Open
Description
Describe the bug 🐞
When I create a SDEProblem
from a SDEFunction
I built via a SDESystem
I get sefault when trying to solve an EnsembleProblem
for large enough trajectories
. Bug does not happen if I build the SDEProblem
directly from a SDESystem
or ReactionSystem
.
Expected behavior
I should not get a segfault.
Minimal Reproducible Example 👇
using Catalyst, StochasticDiffEq, ModelingToolkit, SciMLBase
using ModelingToolkit: t_nounits as t, D_nounits as D
@parameters c1 c2
@variables X(t) Y(t)
eqs = [D(X) ~ -c1*X + c2*Y,
D(Y) ~ c1*X - c2*Y]
noiseeqs = [-sqrt(abs(c1*X)) sqrt(abs(c2*Y));
sqrt(abs(c1*X)) -sqrt(abs(c2*Y))]
@named sdesys = SDESystem(eqs, noiseeqs, t, [X, Y], [c1, c2]; tspan = (0, 1000.0))
sdesys = complete(sdesys)
# SDESystem via Catalyst
rn = @reaction_network begin
@species X(t)=50.0 Y(t)=100.0
c1, X --> Y
c2, Y --> X
end
u0 = [X => 50.0, Y => 100.0]
ps = [c1 => 0.5, c2 => 1.0]
sdefun = SDEFunction(sdesys, first.(u0), first.(ps))
sdefun = SDEFunction(sdesys, first.(u0), first.(ps))
sprob_fun = SDEProblem(sdefun, last.(u0), [0.0, 10.0], last.(ps))
sprob_sys = SDEProblem(rn, u0, [0.0, 10.0], ps)
sprob_rn = SDEProblem(sdesys, u0, [0.0, 10.0], ps)
#=
This section works as expected
eprob = EnsembleProblem(sprob_sys)
sol = solve(eprob, EM(), EnsembleSerial(), trajectories = 1000, saveat = 1:10, dt = 1e-3)
eprob = EnsembleProblem(sprob_rn)
sol = solve(eprob, EM(), EnsembleSerial(), trajectories = 1000, saveat = 1:10, dt = 1e-3)
=#
eprob = EnsembleProblem(sprob_fun)
sol = solve(eprob, EM(), EnsembleSerial(), trajectories = 10000, saveat = 1:10, dt = 1e-3)
Error & Stacktrace
[14149] signal 11 (128): Segmentation fault
in expression starting at /home/perssos/Dropbox/PhD/tmp/test_fail/MVE.jl:37
gc_mark_outrefs at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/gc.c:2784 [inlined]
gc_mark_loop_serial_ at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/gc.c:2946
gc_mark_loop_serial at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/gc.c:2969
gc_mark_loop at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/gc.c:3151 [inlined]
_jl_gc_collect at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/gc.c:3540
ijl_gc_collect at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/gc.c:3901
maybe_collect at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/gc.c:922 [inlined]
jl_gc_pool_alloc_inner at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/gc.c:1327
jl_gc_pool_alloc_noinline at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/gc.c:1394 [inlined]
jl_gc_alloc_ at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/julia_internal.h:523 [inlined]
jl_gc_alloc at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/gc.c:3954
_new_genericmemory_ at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/genericmemory.c:56
jl_genericmemory_copy_slice at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/genericmemory.c:350
copy at ./array.jl:350 [inlined]
safecopy at /home/perssos/.julia/packages/ResettableStacks/lP2VI/src/core.jl:27 [inlined]
_broadcast_getindex_evalf at ./broadcast.jl:678 [inlined]
_broadcast_getindex at ./broadcast.jl:651 [inlined]
