Optimization.jl: A Unified Optimization Package

Optimization.jl provides the easiest way to create an optimization problem and solve it. It enables rapid prototyping and experimentation with minimal syntax overhead by providing a uniform interface to >25 optimization libraries, hence 100+ optimization solvers encompassing almost all classes of optimization algorithms such as global, mixed-integer, non-convex, second-order local, constrained, etc. It allows you to choose an Automatic Differentiation (AD) backend by simply passing an argument to indicate the package to use and automatically generates the efficient derivatives of the objective and constraints while giving you the flexibility to switch between different AD engines as per your problem. Additionally, Optimization.jl takes care of passing problem specific information to solvers that can leverage it such as the sparsity pattern of the hessian or constraint jacobian and the expression graph.

It extends the common SciML interface making it very easy to use for anyone familiar with the SciML ecosystem. It is also very easy to extend to new solvers and new problem types. The package is actively maintained and new features are added regularly.

Installation

In most instances you'll want to use some solver directly. For example, to use the Optim set of solvers, you'd do:

Pkg.add("OptimizationOptimJL")

See the solver lists for more details. In many scenarios it's recommended to have some automatic differentiation (AD) package installed, most tutorials will use some form AD and thus require installing the associated AD package. AD choices are made with ADTypes, and thus it's recommended you also add the ADTypes.jl package for most use cases.

Optimization.jl is simply a bundle/interface over many of these dependencies. It may add some optional higher level behavior in the future but at this time the top level package does not add any extra behavior.

Contributing

Please refer to the SciML ColPrac: Contributor's Guide on Collaborative Practices for Community Packages for guidance on PRs, issues, and other matters relating to contributing to SciML.
See the SciML Style Guide for common coding practices and other style decisions.
There are a few community forums:
- The #diffeq-bridged and #sciml-bridged channels in the Julia Slack
- The #diffeq-bridged and #sciml-bridged channels in the Julia Zulip
- On the Julia Discourse forums
- See also SciML Community page

Overview of the solver packages in alphabetical order

BlackBoxOptim

- Global Methods - Zeroth order - Unconstrained - Box Constraints

CMAEvolutionaryStrategy

- Global Methods - Zeroth order - Unconstrained - Box Constraints

Evolutionary

- Global Methods - Zeroth order - Unconstrained - Box Constraints - Non-linear Constraints

GCMAES

- Global Methods - First order - Box Constraints - Unconstrained

Manopt

- Local Methods - First order - Second order - Zeroth order - Box Constraints - Constrained 🟡 - Global Methods - Zeroth order - Unconstrained

MathOptInterface

- Local Methods - First order - Second order - Box Constraints - Constrained - Global Methods - First order - Second order - Constrained

MultistartOptimization

- Global Methods - Zeroth order - First order - Second order - Box Constraints

Metaheuristics

- Global Methods - Zeroth order - Unconstrained - Box Constraints

NOMAD

- Global Methods - Zeroth order - Unconstrained - Box Constraints - Constrained 🟡

NLopt

- Local Methods - First order - Zeroth order - Second order 🟡 - Box Constraints - Local Constrained 🟡 - Global Methods - Zeroth order - First order - Unconstrained - Constrained 🟡

Optim

- Local Methods - Zeroth order - First order - Second order - Box Constraints - Constrained - Global Methods - Zeroth order - Unconstrained - Box Constraints

PRIMA

- Local Methods - Derivative-Free: ✅ - **Constraints** - Box Constraints: ✅ - Local Constrained: ✅

QuadDIRECT

- **Constraints** - Box Constraints: ✅ - Global Methods - Unconstrained: ✅

🟡 = supported in downstream library but not yet implemented in Optimization.jl; PR to add this functionality are welcome

Citation

@software{vaibhav_kumar_dixit_2023_7738525,
	author = {Vaibhav Kumar Dixit and Christopher Rackauckas},
	month = mar,
	publisher = {Zenodo},
	title = {Optimization.jl: A Unified Optimization Package},
	version = {v3.12.1},
	doi = {10.5281/zenodo.7738525},
  	url = {https://doi.org/10.5281/zenodo.7738525},
	year = 2023}

Reproducibility

The documentation of this SciML package was built using these direct dependencies,

