-
-
Couldn't load subscription status.
- Fork 56
Description
I am trying to implement a shooting method using a NonlinearProblem. An ODEProblem is passed as a parameter to the NonlinearProblem (to avoid recreating a new ODEProblem at each iteration), and during evaluation of the nonlinear function the properties of the ODEProblem (u0, tspan, p, etc.) are modified. However, when passing the ODEProblem as a parameter, I get the error MethodError: anyeltypedual(::Type{Union{}}) is ambiguous. Everything works correctly if the ODEProblem is created inside the nonlinear function, but being able to pass it as a parameter would be more convenient.
Minimal Reproducible Example
using OrdinaryDiffEq, NonlinearSolve, StaticArrays
# ODE problem
f(u, p, t) = SA[u[2], 1.5u[1]^2]
ode = ODEProblem(f, SA[0.0, 0.0], (0, 1))
## Example 1: ODE is not passed as a parameter, no errors
fun_no_ode(u, _) = begin
ode = ODEProblem(f, SA[4.0; u], (0, 1))
sol = solve(ode, Tsit5(); reltol = 1e-8, abstol = 1e-9)
return sol[end][1] - 1
end
prob1 = NonlinearProblem(fun_no_ode, -2.0)
sol = solve(prob1, TrustRegion(), show_trace = Val(true))
## Example 2: ODE is passed as a parameter, error is thrown
fun_with_ode(u, ode) = begin
ode = remake(ode, u0 = SA[4.0; u])
sol = solve(ode, Tsit5(); reltol = 1e-8, abstol = 1e-9)
return sol[end][1] - 1
end
prob2 = NonlinearProblem(objective, -2.0, ode)
sol = solve(prob2, TrustRegion())Error & Stacktrace
ERROR: MethodError: anyeltypedual(::Type{Union{}}) is ambiguous.
Candidates:
anyeltypedual(::Type{T}) where T<:(Tuple{Vararg{T, N}} where {N, T})
@ DiffEqBase C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\forwarddiff.jl:180
anyeltypedual(::Type{T}) where T<:ForwardDiff.Dual
@ DiffEqBase C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\forwarddiff.jl:161
anyeltypedual(x::Type{T}) where T<:DiffResults.DiffResult
@ DiffEqBase C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\forwarddiff.jl:129
anyeltypedual(::Type{T}) where T<:Union{Set, AbstractArray}
@ DiffEqBase C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\forwarddiff.jl:165
anyeltypedual(x::Type{T}) where T<:ForwardDiff.AbstractConfig
@ DiffEqBase C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\forwarddiff.jl:120
Possible fix, define
anyeltypedual(::Type{Union{}})
Stacktrace:
[1] (::Base.MappingRF{typeof(DiffEqBase.anyeltypedual), Base.BottomRF{typeof(DiffEqBase.promote_dual)}})(acc::Type, x::Type)
@ Base .\reduce.jl:100
[2] _foldl_impl(op::Base.MappingRF{typeof(DiffEqBase.anyeltypedual), Base.BottomRF{…}}, init::Type, itr::Core.SimpleVector)
@ Base .\reduce.jl:62
[3] foldl_impl
@ .\reduce.jl:48 [inlined]
[4] mapfoldl_impl
@ .\reduce.jl:44 [inlined]
[5] mapfoldl
@ .\reduce.jl:175 [inlined]
[6] mapreduce
@ .\reduce.jl:307 [inlined]
[7] __anyeltypedual(::Type{@Kwargs{}})
@ DiffEqBase C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\forwarddiff.jl:153
[8] anyeltypedual(::Type{@Kwargs{}}, ::Type{Val{1}})
@ DiffEqBase C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\forwarddiff.jl:159
[9] (::DiffEqBase.var"#80#81"{Int64})(x::Type)
@ DiffEqBase C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\forwarddiff.jl:102
[10] (::Base.MappingRF{DiffEqBase.var"#80#81"{Int64}, Base.BottomRF{typeof(DiffEqBase.promote_dual)}})(acc::Type, x::Type)
@ Base .\reduce.jl:100