#17 at ./broadcast.jl:1102 [inlined]
ntuple at ./ntuple.jl:50 [inlined]
copy at ./broadcast.jl:1102 [inlined]
materialize at ./broadcast.jl:872 [inlined]
copyat_or_push! at /home/perssos/.julia/packages/ResettableStacks/lP2VI/src/core.jl:35
setup_next_step! at /home/perssos/.julia/packages/DiffEqNoiseProcess/Moaax/src/noise_interfaces/noise_process_interface.jl:174 [inlined]
setup_next_step! at /home/perssos/.julia/packages/StochasticDiffEq/OmgKe/src/integrators/integrator_utils.jl:2 [inlined]
#__init#108 at /home/perssos/.julia/packages/StochasticDiffEq/OmgKe/src/solve.jl:682
__init at /home/perssos/.julia/packages/StochasticDiffEq/OmgKe/src/solve.jl:18 [inlined]
__init at /home/perssos/.julia/packages/StochasticDiffEq/OmgKe/src/solve.jl:18 [inlined]
#__solve#107 at /home/perssos/.julia/packages/StochasticDiffEq/OmgKe/src/solve.jl:6
__solve at /home/perssos/.julia/packages/StochasticDiffEq/OmgKe/src/solve.jl:1 [inlined]
__solve at /home/perssos/.julia/packages/StochasticDiffEq/OmgKe/src/solve.jl:1 [inlined]
__solve at /home/perssos/.julia/packages/StochasticDiffEq/OmgKe/src/solve.jl:1 [inlined]
__solve at /home/perssos/.julia/packages/StochasticDiffEq/OmgKe/src/solve.jl:1 [inlined]
__solve at /home/perssos/.julia/packages/StochasticDiffEq/OmgKe/src/solve.jl:1 [inlined]
#solve_call#35 at /home/perssos/.julia/packages/DiffEqBase/HyX7M/src/solve.jl:635
solve_call at /home/perssos/.julia/packages/DiffEqBase/HyX7M/src/solve.jl:592 [inlined]
#solve_up#44 at /home/perssos/.julia/packages/DiffEqBase/HyX7M/src/solve.jl:1142 [inlined]
solve_up at /home/perssos/.julia/packages/DiffEqBase/HyX7M/src/solve.jl:1120 [inlined]
#solve#42 at /home/perssos/.julia/packages/DiffEqBase/HyX7M/src/solve.jl:1057 [inlined]
solve at /home/perssos/.julia/packages/DiffEqBase/HyX7M/src/solve.jl:1047 [inlined]
#batch_func#681 at /home/perssos/.julia/packages/SciMLBase/elLNZ/src/ensemble/basic_ensemble_solve.jl:193 [inlined]
batch_func at /home/perssos/.julia/packages/SciMLBase/elLNZ/src/ensemble/basic_ensemble_solve.jl:180 [inlined]
#690 at /home/perssos/.julia/packages/SciMLBase/elLNZ/src/ensemble/basic_ensemble_solve.jl:252
unknown function (ip: 0x77f5cab7e0ac)
responsible_map at /home/perssos/.julia/packages/SciMLBase/elLNZ/src/ensemble/basic_ensemble_solve.jl:245
#solve_batch#689 at /home/perssos/.julia/packages/SciMLBase/elLNZ/src/ensemble/basic_ensemble_solve.jl:251 [inlined]
solve_batch at /home/perssos/.julia/packages/SciMLBase/elLNZ/src/ensemble/basic_ensemble_solve.jl:250 [inlined]
macro expansion at ./timing.jl:421 [inlined]
#679 at /home/perssos/.julia/packages/SciMLBase/elLNZ/src/ensemble/basic_ensemble_solve.jl:146
with_logstate at ./logging/logging.jl:522
with_logger at ./logging/logging.jl:632 [inlined]
#__solve#678 at /home/perssos/.julia/packages/SciMLBase/elLNZ/src/ensemble/basic_ensemble_solve.jl:130
__solve at /home/perssos/.julia/packages/SciMLBase/elLNZ/src/ensemble/basic_ensemble_solve.jl:122 [inlined]
#solve#46 at /home/perssos/.julia/packages/DiffEqBase/HyX7M/src/solve.jl:1158 [inlined]
solve at /home/perssos/.julia/packages/DiffEqBase/HyX7M/src/solve.jl:1155
unknown function (ip: 0x77f5cab603a2)