Status `~/work/Optimization.jl/Optimization.jl/docs/Project.toml`
  [47edcb42] ADTypes v1.22.1
  [7c4d4715] AmplNLWriter v1.4.1
  [b0b7db55] ComponentArrays v0.15.40
  [a0c0ee7d] DifferentiationInterface v0.7.18
  [e30172f5] Documenter v1.17.0
  [6a86dc24] FiniteDiff v2.31.1
  [f6369f11] ForwardDiff v1.4.1
  [87dc4568] HiGHS v1.24.0
  [b6b21f68] Ipopt v1.15.0
  [c8e1da08] IterTools v1.10.0
  [2ddba703] Juniper v0.9.4
  [b2108857] Lux v1.31.4
  [f1d291b0] MLUtils v0.4.12
  [1cead3c2] Manifolds v0.11.28
⌅ [0fc0a36d] Manopt v0.5.39
  [961ee093] ModelingToolkit v11.31.0
  [a4795742] NLPModels v0.21.12
  [7998695d] NLPModelsTest v0.10.9
  [76087f3c] NLopt v1.2.1
  [7f7a1694] Optimization v5.6.2 `~/work/Optimization.jl/Optimization.jl`
  [2ea93f80] OptimizationAuglag v2.0.1 `../lib/OptimizationAuglag`
  [3e6eede4] OptimizationBBO v0.4.8 `../lib/OptimizationBBO`
  [bca83a33] OptimizationBase v5.1.4 `../lib/OptimizationBase`
  [bd407f91] OptimizationCMAEvolutionStrategy v0.3.9 `../lib/OptimizationCMAEvolutionStrategy`
  [cb963754] OptimizationEvolutionary v0.4.10 `../lib/OptimizationEvolutionary`
  [6f0a0517] OptimizationGCMAES v0.3.9 `../lib/OptimizationGCMAES`
  [43fad042] OptimizationIpopt v1.2.2 `../lib/OptimizationIpopt`
  [22f7324a] OptimizationLBFGSB v1.4.2 `../lib/OptimizationLBFGSB`
  [fd9f6733] OptimizationMOI v1.3.2 `../lib/OptimizationMOI`
  [5d9c809f] OptimizationMadNLP v2.2.1 `../lib/OptimizationMadNLP`
  [e57b7fff] OptimizationManopt v1.3.3 `../lib/OptimizationManopt`
  [3aafef2f] OptimizationMetaheuristics v0.3.7 `../lib/OptimizationMetaheuristics`
  [e4316d97] OptimizationMultistartOptimization v0.3.6 `../lib/OptimizationMultistartOptimization`
  [064b21be] OptimizationNLPModels v1.3.2 `../lib/OptimizationNLPModels`
  [4e6fcdb7] OptimizationNLopt v0.3.12 `../lib/OptimizationNLopt`
  [2cab0595] OptimizationNOMAD v0.3.7 `../lib/OptimizationNOMAD`
  [dfa73e59] OptimizationODE v0.1.7 `../lib/OptimizationODE`
  [36348300] OptimizationOptimJL v0.4.15 `../lib/OptimizationOptimJL`
  [42dfb2eb] OptimizationOptimisers v0.3.18 `../lib/OptimizationOptimisers`
  [72f8369c] OptimizationPRIMA v0.3.9 `../lib/OptimizationPRIMA`
  [500b13db] OptimizationPolyalgorithms v0.3.7 `../lib/OptimizationPolyalgorithms`
  [fb0822aa] OptimizationPyCMA v1.3.2 `../lib/OptimizationPyCMA`
  [842ac81e] OptimizationQuadDIRECT v0.3.6 `../lib/OptimizationQuadDIRECT`
  [cce07bd8] OptimizationSciPy v0.4.7 `../lib/OptimizationSciPy`
  [892fee11] OptimizationSophia v1.3.2 `../lib/OptimizationSophia`
  [3d669222] OptimizationSpeedMapping v0.2.6 `../lib/OptimizationSpeedMapping`
  [1dea7af3] OrdinaryDiffEq v7.1.1
  [91a5bcdd] Plots v1.41.6
  [dae52e8d] QuadDIRECT v0.1.2 `https://github.com/timholy/QuadDIRECT.jl.git#`
  [37e2e3b7] ReverseDiff v1.17.0
  [0bca4576] SciMLBase v3.31.0
  [1ed8b502] SciMLSensitivity v7.113.0
  [510db2f7] SimpleOptimization v1.2.2 `../lib/SimpleOptimization`
  [0c5d862f] Symbolics v7.30.0
  [9f7883ad] Tracker v0.2.38
  [e88e6eb3] Zygote v0.7.11
  [9cc047cb] Ipopt_jll v300.1400.1902+0
  [9a3f8284] Random v1.11.0
Info Packages marked with ⌅ have new versions available but compatibility constraints restrict them from upgrading. To see why use `status --outdated`

and using this machine and Julia version.

