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Internal Error: Variables Incorrectly Marked as Zero During Structural Simplification in ODE System #3003

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viniviena opened this issue Sep 1, 2024 · 3 comments
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@viniviena
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Describe the bug 🐞
When running a differential equation system using ModelingToolkit, an internal error occurs where variables (N(t))[1] and (N(t))[2] are unexpectedly marked as zero in the equation 0 ~ -H(t) + myfun(T(t), N(t)). This issue arises during the structural transformation call.

Expected behavior
The system should solve the ODE without internal errors, accurately computing the values of the variables (N(t))[1] and (N(t))[2] without them being incorrectly marked as zero.

Minimal Reproducible Example 👇

using ModelingToolkit
using Symbolics
using ModelingToolkit: t_nounits as t, D_nounits as D, scalarize
using OrdinaryDiffEq

myfun(T, x::Vector) =  100.0*T*x[1] + 50.0*T*x[2]
@register_symbolic myfun(T, x::Vector)

function myc(; name)
    vars = @variables begin
       (N(t))[1:2]
       H(t)
       T(t)
    end

    eqs =  [scalarize(D(N) .~ -N), D(H) ~ H/sum(scalarize(N)), 
    H - myfun(T, N) ~ 0.0]     

    ODESystem([eqs...;], t, collect(Iterators.flatten(vars)), []; name)
end

component = myc(; name = :myc)
simple_prob = structural_simplify(component; check_consistency = true)

Error & Stacktrace ⚠️
It is a warning

┌ Warning: Internal error: Variable (N(t))[1] was marked as being in 0 ~ -H(t) + myfun(T(t), N(t)), but was actually zero
└ @ ModelingToolkit.StructuralTransformations C:\Users\vinicius\.julia\packages\ModelingToolkit\Jc09X\src\structural_transformation\utils.jl:233
┌ Warning: Internal error: Variable (N(t))[2] was marked as being in 0 ~ -H(t) + myfun(T(t), N(t)), but was actually zero
└ @ ModelingToolkit.StructuralTransformations C:\Users\vinicius\.julia\packages\ModelingToolkit\Jc09X\src\structural_transformation\utils.jl:233

Environment (please complete the following information):