jl_apply at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/julia.h:2157 [inlined]
do_call at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/interpreter.c:126
eval_value at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/interpreter.c:223
eval_stmt_value at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/interpreter.c:174 [inlined]
eval_body at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/interpreter.c:666
jl_interpret_toplevel_thunk at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/interpreter.c:824
jl_toplevel_eval_flex at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/toplevel.c:943
jl_toplevel_eval_flex at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/toplevel.c:886
ijl_toplevel_eval_in at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/toplevel.c:994
eval at ./boot.jl:430 [inlined]
include_string at ./loading.jl:2734
_include at ./loading.jl:2794
include at ./Base.jl:557
jfptr_include_46865.1 at /home/perssos/.julia/juliaup/julia-1.11.4+0.x64.linux.gnu/lib/julia/sys.so (unknown line)
exec_options at ./client.jl:323
_start at ./client.jl:531
jfptr__start_73560.1 at /home/perssos/.julia/juliaup/julia-1.11.4+0.x64.linux.gnu/lib/julia/sys.so (unknown line)
jl_apply at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/julia.h:2157 [inlined]
true_main at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/jlapi.c:900
jl_repl_entrypoint at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/src/jlapi.c:1059
main at /cache/build/builder-amdci5-5/julialang/julia-release-1-dot-11/cli/loader_exe.c:58
unknown function (ip: 0x77f62b42a1c9)
__libc_start_main at /lib/x86_64-linux-gnu/libc.so.6 (unknown line)
unknown function (ip: 0x4010b8)
Allocations: 65015280 (Pool: 65013556; Big: 1724); GC: 30
Segmentation fault (core dumped)
Environment (please complete the following information):
- Output of
using Pkg; Pkg.status()
[479239e8] Catalyst v14.4.1
[961ee093] ModelingToolkit v9.68.1
[0bca4576] SciMLBase v2.79.0
[789caeaf] StochasticDiffEq v6.74.1
- Output of
using Pkg; Pkg.status(; mode = PKGMODE_MANIFEST)
[47edcb42] ADTypes v1.14.0
[1520ce14] AbstractTrees v0.4.5
[7d9f7c33] Accessors v0.1.42
[79e6a3ab] Adapt v4.3.0
[66dad0bd] AliasTables v1.1.3
[ec485272] ArnoldiMethod v0.4.0
[4fba245c] ArrayInterface v7.18.0
[4c555306] ArrayLayouts v1.11.1
[e2ed5e7c] Bijections v0.1.9
[62783981] BitTwiddlingConvenienceFunctions v0.1.6
[8e7c35d0] BlockArrays v1.5.0
[70df07ce] BracketingNonlinearSolve v1.1.1
[2a0fbf3d] CPUSummary v0.2.6
[00ebfdb7] CSTParser v3.4.3
[479239e8] Catalyst v14.4.1
[d360d2e6] ChainRulesCore v1.25.1
[fb6a15b2] CloseOpenIntervals v0.1.13
[861a8166] Combinatorics v1.0.2
⌅ [a80b9123] CommonMark v0.8.16
[38540f10] CommonSolve v0.2.4
[bbf7d656] CommonSubexpressions v0.3.1
[f70d9fcc] CommonWorldInvalidations v1.0.0
[34da2185] Compat v4.16.0
[b152e2b5] CompositeTypes v0.1.4
[a33af91c] CompositionsBase v0.1.2
[2569d6c7] ConcreteStructs v0.2.3
[187b0558] ConstructionBase v1.5.8
[adafc99b] CpuId v0.3.1
[a8cc5b0e] Crayons v4.1.1
[9a962f9c] DataAPI v1.16.0
[864edb3b] DataStructures v0.18.22
[e2d170a0] DataValueInterfaces v1.0.0
[2b5f629d] DiffEqBase v6.167.0