Julia Version 1.12.6
Commit 15346901f00 (2026-04-09 19:20 UTC)
Build Info:
  Official https://julialang.org release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
  CPU: 4 × AMD EPYC 7763 64-Core Processor
  WORD_SIZE: 64
  LLVM: libLLVM-18.1.7 (ORCJIT, znver3)
  GC: Built with stock GC
Threads: 1 default, 1 interactive, 1 GC (on 4 virtual cores)

A more complete overview of all dependencies and their versions is also provided.

Status `~/work/Optimization.jl/Optimization.jl/docs/Manifest.toml`
  [47edcb42] ADTypes v1.22.1
  [14f7f29c] AMD v0.5.3
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  [7d9f7c33] Accessors v0.1.45
  [79e6a3ab] Adapt v4.7.0
  [66dad0bd] AliasTables v1.1.3
  [7c4d4715] AmplNLWriter v1.4.1
  [dce04be8] ArgCheck v2.5.0
  [ec485272] ArnoldiMethod v0.4.0
  [4fba245c] ArrayInterface v7.27.0
  [4c555306] ArrayLayouts v1.12.2
  [a9b6321e] Atomix v1.1.3
  [fbb218c0] BSON v0.3.9
  [aae01518] BandedMatrices v1.11.0
  [e2ed5e7c] Bijections v0.2.2
  [b2a6c25c] BinaryHeaps v1.0.1
  [caf10ac8] BipartiteGraphs v0.1.8
  [d1d4a3ce] BitFlags v0.1.10
  [a134a8b2] BlackBoxOptim v0.6.6
  [8e7c35d0] BlockArrays v1.9.5
  [70df07ce] BracketingNonlinearSolve v1.12.2
  [fa961155] CEnum v0.5.0
  [8d3b24bd] CMAEvolutionStrategy v0.2.6
  [2a0fbf3d] CPUSummary v0.2.7
  [082447d4] ChainRules v1.73.0
  [d360d2e6] ChainRulesCore v1.26.1
  [da1fd8a2] CodeTracking v3.0.2
  [523fee87] CodecBzip2 v0.8.5
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  [3da002f7] ColorTypes v0.12.1
  [c3611d14] ColorVectorSpace v0.11.0
  [5ae59095] Colors v0.13.1
⌅ [861a8166] Combinatorics v1.0.2
  [38540f10] CommonSolve v0.2.9
  [bbf7d656] CommonSubexpressions v0.3.1
  [f70d9fcc] CommonWorldInvalidations v1.1.0
  [34da2185] Compat v4.18.1
  [b0b7db55] ComponentArrays v0.15.40
  [b152e2b5] CompositeTypes v0.1.4
  [a33af91c] CompositionsBase v0.1.2
  [2569d6c7] ConcreteStructs v0.2.5
  [f0e56b4a] ConcurrentUtilities v2.5.1
  [992eb4ea] CondaPkg v0.2.36
  [88cd18e8] ConsoleProgressMonitor v0.1.2
  [187b0558] ConstructionBase v1.6.0
  [d38c429a] Contour v0.6.3
  [adafc99b] CpuId v0.3.1
  [9a962f9c] DataAPI v1.16.0
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  [e2d170a0] DataValueInterfaces v1.0.0
  [8bb1440f] DelimitedFiles v1.9.1
  [2b5f629d] DiffEqBase v7.6.0
  [459566f4] DiffEqCallbacks v4.18.1
  [77a26b50] DiffEqNoiseProcess v5.33.0
  [163ba53b] DiffResults v1.1.0
  [b552c78f] DiffRules v1.16.0
  [a0c0ee7d] DifferentiationInterface v0.7.18
  [8d63f2c5] DispatchDoctor v0.4.28
  [b4f34e82] Distances v0.10.12
  [31c24e10] Distributions v0.25.129
  [ffbed154] DocStringExtensions v0.9.5
  [e30172f5] Documenter v1.17.0
  [5b8099bc] DomainSets v0.8.1
  [7c1d4256] DynamicPolynomials v0.6.6
  [4e289a0a] EnumX v1.0.7
  [7da242da] Enzyme v0.13.176
  [f151be2c] EnzymeCore v0.8.21
  [86b6b26d] Evolutionary v0.11.3
