Optimization ADType

What do I do wrong

julia> import Pkg

julia> Pkg.activate(;temp=true)
  Activating new project at `C:\Users\LOCAL_~4\Temp\jl_cF3P4l`

(jl_cF3P4l) pkg> add Optimization, ForwardDiff
...
 [f6369f11] + ForwardDiff v0.10.36
 [7f7a1694] + Optimization v3.19.3

julia> using ForwardDiff, Optimization

julia> Optimization.OptimizationFunction((x,p) -> x^2, Optimization.AutoForwardDiff())
ERROR: MethodError: no method matching (OptimizationFunction{true})(::var"#13#14", ::AutoForwardDiff{nothing, Nothing})

Closest candidates are:
  (OptimizationFunction{iip})(::Any) where iip
   @ SciMLBase C:\Users\KaisermayerV\.julia\packages\SciMLBase\QqtZA\src\scimlfunctions.jl:3583
  (OptimizationFunction{iip})(::Any, ::SciMLBase.AbstractADType; grad, hess, hv, cons, cons_j, cons_h, lag_h, hess_prototype, cons_jac_prototype, cons_hess_prototype, lag_hess_prototype, syms, paramsyms, observed, 
hess_colorvec, cons_jac_colorvec, cons_hess_colorvec, lag_hess_colorvec, expr, cons_expr, sys) where iip
   @ SciMLBase C:\Users\KaisermayerV\.julia\packages\SciMLBase\QqtZA\src\scimlfunctions.jl:3583

Stacktrace:
 [1] OptimizationFunction(::Function, ::Vararg{Any}; kwargs::Base.Pairs{Symbol, Union{}, Tuple{}, NamedTuple{(), Tuple{}}})
   @ SciMLBase C:\Users\KaisermayerV\.julia\packages\SciMLBase\QqtZA\src\scimlfunctions.jl:3581
 [2] OptimizationFunction(::Function, ::Vararg{Any})
   @ SciMLBase C:\Users\KaisermayerV\.julia\packages\SciMLBase\QqtZA\src\scimlfunctions.jl:3581
 [3] top-level scope
   @ REPL[19]:1

Can’t seem to be able to reproduce.


julia> import Pkg

julia> Pkg.activate(;temp=true)
  Activating new project at `/var/folders/b0/fzxgrbb90sl9792hlrn8wcs00000gn/T/jl_Ij7X3F`