[459566f4] DiffEqCallbacks v4.3.0
[77a26b50] DiffEqNoiseProcess v5.24.1
[163ba53b] DiffResults v1.1.0
[b552c78f] DiffRules v1.15.1
[a0c0ee7d] DifferentiationInterface v0.6.48
[8d63f2c5] DispatchDoctor v0.4.19
[b4f34e82] Distances v0.10.12
[31c24e10] Distributions v0.25.118
[ffbed154] DocStringExtensions v0.9.3
[5b8099bc] DomainSets v0.7.15
[7c1d4256] DynamicPolynomials v0.6.1
[06fc5a27] DynamicQuantities v1.7.0
[4e289a0a] EnumX v1.0.4
[f151be2c] EnzymeCore v0.8.8
[e2ba6199] ExprTools v0.1.10
[55351af7] ExproniconLite v0.10.14
[7034ab61] FastBroadcast v0.3.5
[9aa1b823] FastClosures v0.3.2
[a4df4552] FastPower v1.1.1
[1a297f60] FillArrays v1.13.0
[64ca27bc] FindFirstFunctions v1.4.1
[6a86dc24] FiniteDiff v2.27.0
[1fa38f19] Format v1.3.7
[f6369f11] ForwardDiff v0.10.38
[069b7b12] FunctionWrappers v1.1.3
[77dc65aa] FunctionWrappersWrappers v0.1.3
[d9f16b24] Functors v0.5.2
[46192b85] GPUArraysCore v0.2.0
[c27321d9] Glob v1.3.1
[86223c79] Graphs v1.12.0
[34004b35] HypergeometricFunctions v0.3.28
[615f187c] IfElse v0.1.1
[d25df0c9] Inflate v0.1.5
[18e54dd8] IntegerMathUtils v0.1.2
[8197267c] IntervalSets v0.7.10
[3587e190] InverseFunctions v0.1.17
[92d709cd] IrrationalConstants v0.2.4
[82899510] IteratorInterfaceExtensions v1.0.0
[692b3bcd] JLLWrappers v1.7.0
[ae98c720] Jieko v0.2.1
[98e50ef6] JuliaFormatter v1.0.62
[ccbc3e58] JumpProcesses v9.14.2
[ba0b0d4f] Krylov v0.9.10
[b964fa9f] LaTeXStrings v1.4.0
[23fbe1c1] Latexify v0.16.6
[10f19ff3] LayoutPointers v0.1.17
[5078a376] LazyArrays v2.6.1
[2d8b4e74] LevyArea v1.0.0
[87fe0de2] LineSearch v0.1.4
[d3d80556] LineSearches v7.3.0
[7ed4a6bd] LinearSolve v3.7.0
[2ab3a3ac] LogExpFunctions v0.3.29
[d8e11817] MLStyle v0.4.17
[1914dd2f] MacroTools v0.5.15
[d125e4d3] ManualMemory v0.1.8
[bb5d69b7] MaybeInplace v0.1.4
[e1d29d7a] Missings v1.2.0
[961ee093] ModelingToolkit v9.68.1
[2e0e35c7] Moshi v0.3.5
[46d2c3a1] MuladdMacro v0.2.4
[102ac46a] MultivariatePolynomials v0.5.7
[d8a4904e] MutableArithmetics v1.6.4
[d41bc354] NLSolversBase v7.9.0
[2774e3e8] NLsolve v4.5.1
[77ba4419] NaNMath v1.1.2
[8913a72c] NonlinearSolve v4.5.0
[be0214bd] NonlinearSolveBase v1.5.1
[5959db7a] NonlinearSolveFirstOrder v1.3.0
[9a2c21bd] NonlinearSolveQuasiNewton v1.2.0
[26075421] NonlinearSolveSpectralMethods v1.1.0
[6fe1bfb0] OffsetArrays v1.16.0
[429524aa] Optim v1.11.0
[bac558e1] OrderedCollections v1.8.0
[bbf590c4] OrdinaryDiffEqCore v1.20.0
[4302a76b] OrdinaryDiffEqDifferentiation v1.4.0
[127b3ac7] OrdinaryDiffEqNonlinearSolve v1.5.0
[90014a1f] PDMats v0.11.32
[65ce6f38] PackageExtensionCompat v1.0.2
[d96e819e] Parameters v0.12.3
[e409e4f3] PoissonRandom v0.4.4
[f517fe37] Polyester v0.7.16
[1d0040c9] PolyesterWeave v0.2.2
[85a6dd25] PositiveFactorizations v0.2.4
[d236fae5] PreallocationTools v0.4.25
⌅ [aea7be01] PrecompileTools v1.2.1
[21216c6a] Preferences v1.4.3
[27ebfcd6] Primes v0.5.7
[43287f4e] PtrArrays v1.3.0
[1fd47b50] QuadGK v2.11.2
[74087812] Random123 v1.7.0
[e6cf234a] RandomNumbers v1.6.0
[3cdcf5f2] RecipesBase v1.3.4
[731186ca] RecursiveArrayTools v3.31.1
[189a3867] Reexport v1.2.2
[ae029012] Requires v1.3.1
[ae5879a3] ResettableStacks v1.1.1