  [460bff9d] ExceptionUnwrapping v0.1.11
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  [c87230d0] FFMPEG v0.4.5
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  [9aa1b823] FastClosures v0.3.2
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  [1a297f60] FillArrays v1.16.0
  [64ca27bc] FindFirstFunctions v3.0.1
  [6a86dc24] FiniteDiff v2.31.1
⌅ [53c48c17] FixedPointNumbers v0.8.6
  [1fa38f19] Format v1.3.7
  [f6369f11] ForwardDiff v1.4.1
  [a85aefff] FunctionMaps v0.1.2
⌅ [f62d2435] FunctionProperties v0.1.7
  [069b7b12] FunctionWrappers v1.1.3
  [77dc65aa] FunctionWrappersWrappers v1.10.0
  [d9f16b24] Functors v0.5.2
  [4aa9d100] GCMAES v0.1.34
  [46192b85] GPUArraysCore v0.2.0
  [61eb1bfa] GPUCompiler v1.22.7
  [28b8d3ca] GR v0.73.26
  [a0844989] Gamma v1.1.0
  [d7ba0133] Git v1.5.0
  [8f48dd54] Glossaries v0.1.1
  [86223c79] Graphs v1.14.0
  [42e2da0e] Grisu v1.0.2
⌅ [cd3eb016] HTTP v1.11.0
  [076d061b] HashArrayMappedTries v0.2.0
  [87dc4568] HiGHS v1.24.0
  [34004b35] HypergeometricFunctions v0.3.29
  [b5f81e59] IOCapture v1.0.0
  [7869d1d1] IRTools v0.4.17
  [615f187c] IfElse v0.1.1
  [3263718b] ImplicitDiscreteSolve v2.1.2
  [d25df0c9] Inflate v0.1.5
  [18e54dd8] IntegerMathUtils v0.1.3
  [8197267c] IntervalSets v0.7.14
  [3587e190] InverseFunctions v0.1.17
  [b6b21f68] Ipopt v1.15.0
  [92d709cd] IrrationalConstants v0.2.6
  [c8e1da08] IterTools v1.10.0
  [82899510] IteratorInterfaceExtensions v1.0.0
  [1019f520] JLFzf v0.1.11
  [692b3bcd] JLLWrappers v1.8.0
⌅ [358108f5] JMcDM v0.7.24
  [682c06a0] JSON v1.6.1
  [ae98c720] Jieko v0.2.1
  [ccbc3e58] JumpProcesses v9.29.0
  [2ddba703] Juniper v0.9.4
  [63c18a36] KernelAbstractions v0.9.42
  [2c470bb0] Kronecker v0.5.5
  [ba0b0d4f] Krylov v0.10.8
  [5be7bae1] LBFGSB v0.4.1
  [40e66cde] LDLFactorizations v0.10.2
  [929cbde3] LLVM v9.10.0
  [b964fa9f] LaTeXStrings v1.4.0
  [23fbe1c1] Latexify v0.16.10
  [0e77f7df] LazilyInitializedFields v1.3.0
⌅ [1d6d02ad] LeftChildRightSiblingTrees v0.2.1
  [87fe0de2] LineSearch v0.1.10
  [d3d80556] LineSearches v7.7.1
  [7a12625a] LinearMaps v3.11.4
  [5c8ed15e] LinearOperators v2.14.1
⌅ [7ed4a6bd] LinearSolve v3.87.0
⌅ [2ab3a3ac] LogExpFunctions v0.3.29
  [e6f89c97] LoggingExtras v1.2.0
  [b2108857] Lux v1.31.4
  [bb33d45b] LuxCore v1.5.3
  [82251201] LuxLib v1.15.9
  [c2834f40] MLCore v1.1.0
  [7e8f7934] MLDataDevices v1.17.10
  [f1d291b0] MLUtils v0.4.12
  [1914dd2f] MacroTools v0.5.16
  [2621e9c9] MadNLP v0.10.1
  [af67fdf4] ManifoldDiff v0.4.5
  [1cead3c2] Manifolds v0.11.28
  [3362f125] ManifoldsBase v2.4.0
⌅ [0fc0a36d] Manopt v0.5.39
  [d0879d2d] MarkdownAST v0.1.3
  [8c4f8055] MathOptIIS v0.2.0
  [b8f27783] MathOptInterface v1.51.1
  [99c1a7ee] MatrixEquations v2.6.2
  [bb5d69b7] MaybeInplace v0.1.5
  [739be429] MbedTLS v1.1.10
  [442fdcdd] Measures v0.3.3
  [bcdb8e00] Metaheuristics v3.5.0
