!), x0, [])
sol = solve(prob, NLsolveJL(; method = :anderson, m = 5))  # OOM!

# NLsolve directly — no Jacobian, works fine
f!(F, x) = G!(F, x, [])
result = NLsolve.nlsolve(f!, x0; method = :anderson, m = 5)  # OK

Error & Stacktrace ⚠️

The jobs are killed because they exceed the memory limit requested.

Environment (please complete the following information):

• Output of using Pkg; Pkg.status()

julia> using Pkg; Pkg.status()
Status `~/Projects/TMIP/ACCESS-OM2_x_Oceananigans/Project.toml`
  [47edcb42] ADTypes v1.21.0
  [79e6a3ab] Adapt v4.5.0
  [052768ef] CUDA v5.9.7
  [13f3f980] CairoMakie v0.15.9
  [a0c0ee7d] DifferentiationInterface v0.7.16
⌅ [0703355e] DimensionalData v0.29.27
  [817d07cb] FixedPointAcceleration v1.1.1
  [f6369f11] ForwardDiff v1.3.2
  [46192b85] GPUArraysCore v0.2.0
  [033835bb] JLD2 v0.6.3
  [63c18a36] KernelAbstractions v0.9.40
  [7ed4a6bd] LinearSolve v3.63.0
  [85f8d34a] NCDatasets v0.14.12
  [2774e3e8] NLsolve v4.5.1
  [30363a11] NetCDF v0.12.2
  [8913a72c] NonlinearSolve v4.16.0
  [d1bb7020] OceanBasins v0.1.10
  [c2b4a04e] OceanTransportMatrixBuilder v0.8.3
  [9e8cae18] Oceananigans v0.105.1 `https://github.com/briochemc/Oceananigans.jl.git#bp/offline-ACCESS-OM2`
  [46dd5b70] Pardiso v1.1.2
  [084e46ad] SIAMFANLEquations v1.0.2
  [9f842d2f] SparseConnectivityTracer v1.2.1
  [0a514795] SparseMatrixColorings v0.4.24
  [f1835b91] SpeedMapping v0.4.1
  [10745b16] Statistics v1.11.1
  [c21b50f5] YAXArrays v0.7.2
⌃ [9e0b026c] ParU_jll v1.0.0+0
  [de0858da] Printf v1.11.0
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`

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

Status `~/Projects/TMIP/ACCESS-OM2_x_Oceananigans/Manifest.toml`
  [47edcb42] ADTypes v1.21.0
  [fbe9abb3] AWS v1.97.1
  [1c724243] AWSS3 v0.11.4
  [621f4979] AbstractFFTs v1.5.0
  [1520ce14] AbstractTrees v0.4.5
  [7d9f7c33] Accessors v0.1.43
  [79e6a3ab] Adapt v4.5.0
  [35492f91] AdaptivePredicates v1.2.0
  [66dad0bd] AliasTables v1.1.3
  [27a7e980] Animations v0.4.2
  [dce04be8] ArgCheck v2.5.0
  [ec485272] ArnoldiMethod v0.4.0
  [4fba245c] ArrayInterface v7.22.0
  [4c555306] ArrayLayouts v1.12.2
  [31f734f8] ArrowTypes v2.3.0
  [a9b6321e] Atomix v1.1.2
  [67c07d97] Automa v1.1.0
  [13072b0f] AxisAlgorithms v1.1.0
  [39de3d68] AxisArrays v0.4.8
  [ab4f0b2a] BFloat16s v0.6.1
  [aae01518] BandedMatrices v1.11.0
  [18cc8868] BaseDirs v1.3.2
  [d1d4a3ce] BitFlags v0.1.9
  [a74b3585] Blosc v0.7.3
  [70df07ce] BracketingNonlinearSolve v1.11.0
  [fa961155] CEnum v0.5.0
  [179af706] CFTime v0.2.5
  [96374032] CRlibm v1.0.2
  [052768ef] CUDA v5.9.7
  [1af6417a] CUDA_Runtime_Discovery v1.0.0
  [159f3aea] Cairo v1.1.1