[79098fc4] Rmath v0.8.0
[7e49a35a] RuntimeGeneratedFunctions v0.5.13
[9dfe8606] SCCNonlinearSolve v1.0.0
[94e857df] SIMDTypes v0.1.0
[0bca4576] SciMLBase v2.79.0
[19f34311] SciMLJacobianOperators v0.1.1
[c0aeaf25] SciMLOperators v0.3.13
[53ae85a6] SciMLStructures v1.7.0
[efcf1570] Setfield v1.1.2
[727e6d20] SimpleNonlinearSolve v2.2.0
[699a6c99] SimpleTraits v0.9.4
[ce78b400] SimpleUnPack v1.1.0
[a2af1166] SortingAlgorithms v1.2.1
[47a9eef4] SparseDiffTools v2.24.0
[0a514795] SparseMatrixColorings v0.4.14
[276daf66] SpecialFunctions v2.5.0
[aedffcd0] Static v1.2.0
[0d7ed370] StaticArrayInterface v1.8.0
[90137ffa] StaticArrays v1.9.13
[1e83bf80] StaticArraysCore v1.4.3
[10745b16] Statistics v1.11.1
[82ae8749] StatsAPI v1.7.0
[2913bbd2] StatsBase v0.34.4
[4c63d2b9] StatsFuns v1.3.2
[789caeaf] StochasticDiffEq v6.74.1
[7792a7ef] StrideArraysCore v0.5.7
[2efcf032] SymbolicIndexingInterface v0.3.38
[19f23fe9] SymbolicLimits v0.2.2
[d1185830] SymbolicUtils v3.24.0
[0c5d862f] Symbolics v6.33.1
[3783bdb8] TableTraits v1.0.1
[bd369af6] Tables v1.12.0
[ed4db957] TaskLocalValues v0.1.2
[8ea1fca8] TermInterface v2.0.0
[1c621080] TestItems v1.0.0
[8290d209] ThreadingUtilities v0.5.2
[a759f4b9] TimerOutputs v0.5.28
[0796e94c] Tokenize v0.5.29
[410a4b4d] Tricks v0.1.10
[781d530d] TruncatedStacktraces v1.4.0
[5c2747f8] URIs v1.5.1
[3a884ed6] UnPack v1.0.2
[1986cc42] Unitful v1.22.0
[a7c27f48] Unityper v0.1.6
[19fa3120] VertexSafeGraphs v0.2.0
[897b6980] WeakValueDicts v0.1.0
[1d5cc7b8] IntelOpenMP_jll v2025.0.4+0
[856f044c] MKL_jll v2025.0.1+1
[efe28fd5] OpenSpecFun_jll v0.5.6+0
[f50d1b31] Rmath_jll v0.5.1+0
[1317d2d5] oneTBB_jll v2022.0.0+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 v1.6.0
[7b1f6079] FileWatching v1.11.0
[9fa8497b] Future v1.11.0
[b77e0a4c] InteractiveUtils v1.11.0
[4af54fe1] LazyArtifacts v1.11.0
[b27032c2] LibCURL v0.6.4
[76f85450] LibGit2 v1.11.0
[8f399da3] Libdl v1.11.0
[37e2e46d] LinearAlgebra v1.11.0
[56ddb016] Logging v1.11.0
[d6f4376e] Markdown v1.11.0
[a63ad114] Mmap v1.11.0
[ca575930] NetworkOptions v1.2.0
[44cfe95a] Pkg v1.11.0
[de0858da] Printf 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 v1.11.0
[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 v1.1.1+0
[deac9b47] LibCURL_jll v8.6.0+0
[e37daf67] LibGit2_jll v1.7.2+0
[29816b5a] LibSSH2_jll v1.11.0+1
[c8ffd9c3] MbedTLS_jll v2.28.6+0
[14a3606d] MozillaCACerts_jll v2023.12.12
[4536629a] OpenBLAS_jll v0.3.27+1
[05823500] OpenLibm_jll v0.8.1+4
[bea87d4a] SuiteSparse_jll v7.7.0+0
[83775a58] Zlib_jll v1.2.13+1
[8e850b90] libblastrampoline_jll v5.11.0+0
[8e850ede] nghttp2_jll v1.59.0+0
[3f19e933] p7zip_jll v17.4.0+2
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 1.11.4
Commit 8561cc3d68d (2025-03-10 11:36 UTC)
Build Info:
Official https://julialang.org/ release
Platform Info:
OS: Linux (x86_64-linux-gnu)
CPU: 14 × Intel(R) Core(TM) Ultra 7 165U
WORD_SIZE: 64
LLVM: libLLVM-16.0.6 (ORCJIT, alderlake)
Threads: 1 default, 0 interactive, 1 GC (on 14 virtual cores)
Environment:
JULIA_EDITOR = code
JULIA_NUM_THREADS =
Additional context
The crash happens only if I simulate many trajectories (trajectories >= 10000
).