  [0b3b1443] MicroMamba v0.1.15
  [e1d29d7a] Missings v1.2.0
  [961ee093] ModelingToolkit v11.31.0
  [7771a370] ModelingToolkitBase v1.51.0
  [6bb917b9] ModelingToolkitTearing v1.18.1
  [2e0e35c7] Moshi v0.3.8
  [46d2c3a1] MuladdMacro v0.2.6
  [3933049c] MultistartOptimization v0.3.1
  [102ac46a] MultivariatePolynomials v0.5.19
  [d8a4904e] MutableArithmetics v1.8.0
  [a4795742] NLPModels v0.21.12
  [e01155f1] NLPModelsModifiers v0.8.0
  [7998695d] NLPModelsTest v0.10.9
  [d41bc354] NLSolversBase v8.0.0
  [76087f3c] NLopt v1.2.1
  [872c559c] NNlib v0.9.38
⌅ [02130f1c] NOMAD v2.4.2
  [77ba4419] NaNMath v1.1.4
  [356022a1] NamedDims v1.2.3
  [8913a72c] NonlinearSolve v4.20.2
  [be0214bd] NonlinearSolveBase v2.33.0
  [5959db7a] NonlinearSolveFirstOrder v2.1.3
  [9a2c21bd] NonlinearSolveQuasiNewton v1.13.3
  [26075421] NonlinearSolveSpectralMethods v1.7.2
  [d8793406] ObjectFile v0.5.1
  [6fe1bfb0] OffsetArrays v1.17.0
  [4d8831e6] OpenSSL v1.6.1
  [429524aa] Optim v2.2.1
  [3bd65402] Optimisers v0.4.7
  [7f7a1694] Optimization v5.6.2 `~/work/Optimization.jl/Optimization.jl`
  [2ea93f80] OptimizationAuglag v2.0.1 `../lib/OptimizationAuglag`
  [3e6eede4] OptimizationBBO v0.4.8 `../lib/OptimizationBBO`
  [bca83a33] OptimizationBase v5.1.4 `../lib/OptimizationBase`
  [bd407f91] OptimizationCMAEvolutionStrategy v0.3.9 `../lib/OptimizationCMAEvolutionStrategy`
  [cb963754] OptimizationEvolutionary v0.4.10 `../lib/OptimizationEvolutionary`
  [6f0a0517] OptimizationGCMAES v0.3.9 `../lib/OptimizationGCMAES`
  [43fad042] OptimizationIpopt v1.2.2 `../lib/OptimizationIpopt`
  [22f7324a] OptimizationLBFGSB v1.4.2 `../lib/OptimizationLBFGSB`
  [fd9f6733] OptimizationMOI v1.3.2 `../lib/OptimizationMOI`
  [5d9c809f] OptimizationMadNLP v2.2.1 `../lib/OptimizationMadNLP`
  [e57b7fff] OptimizationManopt v1.3.3 `../lib/OptimizationManopt`
  [3aafef2f] OptimizationMetaheuristics v0.3.7 `../lib/OptimizationMetaheuristics`
  [e4316d97] OptimizationMultistartOptimization v0.3.6 `../lib/OptimizationMultistartOptimization`
  [064b21be] OptimizationNLPModels v1.3.2 `../lib/OptimizationNLPModels`
  [4e6fcdb7] OptimizationNLopt v0.3.12 `../lib/OptimizationNLopt`
  [2cab0595] OptimizationNOMAD v0.3.7 `../lib/OptimizationNOMAD`
  [dfa73e59] OptimizationODE v0.1.7 `../lib/OptimizationODE`
  [36348300] OptimizationOptimJL v0.4.15 `../lib/OptimizationOptimJL`
  [42dfb2eb] OptimizationOptimisers v0.3.18 `../lib/OptimizationOptimisers`
  [72f8369c] OptimizationPRIMA v0.3.9 `../lib/OptimizationPRIMA`
  [500b13db] OptimizationPolyalgorithms v0.3.7 `../lib/OptimizationPolyalgorithms`
  [fb0822aa] OptimizationPyCMA v1.3.2 `../lib/OptimizationPyCMA`
  [842ac81e] OptimizationQuadDIRECT v0.3.6 `../lib/OptimizationQuadDIRECT`
  [cce07bd8] OptimizationSciPy v0.4.7 `../lib/OptimizationSciPy`
  [892fee11] OptimizationSophia v1.3.2 `../lib/OptimizationSophia`