  [13f3f980] CairoMakie v0.15.9
  [d360d2e6] ChainRulesCore v1.26.0
  [0b6fb165] ChunkCodecCore v1.0.1
  [4c0bbee4] ChunkCodecLibZlib v1.0.0
  [55437552] ChunkCodecLibZstd v1.0.0
  [6309b1aa] CodecInflate64 v0.1.3
  [944b1d66] CodecZlib v0.7.8
  [a2cac450] ColorBrewer v0.4.2
  [35d6a980] ColorSchemes v3.31.0
  [3da002f7] ColorTypes v0.12.1
  [c3611d14] ColorVectorSpace v0.11.0
  [5ae59095] Colors v0.13.1
  [1fbeeb36] CommonDataModel v0.4.2
  [38540f10] CommonSolve v0.2.6
  [bbf7d656] CommonSubexpressions v0.3.1
  [34da2185] Compat v4.18.1
  [a33af91c] CompositionsBase v0.1.2
  [95dc2771] ComputePipeline v0.1.7
  [2569d6c7] ConcreteStructs v0.2.3
  [f0e56b4a] ConcurrentUtilities v2.5.1
  [88cd18e8] ConsoleProgressMonitor v0.1.2
  [187b0558] ConstructionBase v1.6.0
  [d38c429a] Contour v0.6.3
  [a8cc5b0e] Crayons v4.1.1
  [7445602f] CubedSphere v0.3.4
  [9a962f9c] DataAPI v1.16.0
  [124859b0] DataDeps v0.7.13
⌅ [864edb3b] DataStructures v0.18.22
  [e2d170a0] DataValueInterfaces v1.0.0
  [b342263e] DateTimes64 v1.0.1
  [927a84f5] DelaunayTriangulation v1.6.6
  [8bb1440f] DelimitedFiles v1.9.1
  [163ba53b] DiffResults v1.1.0
  [b552c78f] DiffRules v1.15.1
  [a0c0ee7d] DifferentiationInterface v0.7.16
⌅ [0703355e] DimensionalData v0.29.27
  [2d4b2e14] DiskArrayEngine v0.3.2
  [fcd2136c] DiskArrayTools v0.1.12
  [3c3547ce] DiskArrays v0.4.19
  [b4f34e82] Distances v0.10.12
  [31c24e10] Distributions v0.25.123
  [ffbed154] DocStringExtensions v0.9.5
  [4e289a0a] EnumX v1.0.7
  [f151be2c] EnzymeCore v0.8.18
  [429591f6] ExactPredicates v2.2.9
  [460bff9d] ExceptionUnwrapping v0.1.11
  [e2ba6199] ExprTools v0.1.10
  [21656369] ExpressionExplorer v1.1.4
  [55351af7] ExproniconLite v0.10.14
  [411431e0] Extents v0.1.6
  [8f5d6c58] EzXML v1.2.3
  [b86e33f2] FFTA v0.3.1
  [7a1cc6ca] FFTW v1.10.0
  [9aa1b823] FastClosures v0.3.2
  [5789e2e9] FileIO v1.18.0
  [8fc22ac5] FilePaths v0.9.0
  [48062228] FilePathsBase v0.9.24
  [1a297f60] FillArrays v1.16.0
  [6a86dc24] FiniteDiff v2.29.0
  [817d07cb] FixedPointAcceleration v1.1.1
  [53c48c17] FixedPointNumbers v0.8.5
  [1fa38f19] Format v1.3.7
  [f6369f11] ForwardDiff v1.3.2
  [b38be410] FreeType v4.1.1
  [663a7486] FreeTypeAbstraction v0.10.8
  [069b7b12] FunctionWrappers v1.1.3
  [77dc65aa] FunctionWrappersWrappers v0.1.3
  [0c68f7d7] GPUArrays v11.4.1
  [46192b85] GPUArraysCore v0.2.0
  [61eb1bfa] GPUCompiler v1.8.2
  [096a3bc2] GPUToolbox v1.0.0
  [5c1252a2] GeometryBasics v0.5.10
  [bc5e4493] GitHub v5.12.0
  [c27321d9] Glob v1.4.0
  [a2bd30eb] Graphics v1.1.3
⌃ [86223c79] Graphs v1.13.1
  [3955a311] GridLayoutBase v0.11.2
  [42e2da0e] Grisu v1.0.2
  [cd3eb016] HTTP v1.10.19
  [076d061b] HashArrayMappedTries v0.2.0