(jl_Ij7X3F) pkg> add Optimization, ForwardDiff
   Resolving package versions...
    Updating `/private/var/folders/b0/fzxgrbb90sl9792hlrn8wcs00000gn/T/jl_Ij7X3F/Project.toml`
  [f6369f11] + ForwardDiff v0.10.36
  [7f7a1694] + Optimization v3.19.3
    Updating `/private/var/folders/b0/fzxgrbb90sl9792hlrn8wcs00000gn/T/jl_Ij7X3F/Manifest.toml`
  [47edcb42] + ADTypes v0.2.5
  [1520ce14] + AbstractTrees v0.4.4
  [7d9f7c33] + Accessors v0.1.33
  [79e6a3ab] + Adapt v3.7.1
  [4fba245c] + ArrayInterface v7.5.1
  [38540f10] + CommonSolve v0.2.4
  [bbf7d656] + CommonSubexpressions v0.3.0
  [34da2185] + Compat v4.10.0
  [a33af91c] + CompositionsBase v0.1.2
  [2569d6c7] + ConcreteStructs v0.2.3
  [88cd18e8] + ConsoleProgressMonitor v0.1.2
  [187b0558] + ConstructionBase v1.5.4
  [9a962f9c] + DataAPI v1.15.0
  [864edb3b] + DataStructures v0.18.15
  [e2d170a0] + DataValueInterfaces v1.0.0
  [8bb1440f] + DelimitedFiles v1.9.1
  [163ba53b] + DiffResults v1.1.0
  [b552c78f] + DiffRules v1.15.1
  [ffbed154] + DocStringExtensions v0.9.3
  [4e289a0a] + EnumX v1.0.4
  [e2ba6199] + ExprTools v0.1.10
  [1a297f60] + FillArrays v1.7.0
  [f6369f11] + ForwardDiff v0.10.36
  [069b7b12] + FunctionWrappers v1.1.3
  [77dc65aa] + FunctionWrappersWrappers v0.1.3
  [46192b85] + GPUArraysCore v0.1.5
  [18e54dd8] + IntegerMathUtils v0.1.2
  [3587e190] + InverseFunctions v0.1.12
  [92d709cd] + IrrationalConstants v0.2.2
  [82899510] + IteratorInterfaceExtensions v1.0.0
  [692b3bcd] + JLLWrappers v1.5.0
  [73f95e8e] + LatticeRules v0.0.1
  [50d2b5c4] + Lazy v0.15.1
  [1d6d02ad] + LeftChildRightSiblingTrees v0.2.0
  [2ab3a3ac] + LogExpFunctions v0.3.26
  [e6f89c97] + LoggingExtras v1.0.3
  [1914dd2f] + MacroTools v0.5.11
  [e1d29d7a] + Missings v1.1.0
  [77ba4419] + NaNMath v1.0.2
  [7f7a1694] + Optimization v3.19.3
  [bac558e1] + OrderedCollections v1.6.2
  [aea7be01] + PrecompileTools v1.2.0
  [21216c6a] + Preferences v1.4.1
  [27ebfcd6] + Primes v0.5.5
  [33c8b6b6] + ProgressLogging v0.1.4
  [92933f4c] + ProgressMeter v1.9.0
  [8a4e6c94] + QuasiMonteCarlo v0.3.3
  [3cdcf5f2] + RecipesBase v1.3.4
  [731186ca] + RecursiveArrayTools v2.38.10
  [189a3867] + Reexport v1.2.2
  [ae029012] + Requires v1.3.0
  [7e49a35a] + RuntimeGeneratedFunctions v0.5.12
  [0bca4576] + SciMLBase v2.8.2
  [c0aeaf25] + SciMLOperators v0.3.7
  [efcf1570] + Setfield v1.1.1
  [ed01d8cd] + Sobol v1.5.0
  [a2af1166] + SortingAlgorithms v1.2.0
  [276daf66] + SpecialFunctions v2.3.1
  [1e83bf80] + StaticArraysCore v1.4.2
  [82ae8749] + StatsAPI v1.7.0
  [2913bbd2] + StatsBase v0.34.2
  [2efcf032] + SymbolicIndexingInterface v0.2.2
  [3783bdb8] + TableTraits v1.0.1
  [bd369af6] + Tables v1.11.1
  [5d786b92] + TerminalLoggers v0.1.7
  [410a4b4d] + Tricks v0.1.8
  [781d530d] + TruncatedStacktraces v1.4.0
  [efe28fd5] + OpenSpecFun_jll v0.5.5+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
  [b27032c2] + LibCURL v0.6.3
  [76f85450] + LibGit2
  [8f399da3] + Libdl
  [37e2e46d] + LinearAlgebra
  [56ddb016] + Logging
  [d6f4376e] + Markdown
  [a63ad114] + Mmap
  [ca575930] + NetworkOptions v1.2.0
  [44cfe95a] + Pkg v1.9.2
  [de0858da] + Printf
  [3fa0cd96] + REPL
  [9a3f8284] + Random
  [ea8e919c] + SHA v0.7.0
  [9e88b42a] + Serialization
  [6462fe0b] + Sockets
  [2f01184e] + SparseArrays
  [10745b16] + Statistics v1.9.0
  [4607b0f0] + SuiteSparse
  [fa267f1f] + TOML v1.0.3
  [a4e569a6] + Tar v1.10.0
  [8dfed614] + Test
  [cf7118a7] + UUIDs
  [4ec0a83e] + Unicode
  [e66e0078] + CompilerSupportLibraries_jll v1.0.5+0
  [deac9b47] + LibCURL_jll v7.84.0+0
  [29816b5a] + LibSSH2_jll v1.10.2+0
  [c8ffd9c3] + MbedTLS_jll v2.28.2+0
  [14a3606d] + MozillaCACerts_jll v2022.10.11
  [4536629a] + OpenBLAS_jll v0.3.21+4
  [05823500] + OpenLibm_jll v0.8.1+0
  [bea87d4a] + SuiteSparse_jll v5.10.1+6
  [83775a58] + Zlib_jll v1.2.13+0
  [8e850b90] + libblastrampoline_jll v5.8.0+0
  [8e850ede] + nghttp2_jll v1.48.0+0
  [3f19e933] + p7zip_jll v17.4.0+0

julia> using ForwardDiff, Optimization

julia> Optimization.OptimizationFunction((x,p) -> x^2, Optimization.AutoForwardDiff())
(::OptimizationFunction{true, AutoForwardDiff{nothing, Nothing}, var"#3#4", Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, typeof(SciMLBase.DEFAULT_OBSERVED_NO_TIME), Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing}) (generic function with 1 method)

Can you check if the SciMLBase being used in your case, maybe from the base environment is very old, that seems most likely?

So it would seem: SciMLBase v1.81.0.

Since I have the same versions for Optimization.jl and ForwardDiff.jl, compat seems incorrect.