  [3d669222] OptimizationSpeedMapping v0.2.6 `../lib/OptimizationSpeedMapping`
⌅ [bac558e1] OrderedCollections v1.8.2
  [1dea7af3] OrdinaryDiffEq v7.1.1
  [6ad6398a] OrdinaryDiffEqBDF v2.2.3
  [bbf590c4] OrdinaryDiffEqCore v4.5.0
  [50262376] OrdinaryDiffEqDefault v2.2.2
  [4302a76b] OrdinaryDiffEqDifferentiation v3.2.2
  [1344f307] OrdinaryDiffEqLowOrderRK v2.1.1
  [127b3ac7] OrdinaryDiffEqNonlinearSolve v2.0.2
  [43230ef6] OrdinaryDiffEqRosenbrock v2.3.2
  [b4bd8bb3] OrdinaryDiffEqRosenbrockTableaus v2.1.2
  [2d112036] OrdinaryDiffEqSDIRK v2.7.1
  [358294b1] OrdinaryDiffEqStabilizedRK v2.3.0
  [b1df2697] OrdinaryDiffEqTsit5 v2.0.2
  [79d7bb75] OrdinaryDiffEqVerner v2.1.1
  [90014a1f] PDMats v0.11.40
  [0a7d04aa] PRIMA v0.2.4
  [69de0a69] Parsers v2.8.6
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  [91a5bcdd] Plots v1.41.6
  [e409e4f3] PoissonRandom v0.4.10
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  [d236fae5] PreallocationTools v1.2.1
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  [21216c6a] Preferences v1.5.2
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  [92933f4c] ProgressMeter v1.11.0
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  [0c0d3e7f] PureKLU v1.1.0
  [6099a3de] PythonCall v0.9.35
  [10f199a5] QPSReader v0.2.1
  [dae52e8d] QuadDIRECT v0.1.2 `https://github.com/timholy/QuadDIRECT.jl.git#master`
  [1fd47b50] QuadGK v2.11.3
  [94ee1d12] Quaternions v0.7.7
  [e6cf234a] RandomNumbers v1.6.0
  [a3311ec8] ReactantCore v0.1.20
  [988b38a3] ReadOnlyArrays v0.2.0
  [795d4caa] ReadOnlyDicts v1.0.1
  [c1ae055f] RealDot v0.1.0
  [3cdcf5f2] RecipesBase v1.3.4
  [01d81517] RecipesPipeline v0.6.12
  [731186ca] RecursiveArrayTools v4.3.2
  [189a3867] Reexport v1.2.2
  [2792f1a3] RegistryInstances v0.1.0
  [05181044] RelocatableFolders v1.0.1
  [ae029012] Requires v1.3.1
  [ae5879a3] ResettableStacks v1.2.1
  [37e2e3b7] ReverseDiff v1.17.0
  [79098fc4] Rmath v0.9.0
  [f2b01f46] Roots v3.0.1
  [7e49a35a] RuntimeGeneratedFunctions v0.5.21
  [9dfe8606] SCCNonlinearSolve v1.13.2
  [0bca4576] SciMLBase v3.31.0
  [19f34311] SciMLJacobianOperators v0.1.14
  [a6db7da4] SciMLLogging v2.0.1
  [c0aeaf25] SciMLOperators v1.23.0
  [431bcebd] SciMLPublic v1.2.1
  [1ed8b502] SciMLSensitivity v7.113.0
  [53ae85a6] SciMLStructures v1.10.1
  [7e506255] ScopedValues v1.6.2
  [6c6a2e73] Scratch v1.3.0
  [eb7571c6] SearchSpaces v0.2.0
  [efcf1570] Setfield v1.1.2
  [605ecd9f] ShowCases v0.1.0
  [992d4aef] Showoff v1.0.3
  [777ac1f9] SimpleBufferStream v1.2.0
  [727e6d20] SimpleNonlinearSolve v2.12.1
  [510db2f7] SimpleOptimization v1.2.2 `../lib/SimpleOptimization`
  [699a6c99] SimpleTraits v0.9.6
  [47aef6b3] SimpleWeightedGraphs v1.5.1
  [66db9d55] SnoopPrecompile v1.0.3
  [ed01d8cd] Sobol v1.5.0
  [ff4d7338] SolverCore v0.3.10
  [a2af1166] SortingAlgorithms v1.2.3