  [34004b35] HypergeometricFunctions v0.3.28
  [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
  [9b13fd28] IndirectArrays v1.0.0
  [d25df0c9] Inflate v0.1.5
  [83e8ac13] IniFile v0.5.1
  [0c81fc1b] InputBuffers v1.1.1
  [18e54dd8] IntegerMathUtils v0.1.3
  [85a1e053] Interfaces v0.3.2
⌅ [a98d9a8b] Interpolations v0.15.1
  [d1acc4aa] IntervalArithmetic v1.0.2
  [8197267c] IntervalSets v0.7.13
  [3587e190] InverseFunctions v0.1.17
  [41ab1584] InvertedIndices v1.3.1
  [b6b21f68] Ipopt v1.14.1
  [92d709cd] IrrationalConstants v0.2.6
  [f1662d9f] Isoband v0.1.1
  [c8e1da08] IterTools v1.10.0
  [82899510] IteratorInterfaceExtensions v1.0.0
  [033835bb] JLD2 v0.6.3
  [692b3bcd] JLLWrappers v1.7.1
  [682c06a0] JSON v1.4.0
  [ae98c720] Jieko v0.2.1
  [b835a17e] JpegTurbo v0.1.6
  [63c18a36] KernelAbstractions v0.9.40
  [5ab0869b] KernelDensity v0.6.11
  [ba0b0d4f] Krylov v0.10.5
  [5be7bae1] LBFGSB v0.4.1
  [929cbde3] LLVM v9.4.6
  [8b046642] LLVMLoopInfo v1.0.0
  [8ac3fa9e] LRUCache v1.6.2
  [b964fa9f] LaTeXStrings v1.4.0
  [8cdb02fc] LazyModules v0.3.1
  [1d6d02ad] LeftChildRightSiblingTrees v0.2.1
  [87fe0de2] LineSearch v0.1.6
⌃ [d3d80556] LineSearches v7.5.1
  [7ed4a6bd] LinearSolve v3.63.0
  [2ab3a3ac] LogExpFunctions v0.3.29
  [e6f89c97] LoggingExtras v1.2.0
  [da04e1cc] MPI v0.20.23
  [3da0fdf6] MPIPreferences v0.1.11
  [1914dd2f] MacroTools v0.5.16
  [ee78f7c6] Makie v0.24.9
  [dbb5928d] MappedArrays v0.4.3
  [0a4f8689] MathTeXEngine v0.6.7
  [bb5d69b7] MaybeInplace v0.1.4
  [739be429] MbedTLS v1.1.10
  [e1d29d7a] Missings v1.2.0
  [78c3b35d] Mocking v0.8.1
  [e94cdb99] MosaicViews v0.3.4
  [2e0e35c7] Moshi v0.3.7
  [46d2c3a1] MuladdMacro v0.2.4
  [85f8d34a] NCDatasets v0.14.12
⌅ [d41bc354] NLSolversBase v7.10.0
  [2774e3e8] NLsolve v4.5.1
  [5da4648a] NVTX v1.0.3
  [77ba4419] NaNMath v1.1.3
  [30363a11] NetCDF v0.12.2
  [f09324ee] Netpbm v1.1.1
  [8913a72c] NonlinearSolve v4.16.0
  [be0214bd] NonlinearSolveBase v2.15.0
  [5959db7a] NonlinearSolveFirstOrder v2.0.0
  [9a2c21bd] NonlinearSolveQuasiNewton v1.12.0
  [26075421] NonlinearSolveSpectralMethods v1.6.0
  [510215fc] Observables v0.5.5
  [d1bb7020] OceanBasins v0.1.10
  [c2b4a04e] OceanTransportMatrixBuilder v0.8.3
  [9e8cae18] Oceananigans v0.105.1 `https://github.com/briochemc/Oceananigans.jl.git#bp/offline-ACCESS-OM2`
  [6fe1bfb0] OffsetArrays v1.17.0
  [a15396b6] OnlineStats v1.7.3
  [925886fa] OnlineStatsBase v1.7.1
  [52e1d378] OpenEXR v0.3.3
  [4d8831e6] OpenSSL v1.6.1
⌅ [429524aa] Optim v1.13.3
⌅ [7f7a1694] Optimization v4.8.0
⌅ [bca83a33] OptimizationBase v2.14.0
⌅ [43fad042] OptimizationIpopt v0.2.2
⌃ [36348300] OptimizationOptimJL v0.4.5