[11] _foldl_impl(op::Base.MappingRF{DiffEqBase.var"#80#81"{…}, Base.BottomRF{…}}, init::Type, itr::Core.SimpleVector)
@ Base .\reduce.jl:62
[12] foldl_impl
@ .\reduce.jl:48 [inlined]
[13] mapfoldl_impl
@ .\reduce.jl:44 [inlined]
[14] mapfoldl
@ .\reduce.jl:175 [inlined]
[15] mapreduce
@ .\reduce.jl:307 [inlined]
[16] diffeqmapreduce(f::DiffEqBase.var"#80#81"{Int64}, op::typeof(DiffEqBase.promote_dual), x::Core.SimpleVector)
@ DiffEqBase C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\forwarddiff.jl:55
[17] #s86#79
@ C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\forwarddiff.jl:102 [inlined]
[18] var"#s86#79"(counter::Any, ::Any, x::Any, ::Any)
@ DiffEqBase .\none:0
[19] (::Core.GeneratedFunctionStub)(::UInt64, ::LineNumberNode, ::Any, ::Vararg{Any})
@ Core .\boot.jl:602
[20] anyeltypedual
@ C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\forwarddiff.jl:95 [inlined]
[21] promote_u0
@ C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\forwarddiff.jl:269 [inlined]
[22] get_concrete_problem(prob::NonlinearProblem{…}, isadapt::Bool; kwargs::@Kwargs{…})
@ DiffEqBase C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\solve.jl:1141
[23] get_concrete_problem
@ C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\solve.jl:1139 [inlined]
[24] solve_up(prob::NonlinearProblem{…}, sensealg::Nothing, u0::Float64, p::ODEProblem{…}, args::GeneralizedFirstOrderAlgorithm{…}; kwargs::@Kwargs{})
@ DiffEqBase C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\solve.jl:1070
[25] solve_up
@ C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\solve.jl:1066 [inlined]
[26] solve(prob::NonlinearProblem{…}, args::GeneralizedFirstOrderAlgorithm{…}; sensealg::Nothing, u0::Nothing, p::Nothing, wrap::Val{…}, kwargs::@Kwargs{})
@ DiffEqBase C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\solve.jl:1060
[27] solve(prob::NonlinearProblem{…}, args::GeneralizedFirstOrderAlgorithm{…})
@ DiffEqBase C:\Users\alexp\.julia\packages\DiffEqBase\PBhFc\src\solve.jl:1050
[28] top-level scope
@ c:\Users\alexp\test\mwe.jl:23Environment:
- Output of
using Pkg; Pkg.status()
Status `C:\Users\alexp\test\Project.toml`
[8913a72c] NonlinearSolve v3.12.3
[1dea7af3] OrdinaryDiffEq v6.80.1
[90137ffa] StaticArrays v1.9.4- Output of
using Pkg; Pkg.status(; mode = PKGMODE_MANIFEST)
Status `C:\Users\alexp\test\Manifest.toml`
[47edcb42] ADTypes v1.2.1
[7d9f7c33] Accessors v0.1.36
[79e6a3ab] Adapt v4.0.4
[ec485272] ArnoldiMethod v0.4.0
[4fba245c] ArrayInterface v7.10.0
[4c555306] ArrayLayouts v1.9.3
[62783981] BitTwiddlingConvenienceFunctions v0.1.5
[2a0fbf3d] CPUSummary v0.2.5
[d360d2e6] ChainRulesCore v1.23.0
[fb6a15b2] CloseOpenIntervals v0.1.12
[38540f10] CommonSolve v0.2.4
[bbf7d656] CommonSubexpressions v0.3.0
[34da2185] Compat v4.15.0
[a33af91c] CompositionsBase v0.1.2
[2569d6c7] ConcreteStructs v0.2.3
[187b0558] ConstructionBase v1.5.5
[adafc99b] CpuId v0.3.1
[9a962f9c] DataAPI v1.16.0
[864edb3b] DataStructures v0.18.20
[e2d170a0] DataValueInterfaces v1.0.0
[2b5f629d] DiffEqBase v6.151.2
[163ba53b] DiffResults v1.1.0
[b552c78f] DiffRules v1.15.1
⌅ [a0c0ee7d] DifferentiationInterface v0.4.2
[ffbed154] DocStringExtensions v0.9.3
[4e289a0a] EnumX v1.0.4
[f151be2c] EnzymeCore v0.7.3
[d4d017d3] ExponentialUtilities v1.26.1
[e2ba6199] ExprTools v0.1.10
[7034ab61] FastBroadcast v0.3.0