  [a57abbd0] SparseColumnPivotedQR v2.1.2
  [9f842d2f] SparseConnectivityTracer v1.2.2
  [dc90abb0] SparseInverseSubset v0.1.2
  [0a514795] SparseMatrixColorings v0.4.27
  [d4ead438] SpatialIndexing v0.1.6
  [276daf66] SpecialFunctions v2.8.0
  [f1835b91] SpeedMapping v0.4.1
  [860ef19b] StableRNGs v1.0.4
  [cae243ae] StackViews v0.1.2
  [0c0c59c1] StarAlgebras v0.3.0
  [64909d44] StateSelection v1.10.5
  [aedffcd0] Static v1.4.2
  [0d7ed370] StaticArrayInterface v1.10.0
  [90137ffa] StaticArrays v1.9.18
  [1e83bf80] StaticArraysCore v1.4.4
  [10745b16] Statistics v1.11.1
  [82ae8749] StatsAPI v1.8.0
  [2913bbd2] StatsBase v0.34.12
  [4c63d2b9] StatsFuns v2.2.0
  [9672c7b4] SteadyStateDiffEq v2.11.1
  [09ab397b] StructArrays v0.7.3
  [53d494c1] StructIO v0.3.1
  [ec057cc2] StructUtils v2.8.2
  [2efcf032] SymbolicIndexingInterface v0.3.49
  [19f23fe9] SymbolicLimits v1.1.1
  [d1185830] SymbolicUtils v4.38.1
  [0c5d862f] Symbolics v7.30.0
  [3783bdb8] TableTraits v1.0.1
  [bd369af6] Tables v1.13.0
  [ed4db957] TaskLocalValues v0.1.3
  [62fd8b95] TensorCore v0.1.1
  [8ea1fca8] TermInterface v2.0.0
  [5d786b92] TerminalLoggers v0.1.7
  [a759f4b9] TimerOutputs v0.5.29
  [9f7883ad] Tracker v0.2.38
  [e689c965] Tracy v0.1.6
  [3bb67fe8] TranscodingStreams v0.11.3
  [781d530d] TruncatedStacktraces v1.4.0
  [6dd1b50a] Tulip v0.9.8
  [bc48ee85] Tullio v0.3.9
⌅ [c3b1956e] TypeUtils v1.14.0
  [5c2747f8] URIs v1.6.1
  [3a884ed6] UnPack v1.0.2
  [1cfade01] UnicodeFun v0.4.1
  [013be700] UnsafeAtomics v0.3.1
  [e17b2a0c] UnsafePointers v1.0.0
  [41fe7b60] Unzip v0.2.0
  [d30d5f5c] WeakCacheSets v0.1.0
  [d49dbf32] WeightInitializers v1.3.4
  [e88e6eb3] Zygote v0.7.11
  [700de1a5] ZygoteRules v0.2.7
  [ae81ac8f] ASL_jll v0.1.3+0
  [6e34b625] Bzip2_jll v1.0.9+0
  [83423d85] Cairo_jll v1.18.7+0
  [ee1fde0b] Dbus_jll v1.16.2+0
  [7cc45869] Enzyme_jll v0.0.279+0
  [2702e6a9] EpollShim_jll v0.0.20230411+1
  [2e619515] Expat_jll v2.8.1+0
  [b22a6f82] FFMPEG_jll v8.1.2+0
  [a3f928ae] Fontconfig_jll v2.17.1+0
  [d7e528f0] FreeType2_jll v2.14.3+1
  [559328eb] FriBidi_jll v1.0.17+0
  [0656b61e] GLFW_jll v3.4.1+1
  [d2c73de3] GR_jll v0.73.26+0
⌅ [b0724c58] GettextRuntime_jll v0.22.4+0
  [61579ee1] Ghostscript_jll v9.55.1+0
  [020c3dae] Git_LFS_jll v3.7.1+0
  [f8c6e375] Git_jll v2.54.0+0
  [7746bdde] Glib_jll v2.86.3+0
  [3b182d85] Graphite2_jll v1.3.16+0
⌅ [2e76f6c2] HarfBuzz_jll v8.5.1+0
  [8fd58aa0] HiGHS_jll v1.15.0+0
  [e33a78d0] Hwloc_jll v2.14.0+0
  [1d5cc7b8] IntelOpenMP_jll v2025.2.0+0
  [9cc047cb] Ipopt_jll v300.1400.1902+0
  [aacddb02] JpegTurbo_jll v3.2.0+0
  [c1c5ebd0] LAME_jll v3.100.3+0
  [88015f11] LERC_jll v4.1.0+0
  [dad2f222] LLVMExtra_jll v0.0.43+1
  [1d63c593] LLVMOpenMP_jll v21.1.8+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 v2.42.0+0
  [89763e89] Libtiff_jll v4.7.3+0
  [38a345b3] Libuuid_jll v2.42.0+0