  [bac558e1] OrderedCollections v1.8.1
  [90014a1f] PDMats v0.11.37
  [f57f5aa1] PNGFiles v0.4.4
  [19eb6ba3] Packing v0.5.1
  [5432bcbf] PaddedViews v0.5.12
  [fad6cfc8] ParallelUtilities v0.8.6
  [46dd5b70] Pardiso v1.1.2
  [69de0a69] Parsers v2.8.3
  [eebad327] PkgVersion v0.3.3
  [995b91a9] PlotUtils v1.4.4
  [647866c9] PolygonOps v0.1.2
  [85a6dd25] PositiveFactorizations v0.2.4
  [d236fae5] PreallocationTools v1.1.2
  [aea7be01] PrecompileTools v1.3.3
  [21216c6a] Preferences v1.5.2
  [08abe8d2] PrettyTables v3.2.3
  [27ebfcd6] Primes v0.5.7
  [33c8b6b6] ProgressLogging v0.1.6
  [92933f4c] ProgressMeter v1.11.0
  [43287f4e] PtrArrays v1.4.0
  [4b34888f] QOI v1.0.2
  [1fd47b50] QuadGK v2.11.2
  [94ee1d12] Quaternions v0.7.7
  [74087812] Random123 v1.7.1
  [e6cf234a] RandomNumbers v1.6.0
  [b3c3ace0] RangeArrays v0.3.2
  [c84ed2f1] Ratios v0.4.5
  [a3311ec8] ReactantCore v0.1.16
  [c1ae055f] RealDot v0.1.0
  [3cdcf5f2] RecipesBase v1.3.4
  [731186ca] RecursiveArrayTools v3.48.0
  [189a3867] Reexport v1.2.2
  [05181044] RelocatableFolders v1.0.1
  [ae029012] Requires v1.3.1
  [20febd7b] Retry v0.4.1
  [79098fc4] Rmath v0.9.0
  [6038ab10] Rotations v1.7.1
  [5eaf0fd0] RoundingEmulator v0.2.1
  [7e49a35a] RuntimeGeneratedFunctions v0.5.17
  [084e46ad] SIAMFANLEquations v1.0.2
  [fdea26ae] SIMD v3.7.2
  [0bca4576] SciMLBase v2.148.0
  [19f34311] SciMLJacobianOperators v0.1.12
  [a6db7da4] SciMLLogging v1.9.1
  [c0aeaf25] SciMLOperators v1.15.1
  [431bcebd] SciMLPublic v1.0.1
  [53ae85a6] SciMLStructures v1.10.0
  [7e506255] ScopedValues v1.5.0
  [6c6a2e73] Scratch v1.3.0
  [d496a93d] SeawaterPolynomials v0.3.10
  [efcf1570] Setfield v1.1.2
  [65257c39] ShaderAbstractions v0.5.0
  [992d4aef] Showoff v1.0.3
  [73760f76] SignedDistanceFields v0.4.1
  [777ac1f9] SimpleBufferStream v1.2.0
  [727e6d20] SimpleNonlinearSolve v2.11.0
  [699a6c99] SimpleTraits v0.9.5
  [45858cf5] Sixel v0.1.5
  [2133526b] SodiumSeal v0.1.1
  [a2af1166] SortingAlgorithms v1.2.2
  [9f842d2f] SparseConnectivityTracer v1.2.1
  [0a514795] SparseMatrixColorings v0.4.24
  [276daf66] SpecialFunctions v2.7.1
  [f1835b91] SpeedMapping v0.4.1
  [171d559e] SplittablesBase v0.1.15
  [860ef19b] StableRNGs v1.0.4
  [cae243ae] StackViews v0.1.2
  [90137ffa] StaticArrays v1.9.17
  [1e83bf80] StaticArraysCore v1.4.4
  [10745b16] Statistics v1.11.1
  [82ae8749] StatsAPI v1.8.0
  [2913bbd2] StatsBase v0.34.10
  [4c63d2b9] StatsFuns v1.5.2
  [892a3eda] StringManipulation v0.4.4
  [09ab397b] StructArrays v0.7.2
  [ec057cc2] StructUtils v2.6.3
  [2da68c74] SymDict v0.3.0
  [2efcf032] SymbolicIndexingInterface v0.3.46
  [3783bdb8] TableTraits v1.0.1
  [bd369af6] Tables v1.12.1