  • Output of using Pkg; Pkg.status()
Status `C:\Users\vinicius\OneDrive - NTNU\Research\issuemtk\Project.toml`
  [961ee093] ModelingToolkit v9.35.1
  [1dea7af3] OrdinaryDiffEq v6.89.0
  [0c5d862f] Symbolics v6.5.0
  • Output of using Pkg; Pkg.status(; mode = PKGMODE_MANIFEST)
Status `C:\Users\vinicius\OneDrive - NTNU\Research\issuemtk\Manifest.toml`
  [47edcb42] ADTypes v1.7.1
  [1520ce14] AbstractTrees v0.4.5
  [7d9f7c33] Accessors v0.1.37
  [79e6a3ab] Adapt v4.0.4
  [66dad0bd] AliasTables v1.1.3
  [ec485272] ArnoldiMethod v0.4.0
  [4fba245c] ArrayInterface v7.16.0
  [4c555306] ArrayLayouts v1.10.3
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  [2a0fbf3d] CPUSummary v0.2.6
  [00ebfdb7] CSTParser v3.4.3
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  [861a8166] Combinatorics v1.0.2
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  [459566f4] DiffEqCallbacks v3.9.0
  [77a26b50] DiffEqNoiseProcess v5.23.0
  [163ba53b] DiffResults v1.1.0
  [b552c78f] DiffRules v1.15.1
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⌅ [06fc5a27] DynamicQuantities v0.13.2
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  [e2ba6199] ExprTools v0.1.10
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  [f6369f11] ForwardDiff v0.10.36
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  [bdcacae8] LoopVectorization v0.12.171
  [d8e11817] MLStyle v0.4.17
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  [d125e4d3] ManualMemory v0.1.8
  [bb5d69b7] MaybeInplace v0.1.4
  [e1d29d7a] Missings v1.2.0
  [961ee093] ModelingToolkit v9.35.1
  [46d2c3a1] MuladdMacro v0.2.4
  [102ac46a] MultivariatePolynomials v0.5.6
  [d8a4904e] MutableArithmetics v1.4.6
  [d41bc354] NLSolversBase v7.8.3
  [77ba4419] NaNMath v1.0.2
  [8913a72c] NonlinearSolve v3.14.0
  [6fe1bfb0] OffsetArrays v1.14.1
  [429524aa] Optim v1.9.4
  [bac558e1] OrderedCollections v1.6.3
  [1dea7af3] OrdinaryDiffEq v6.89.0
  [89bda076] OrdinaryDiffEqAdamsBashforthMoulton v1.1.0
  [6ad6398a] OrdinaryDiffEqBDF v1.1.1
  [bbf590c4] OrdinaryDiffEqCore v1.4.0
  [50262376] OrdinaryDiffEqDefault v1.1.0
  [4302a76b] OrdinaryDiffEqDifferentiation v1.1.0
  [9286f039] OrdinaryDiffEqExplicitRK v1.1.0
  [e0540318] OrdinaryDiffEqExponentialRK v1.1.0
  [becaefa8] OrdinaryDiffEqExtrapolation v1.1.0
  [5960d6e9] OrdinaryDiffEqFIRK v1.1.0
  [101fe9f7] OrdinaryDiffEqFeagin v1.1.0
  [d3585ca7] OrdinaryDiffEqFunctionMap v1.1.1
  [d28bc4f8] OrdinaryDiffEqHighOrderRK v1.1.0
  [9f002381] OrdinaryDiffEqIMEXMultistep v1.1.0
  [521117fe] OrdinaryDiffEqLinear v1.1.0
  [1344f307] OrdinaryDiffEqLowOrderRK v1.1.0
  [b0944070] OrdinaryDiffEqLowStorageRK v1.2.1
  [127b3ac7] OrdinaryDiffEqNonlinearSolve v1.1.0
  [c9986a66] OrdinaryDiffEqNordsieck v1.1.0
  [5dd0a6cf] OrdinaryDiffEqPDIRK v1.1.0
  [5b33eab2] OrdinaryDiffEqPRK v1.1.0
  [04162be5] OrdinaryDiffEqQPRK v1.1.0
  [af6ede74] OrdinaryDiffEqRKN v1.1.0
  [43230ef6] OrdinaryDiffEqRosenbrock v1.1.1
  [2d112036] OrdinaryDiffEqSDIRK v1.1.0
  [669c94d9] OrdinaryDiffEqSSPRK v1.2.0
  [e3e12d00] OrdinaryDiffEqStabilizedIRK v1.1.0
  [358294b1] OrdinaryDiffEqStabilizedRK v1.1.0
  [fa646aed] OrdinaryDiffEqSymplecticRK v1.1.0
  [b1df2697] OrdinaryDiffEqTsit5 v1.1.0
  [79d7bb75] OrdinaryDiffEqVerner v1.1.1
  [90014a1f] PDMats v0.11.31
  [65ce6f38] PackageExtensionCompat v1.0.2
  [d96e819e] Parameters v0.12.3
  [69de0a69] Parsers v2.8.1
  [e409e4f3] PoissonRandom v0.4.4
  [f517fe37] Polyester v0.7.16
  [1d0040c9] PolyesterWeave v0.2.2
  [85a6dd25] PositiveFactorizations v0.2.4
  [d236fae5] PreallocationTools v0.4.24
  [aea7be01] PrecompileTools v1.2.1
  [21216c6a] Preferences v1.4.3
  [27ebfcd6] Primes v0.5.6
  [43287f4e] PtrArrays v1.2.1
  [1fd47b50] QuadGK v2.11.0
  [74087812] Random123 v1.7.0
  [e6cf234a] RandomNumbers v1.6.0
  [3cdcf5f2] RecipesBase v1.3.4
  [731186ca] RecursiveArrayTools v3.27.0
  [f2c3362d] RecursiveFactorization v0.2.23