  [d00139f3] METIS_jll v5.1.3+0
  [856f044c] MKL_jll v2025.2.0+0
  [d7ed1dd3] MUMPS_seq_jll v500.900.0+0
  [c8ffd9c3] MbedTLS_jll v2.28.1010+0
  [079eb43e] NLopt_jll v2.11.0+0
⌅ [2fc7fd02] NOMAD_jll v4.3.1+0
  [e7412a2a] Ogg_jll v1.3.6+0
  [656ef2d0] OpenBLAS32_jll v0.3.33+2
  [9bd350c2] OpenSSH_jll v10.4.1+0
  [efe28fd5] OpenSpecFun_jll v0.5.6+0
  [91d4177d] Opus_jll v1.6.1+0
  [eead6e0c] PRIMA_jll v0.7.1+0
  [36c8627f] Pango_jll v1.57.1+0
  [30392449] Pixman_jll v0.46.4+0
  [c0090381] Qt6Base_jll v6.10.2+2
  [629bc702] Qt6Declarative_jll v6.10.2+2
  [ce943373] Qt6ShaderTools_jll v6.10.2+1
  [6de9746b] Qt6Svg_jll v6.10.2+0
  [e99dba38] Qt6Wayland_jll v6.10.2+1
  [f50d1b31] Rmath_jll v0.5.1+0
  [319450e9] SPRAL_jll v2025.9.18+0
  [a44049a8] Vulkan_Loader_jll v1.3.243+0
  [a2964d1f] Wayland_jll v1.24.0+0
⌅ [02c8fc9c] XML2_jll v2.13.9+0
  [ffd25f8a] XZ_jll v5.8.3+0
  [f67eecfb] Xorg_libICE_jll v1.1.2+0
  [c834827a] Xorg_libSM_jll v1.2.6+0
  [4f6342f7] Xorg_libX11_jll v1.8.13+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 v1.3.8+0
  [d091e8ba] Xorg_libXfixes_jll v6.0.2+0
  [a51aa0fd] Xorg_libXi_jll v1.8.3+0
  [d1454406] Xorg_libXinerama_jll v1.1.7+0
  [ec84b674] Xorg_libXrandr_jll v1.5.6+0
  [ea2f1a96] Xorg_libXrender_jll v0.9.12+0
  [a65dc6b1] Xorg_libpciaccess_jll v0.19.0+0
  [c7cfdc94] Xorg_libxcb_jll v1.17.1+0
  [cc61e674] Xorg_libxkbfile_jll v1.2.0+0
  [e920d4aa] Xorg_xcb_util_cursor_jll v0.1.6+0
  [12413925] Xorg_xcb_util_image_jll v0.4.1+0
  [2def613f] Xorg_xcb_util_jll v0.4.1+0
  [975044d2] Xorg_xcb_util_keysyms_jll v0.4.1+0
  [0d47668e] Xorg_xcb_util_renderutil_jll v0.3.10+0
  [c22f9ab0] Xorg_xcb_util_wm_jll v0.4.2+0
  [35661453] Xorg_xkbcomp_jll v1.4.7+0
  [33bec58e] Xorg_xkeyboard_config_jll v2.47.0+1
  [c5fb5394] Xorg_xtrans_jll v1.6.0+0
  [3161d3a3] Zstd_jll v1.5.7+1
  [35ca27e7] eudev_jll v3.2.14+0
  [214eeab7] fzf_jll v0.61.1+0
  [a4ae2306] libaom_jll v3.13.3+0
  [0ac62f75] libass_jll v0.17.4+0
  [1183f4f0] libdecor_jll v0.2.2+0
  [8e53e030] libdrm_jll v2.4.125+1
  [2db6ffa8] libevdev_jll v1.13.4+0
  [f638f0a6] libfdk_aac_jll v2.0.4+0
  [36db933b] libinput_jll v1.28.1+0
  [b53b4c65] libpng_jll v1.6.58+0
  [9a156e7d] libva_jll v2.23.0+0
  [f27f6e37] libvorbis_jll v1.3.8+0
  [f8abcde7] micromamba_jll v2.3.1+0
  [009596ad] mtdev_jll v1.1.7+0
  [1317d2d5] oneTBB_jll v2022.3.0+0
  [4d7b5844] pixi_jll v0.63.2+0
⌅ [1270edf5] x264_jll v10164.0.1+0
  [dfaa095f] x265_jll v4.1.0+0
  [d8fb68d0] xkbcommon_jll v1.13.0+0
  [0dad84c5] ArgTools v1.1.2
  [56f22d72] Artifacts v1.11.0
  [2a0f44e3] Base64 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
  [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 ⌅ have new versions available but compatibility constraints restrict them from upgrading. To see why use `status --outdated -m`

You can also download the manifest file and the project file.