  [6aa5eb33] TaylorSeries v0.20.10
  [62fd8b95] TensorCore v0.1.1
  [5d786b92] TerminalLoggers v0.1.7
  [731e570b] TiffImages v0.11.6
  [a759f4b9] TimerOutputs v0.5.29
  [e689c965] Tracy v0.1.6
  [3bb67fe8] TranscodingStreams v0.11.3
  [981d1d27] TriplotBase v0.1.0
  [5c2747f8] URIs v1.6.1
  [1cfade01] UnicodeFun v0.4.1
  [1986cc42] Unitful v1.28.0
  [013be700] UnsafeAtomics v0.3.0
  [e3aaa7dc] WebP v0.1.3
  [bbac0a1f] WeightedOnlineStats v0.6.3
  [efce3f68] WoodburyMatrices v1.1.0
  [228000da] XMLDict v0.4.1
  [90b8fcef] YAXArrayBase v0.7.8
  [c21b50f5] YAXArrays v0.7.2
  [0a941bbe] Zarr v0.9.6
  [49080126] ZipArchives v2.6.0
  [ae81ac8f] ASL_jll v0.1.3+0
  [0b7ba130] Blosc_jll v1.21.7+0
  [6e34b625] Bzip2_jll v1.0.9+0
  [4e9b3aee] CRlibm_jll v1.0.1+0
  [d1e2174e] CUDA_Compiler_jll v0.4.1+1
  [4ee394cb] CUDA_Driver_jll v13.1.0+2
⌅ [76a88914] CUDA_Runtime_jll v0.19.2+0
  [83423d85] Cairo_jll v1.18.5+1
  [5ae413db] EarCut_jll v2.2.4+0
  [2e619515] Expat_jll v2.7.3+0
  [b22a6f82] FFMPEG_jll v8.0.1+0
  [f5851436] FFTW_jll v3.3.11+0
  [a3f928ae] Fontconfig_jll v2.17.1+0
  [d7e528f0] FreeType2_jll v2.13.4+0
  [559328eb] FriBidi_jll v1.0.17+0
  [b0724c58] GettextRuntime_jll v0.22.4+0
  [59f7168a] Giflib_jll v5.2.3+0
  [7746bdde] Glib_jll v2.86.3+0
  [3b182d85] Graphite2_jll v1.3.15+0
⌅ [0234f1f7] HDF5_jll v1.14.6+0
  [2e76f6c2] HarfBuzz_jll v8.5.1+0
  [e33a78d0] Hwloc_jll v2.13.0+0
  [905a6f67] Imath_jll v3.2.2+0
  [1d5cc7b8] IntelOpenMP_jll v2025.2.0+0
  [9cc047cb] Ipopt_jll v300.1400.1901+0
  [aacddb02] JpegTurbo_jll v3.1.4+0
  [9c1d0b0a] JuliaNVTXCallbacks_jll v0.2.1+0
  [c1c5ebd0] LAME_jll v3.100.3+0
  [88015f11] LERC_jll v4.0.1+0
  [dad2f222] LLVMExtra_jll v0.0.38+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 v0.13.1+0
⌅ [e9f186c6] Libffi_jll v3.4.7+0
  [7e76a0d4] Libglvnd_jll v1.7.1+1
  [94ce4f54] Libiconv_jll v1.18.0+0
  [4b2f31a3] Libmount_jll v2.41.3+0
  [89763e89] Libtiff_jll v4.7.2+0
  [38a345b3] Libuuid_jll v2.41.3+0
  [5ced341a] Lz4_jll v1.10.1+0
  [d00139f3] METIS_jll v5.1.3+0
  [856f044c] MKL_jll v2025.2.0+0
⌅ [7cb0a576] MPICH_jll v4.3.2+0
  [f1f71cc9] MPItrampoline_jll v5.5.5+0
  [d7ed1dd3] MUMPS_seq_jll v500.800.200+0
  [c8ffd9c3] MbedTLS_jll v2.28.1010+0
  [9237b28f] MicrosoftMPI_jll v10.1.4+3
  [e98f9f5b] NVTX_jll v3.2.2+0
  [7243133f] NetCDF_jll v401.900.300+0
  [e7412a2a] Ogg_jll v1.3.6+0
  [656ef2d0] OpenBLAS32_jll v0.3.30+0
  [6cdc7f73] OpenBLASConsistentFPCSR_jll v0.3.30+0
  [18a262bb] OpenEXR_jll v3.4.4+0
  [fe0851c0] OpenMPI_jll v5.0.10+0
  [efe28fd5] OpenSpecFun_jll v0.5.6+0
  [91d4177d] Opus_jll v1.6.1+0
  [36c8627f] Pango_jll v1.57.0+0
⌃ [9e0b026c] ParU_jll v1.0.0+0
⌅ [30392449] Pixman_jll v0.44.2+0