[9aa1b823] FastClosures v0.3.2
[29a986be] FastLapackInterface v2.0.4
[1a297f60] FillArrays v1.11.0
[6a86dc24] FiniteDiff v2.23.1
[f6369f11] ForwardDiff v0.10.36
[069b7b12] FunctionWrappers v1.1.3
[77dc65aa] FunctionWrappersWrappers v0.1.3
[46192b85] GPUArraysCore v0.1.6
[c145ed77] GenericSchur v0.5.4
[86223c79] Graphs v1.11.0
[3e5b6fbb] HostCPUFeatures v0.1.16
[615f187c] IfElse v0.1.1
[d25df0c9] Inflate v0.1.5
[3587e190] InverseFunctions v0.1.14
[92d709cd] IrrationalConstants v0.2.2
[82899510] IteratorInterfaceExtensions v1.0.0
[692b3bcd] JLLWrappers v1.5.0
[ef3ab10e] KLU v0.6.0
[ba0b0d4f] Krylov v0.9.6
[10f19ff3] LayoutPointers v0.1.15
[5078a376] LazyArrays v2.0.2
[d3d80556] LineSearches v7.2.0
[7ed4a6bd] LinearSolve v2.30.1
[2ab3a3ac] LogExpFunctions v0.3.27
[bdcacae8] LoopVectorization v0.12.170
[1914dd2f] MacroTools v0.5.13
[d125e4d3] ManualMemory v0.1.8
[bb5d69b7] MaybeInplace v0.1.3
[46d2c3a1] MuladdMacro v0.2.4
[d41bc354] NLSolversBase v7.8.3
[77ba4419] NaNMath v1.0.2
[8913a72c] NonlinearSolve v3.12.3
[6fe1bfb0] OffsetArrays v1.14.0
[bac558e1] OrderedCollections v1.6.3
[1dea7af3] OrdinaryDiffEq v6.80.1
[65ce6f38] PackageExtensionCompat v1.0.2
[d96e819e] Parameters v0.12.3
[f517fe37] Polyester v0.7.14
[1d0040c9] PolyesterWeave v0.2.1
[d236fae5] PreallocationTools v0.4.21
[aea7be01] PrecompileTools v1.2.1
[21216c6a] Preferences v1.4.3
[3cdcf5f2] RecipesBase v1.3.4
[731186ca] RecursiveArrayTools v3.20.0
[f2c3362d] RecursiveFactorization v0.2.23
[189a3867] Reexport v1.2.2
[ae029012] Requires v1.3.0
[7e49a35a] RuntimeGeneratedFunctions v0.5.13
[94e857df] SIMDTypes v0.1.0
[476501e8] SLEEFPirates v0.6.42
[0bca4576] SciMLBase v2.39.0
[c0aeaf25] SciMLOperators v0.3.8
[53ae85a6] SciMLStructures v1.2.0
[efcf1570] Setfield v1.1.1
[727e6d20] SimpleNonlinearSolve v1.9.0
[699a6c99] SimpleTraits v0.9.4
[ce78b400] SimpleUnPack v1.1.0
[47a9eef4] SparseDiffTools v2.19.0
[0a514795] SparseMatrixColorings v0.3.2
[e56a9233] Sparspak v0.3.9
[276daf66] SpecialFunctions v2.4.0
[aedffcd0] Static v0.8.10
[0d7ed370] StaticArrayInterface v1.5.0
[90137ffa] StaticArrays v1.9.4
[1e83bf80] StaticArraysCore v1.4.2
[7792a7ef] StrideArraysCore v0.5.6
[2efcf032] SymbolicIndexingInterface v0.3.22
[3783bdb8] TableTraits v1.0.1
[bd369af6] Tables v1.11.1
[8290d209] ThreadingUtilities v0.5.2
[a759f4b9] TimerOutputs v0.5.24
[d5829a12] TriangularSolve v0.2.0
[410a4b4d] Tricks v0.1.8
[781d530d] TruncatedStacktraces v1.4.0
[3a884ed6] UnPack v1.0.2
[3d5dd08c] VectorizationBase v0.21.68
[19fa3120] VertexSafeGraphs v0.2.0
[1d5cc7b8] IntelOpenMP_jll v2024.1.0+0
[856f044c] MKL_jll v2024.1.0+0
[efe28fd5] OpenSpecFun_jll v0.5.5+0
[1317d2d5] oneTBB_jll v2021.12.0+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
[bea87d4a] SuiteSparse_jll v7.2.1+1
[83775a58] Zlib_jll v1.2.13+1
[8e850b90] libblastrampoline_jll v5.8.0+1
[8e850ede] nghttp2_jll v1.52.0+1
[3f19e933] p7zip_jll v17.4.0+2- Output of
versioninfo()
Julia Version 1.10.3
Commit 0b4590a550 (2024-04-30 10:59 UTC)
Build Info:
Official https://julialang.org/ release
Platform Info:
OS: Windows (x86_64-w64-mingw32)
CPU: 32 × AMD Ryzen 9 5950X 16-Core Processor
WORD_SIZE: 64
LIBM: libopenlibm
LLVM: libLLVM-15.0.7 (ORCJIT, znver3)
Threads: 16 default, 0 interactive, 8 GC (on 32 virtual cores)
Environment:
JULIA_EDITOR = code
JULIA_NUM_THREADS = 16