  [189a3867] Reexport v1.2.2
  [ae029012] Requires v1.3.0
  [ae5879a3] ResettableStacks v1.1.1
  [79098fc4] Rmath v0.7.1
  [7e49a35a] RuntimeGeneratedFunctions v0.5.13
  [94e857df] SIMDTypes v0.1.0
  [476501e8] SLEEFPirates v0.6.43
  [0bca4576] SciMLBase v2.51.0
  [c0aeaf25] SciMLOperators v0.3.10
  [53ae85a6] SciMLStructures v1.5.0
  [efcf1570] Setfield v1.1.1
  [727e6d20] SimpleNonlinearSolve v1.12.0
  [699a6c99] SimpleTraits v0.9.4
  [ce78b400] SimpleUnPack v1.1.0
  [a2af1166] SortingAlgorithms v1.2.1
  [47a9eef4] SparseDiffTools v2.20.0
  [0a514795] SparseMatrixColorings v0.4.0
  [e56a9233] Sparspak v0.3.9
  [276daf66] SpecialFunctions v2.4.0
  [aedffcd0] Static v1.1.1
  [0d7ed370] StaticArrayInterface v1.8.0
  [90137ffa] StaticArrays v1.9.7
  [1e83bf80] StaticArraysCore v1.4.3
  [82ae8749] StatsAPI v1.7.0
  [2913bbd2] StatsBase v0.34.3
  [4c63d2b9] StatsFuns v1.3.1
  [7792a7ef] StrideArraysCore v0.5.7
  [2efcf032] SymbolicIndexingInterface v0.3.28
  [19f23fe9] SymbolicLimits v0.2.2
  [d1185830] SymbolicUtils v3.5.0
  [0c5d862f] Symbolics v6.5.0
  [3783bdb8] TableTraits v1.0.1
  [bd369af6] Tables v1.12.0
  [8ea1fca8] TermInterface v2.0.0
  [8290d209] ThreadingUtilities v0.5.2
  [a759f4b9] TimerOutputs v0.5.24
  [0796e94c] Tokenize v0.5.29
  [d5829a12] TriangularSolve v0.2.1
  [410a4b4d] Tricks v0.1.9
  [781d530d] TruncatedStacktraces v1.4.0
  [5c2747f8] URIs v1.5.1
  [3a884ed6] UnPack v1.0.2
  [1986cc42] Unitful v1.21.0
  [a7c27f48] Unityper v0.1.6
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  [1d5cc7b8] IntelOpenMP_jll v2024.2.1+0
  [856f044c] MKL_jll v2024.2.0+0
  [efe28fd5] OpenSpecFun_jll v0.5.5+0
⌅ [f50d1b31] Rmath_jll v0.4.3+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
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  [44cfe95a] Pkg v1.10.0
  [de0858da] Printf
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  [9e88b42a] Serialization
  [1a1011a3] SharedArrays
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  [10745b16] Statistics v1.10.0
  [4607b0f0] SuiteSparse
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  [8dfed614] Test
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Info Packages marked with ⌅ have new versions available but compatibility constraints restrict them from upgrading. To see why use `status --outdated -m`  
  • Output of versioninfo()
Julia Version 1.10.4
Commit 48d4fd4843 (2024-06-04 10:41 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Windows (x86_64-w64-mingw32)
  CPU: 16 × 12th Gen Intel(R) Core(TM) i5-1250P
  WORD_SIZE: 64
  LIBM: libopenlibm
  LLVM: libLLVM-15.0.7 (ORCJIT, alderlake)
Threads: 1 default, 0 interactive, 1 GC (on 16 virtual cores)
Environment:
  JULIA_EDITOR = code
  JULIA_NUM_THREADS =
@viniviena viniviena added the bug Something isn't working label Sep 1, 2024
@ChrisRackauckas
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@YingboMa do you know what this warning is about? It's something to do with the symbolic array usage but it seems benign?

@aml5600
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aml5600 commented Sep 6, 2024

seeing this as well. the equations it warns against include a registered array function which generates a ton of screen output, which shows up during testing.

@Snowd1n
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Snowd1n commented Sep 16, 2024

I have also noticed huge structural_simplify performance hits with this warning. I don't know if it's just due to the potentially large amount of printing to STERROR it does but simplifications can take seconds then I invoke this error and its close to an hour or sometimes longer. I have tested it where I change my vectors from length 5 to length 500 and it changes the simplify time from half a second to 90 mins. Is there a temporary way to disable the warning to fix performance

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