  [f50d1b31] Rmath_jll v0.5.1+0
  [319450e9] SPRAL_jll v2025.9.18+0
⌅ [02c8fc9c] XML2_jll v2.13.9+0
  [ffd25f8a] XZ_jll v5.8.2+0
  [4f6342f7] Xorg_libX11_jll v1.8.13+0
  [0c0b7dd1] Xorg_libXau_jll v1.0.13+0
  [a3789734] Xorg_libXdmcp_jll v1.1.6+0
  [1082639a] Xorg_libXext_jll v1.3.8+0
  [ea2f1a96] Xorg_libXrender_jll v0.9.12+0
  [a65dc6b1] Xorg_libpciaccess_jll v0.18.1+0
  [c7cfdc94] Xorg_libxcb_jll v1.17.1+0
  [c5fb5394] Xorg_xtrans_jll v1.6.0+0
  [3161d3a3] Zstd_jll v1.5.7+1
  [1e29f10c] demumble_jll v1.3.0+0
  [9a68df92] isoband_jll v0.2.3+0
  [477f73a3] libaec_jll v1.1.5+0
  [a4ae2306] libaom_jll v3.13.1+0
  [0ac62f75] libass_jll v0.17.4+0
  [f638f0a6] libfdk_aac_jll v2.0.4+0
  [b53b4c65] libpng_jll v1.6.55+0
  [075b6546] libsixel_jll v1.10.5+0
  [a9144af2] libsodium_jll v1.0.21+0
  [f27f6e37] libvorbis_jll v1.3.8+0
  [c5f90fcd] libwebp_jll v1.6.0+0
  [337d8026] libzip_jll v1.11.3+0
  [1317d2d5] oneTBB_jll v2022.0.0+1
⌅ [1270edf5] x264_jll v10164.0.1+0
  [dfaa095f] x265_jll v4.1.0+0
  [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 v1.7.0
  [7b1f6079] FileWatching v1.11.0
  [9fa8497b] Future v1.11.0
  [b77e0a4c] InteractiveUtils v1.11.0
  [ac6e5ff7] JuliaSyntaxHighlighting v1.12.0
  [4af54fe1] LazyArtifacts v1.11.0
  [b27032c2] LibCURL v0.6.4
  [76f85450] LibGit2 v1.11.0
  [8f399da3] Libdl v1.11.0
  [37e2e46d] LinearAlgebra v1.12.0
  [56ddb016] Logging v1.11.0
  [d6f4376e] Markdown v1.11.0
  [a63ad114] Mmap v1.11.0
  [ca575930] NetworkOptions v1.3.0
  [44cfe95a] Pkg v1.12.1
  [de0858da] Printf 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 v1.12.0
  [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 v1.3.0+1
  [deac9b47] LibCURL_jll v8.15.0+0
  [e37daf67] LibGit2_jll v1.9.0+0
  [29816b5a] LibSSH2_jll v1.11.3+1
  [14a3606d] MozillaCACerts_jll v2025.11.4
  [4536629a] OpenBLAS_jll v0.3.29+0
  [05823500] OpenLibm_jll v0.8.7+0
  [458c3c95] OpenSSL_jll v3.5.4+0
  [efcefdf7] PCRE2_jll v10.44.0+1
  [bea87d4a] SuiteSparse_jll v7.8.3+2
  [83775a58] Zlib_jll v1.3.1+2
  [8e850b90] libblastrampoline_jll v5.15.0+0
  [8e850ede] nghttp2_jll v1.64.0+1
  [3f19e933] p7zip_jll v17.7.0+0
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 Version 1.12.5
Commit 5fe89b8ddc1 (2026-02-09 16:05 UTC)
Build Info:
  Official https://julialang.org release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
  CPU: 48 × Intel(R) Xeon(R) Platinum 8268 CPU @ 2.90GHz
  WORD_SIZE: 64
  LLVM: libLLVM-18.1.7 (ORCJIT, cascadelake)
  GC: Built with stock GC
Threads: 1 default, 1 interactive, 1 GC (on 48 virtual cores)

Additional context

Add any other context about the problem here.
[Blank for now but I will update if needed]