ITADN

2.155 breaks Mooncake when iterating over `ODESolution`

#1325Openpenelopeysm 创建于 2026-04-23
bug
P
penelopeysmcommented
## MWE The following works with SciMLBase@2.154.0, but fails with SciMLBase@2.155.0: ```julia using OrdinaryDiffEq import Mooncake, SciMLSensitivity function lotka_volterra(du, u, p, t) x, y = u du[1] = (p[1] - p[2] * y) * x du[2] = (p[4] * x - p[3]) * y end prob = ODEProblem(lotka_volterra, [1.0, 1.0], (0.0, 10.0), [1.5, 1.0, 3.0, 1.0]) function logp(θ) predicted = solve(prob, Tsit5(); p=θ, saveat=0.1, abstol=1e-6, reltol=1e-6) lp = 0.0 for i in eachindex(predicted) lp += sum(predicted[i]) end return lp end Mooncake.prepare_gradient_cache(logp, randn(4)) ``` The issue specifically seems to be the iteration over `eachindex(predicted)`. <details><summary>What Claude thinks is the bug (idk if accurate) </summary> When you index predicted[i], that's a time index (1:101) returning a 2-element state vector. In the reverse pass, the pullback needs to scatter gradients back into the solution's internal storage. _scatter_symbol_timeseries! is using the time index (up to 101) to index into a state-sized vector (length 2) — it's mixing up which dimension is which. </details> cc. @sunxd3 @AstitvaAggarwal for info ## Stacktrace ```julia julia> Mooncake.prepare_gradient_cache(logp, randn(4)) ERROR: BoundsError: attempt to access 2-element Vector{Float64} at index [101] Stacktrace: [1] throw_boundserror(A::Vector{Float64}, I::Tuple{Int64}) @ Base ./essentials.jl:14 [2] getindex @ ./essentials.jl:916 [inlined] [3] _scatter_symbol_timeseries! @ ~/.julia/packages/SciMLBase/Ag5zT/ext/SciMLBaseMooncakeExt.jl:366 [inlined] [4] _scatter_pullback @ ~/.julia/packages/SciMLBase/Ag5zT/ext/SciMLBaseMooncakeExt.jl:392 [inlined] [5] (::Mooncake.RRuleWrapperPb{…})(dy::Mooncake.NoRData) @ Mooncake ~/.julia/packages/Mooncake/jHjuM/src/interpreter/reverse_mode.jl:324 [6] logp @ ./REPL[5]:2 [inlined] [7] (::Tuple{…})(_2::Any) @ Base.Experimental ./<missing>:0 [8] (::MistyClosures.MistyClosure{Core.OpaqueClosure{Tuple{Any}, Tuple{Mooncake.NoRData, Mooncake.NoRData}}})(x::Float64) @ MistyClosures ~/.julia/packages/MistyClosures/2vtLL/src/MistyClosures.jl:22 [9] (::Mooncake.Pullback{Tuple{…}, Tuple{…}, Tuple{…}, false, 2})(dy::Float64) @ Mooncake ~/.julia/packages/Mooncake/jHjuM/src/interpreter/reverse_mode.jl:957 [10] prepare_gradient_cache(::Function, ::Vararg{Any}; config::Mooncake.Config) @ Mooncake ~/.julia/packages/Mooncake/jHjuM/src/interface.jl:620 [11] prepare_gradient_cache(::Function, ::Vararg{Any}) @ Mooncake ~/.julia/packages/Mooncake/jHjuM/src/interface.jl:615 [12] top-level scope @ REPL[6]:1 ``` ## Failing env ```julia (ppl) pkg> st Status `~/ppl/Project.toml` ⌃ [da2b9cff] Mooncake v0.5.24 [1dea7af3] OrdinaryDiffEq v6.111.0 ⌅ [0bca4576] SciMLBase v2.155.0 ⌃ [1ed8b502] SciMLSensitivity v7.103.0 ``` <details><summary>Manifest</summary> ``` (ppl) pkg> st --manifest Status `~/ppl/Manifest.toml` [47edcb42] ADTypes v1.21.0 [621f4979] AbstractFFTs v1.5.0 [7d9f7c33] Accessors v0.1.44 [79e6a3ab] Adapt v4.5.2 [66dad0bd] AliasTables v1.1.3 [ec485272] ArnoldiMethod v0.4.0 [4fba245c] ArrayInterface v7.24.0 [a9b6321e] Atomix v1.1.3 [62783981] BitTwiddlingConvenienceFunctions v0.1.6 [70df07ce] BracketingNonlinearSolve v1.12.1 [fa961155] CEnum v0.5.0 [2a0fbf3d] CPUSummary v0.2.7 [7057c7e9] Cassette v0.3.14 [082447d4] ChainRules v1.73.0 [d360d2e6] ChainRulesCore v1.26.1 [fb6a15b2] CloseOpenIntervals v0.1.13 [38540f10] CommonSolve v0.2.6 [bbf7d656] CommonSubexpressions v0.3.1 [f70d9fcc] CommonWorldInvalidations v1.0.0 [34da2185] Compat v4.18.1 [a33af91c] CompositionsBase v0.1.2 [2569d6c7] ConcreteStructs v0.2.3 [187b0558] ConstructionBase v1.6.0 [adafc99b] CpuId v0.3.1 [9a962f9c] DataAPI v1.16.0 [864edb3b] DataStructures v0.19.4 [e2d170a0] DataValueInterfaces v1.0.0 ⌅ [2b5f629d] DiffEqBase v6.218.0 [459566f4] DiffEqCallbacks v4.16.0 [77a26b50] DiffEqNoiseProcess v5.30.0 [163ba53b] DiffResults v1.1.0 [b552c78f] DiffRules v1.15.1 [a0c0ee7d] DifferentiationInterface v0.7.16 [8d63f2c5] DispatchDoctor v0.4.28 [31c24e10] Distributions v0.25.125 [ffbed154] DocStringExtensions v0.9.5 [4e289a0a] EnumX v1.0.7 [7da242da] Enzyme v0.13.138 [f151be2c] EnzymeCore v0.8.19 [d4d017d3] ExponentialUtilities v1.30.0 [e2ba6199] ExprTools v0.1.10 [55351af7] ExproniconLite v0.10.14 [7034ab61] FastBroadcast v1.3.1 [9aa1b823] FastClosures v0.3.2 [442a2c76] FastGaussQuadrature v1.1.0 [a4df4552] FastPower v1.3.1 [1a297f60] FillArrays v1.16.0 [6a86dc24] FiniteDiff v2.30.0 [f6369f11] ForwardDiff v1.3.3 [f62d2435] FunctionProperties v0.1.2 [069b7b12] FunctionWrappers v1.1.3 [77dc65aa] FunctionWrappersWrappers v1.8.0 [d9f16b24] Functors v0.5.2 [46192b85] GPUArraysCore v0.2.0 [61eb1bfa] GPUCompiler v1.9.1 [c145ed77] GenericSchur v0.5.6 [86223c79] Graphs v1.14.0 [076d061b] HashArrayMappedTries v0.2.0 [34004b35] HypergeometricFunctions v0.3.28 [7869d1d1] IRTools v0.4.15 [615f187c] IfElse v0.1.1 [d25df0c9] Inflate v0.1.5 [3587e190] InverseFunctions v0.1.17 [92d709cd] IrrationalConstants v0.2.6 [82899510] IteratorInterfaceExtensions v1.0.0 [692b3bcd] JLLWrappers v1.7.1 [ae98c720] Jieko v0.2.1 [63c18a36] KernelAbstractions v0.9.41 [ba0b0d4f] Krylov v0.10.6 [929cbde3] LLVM v9.6.0 [10f19ff3] LayoutPointers v0.1.17 [87fe0de2] LineSearch v0.1.8 [d3d80556] LineSearches v7.6.1 [7ed4a6bd] LinearSolve v3.75.0 [2ab3a3ac] LogExpFunctions v0.3.29 [e6f89c97] LoggingExtras v1.2.0 [1914dd2f] MacroTools v0.5.16 [d125e4d3] ManualMemory v0.1.8 [bb5d69b7] MaybeInplace v0.1.4 [e1d29d7a] Missings v1.2.0 [dbe65cb8] MistyClosures v2.1.0 ⌃ [da2b9cff] Mooncake v0.5.24 [2e0e35c7] Moshi v0.3.7 [46d2c3a1] MuladdMacro v0.2.4 [d41bc354] NLSolversBase v8.0.0 [872c559c] NNlib v0.9.34 [77ba4419] NaNMath v1.1.3 [8913a72c] NonlinearSolve v4.18.0 [be0214bd] NonlinearSolveBase v2.25.0 [5959db7a] NonlinearSolveFirstOrder v2.1.1 [9a2c21bd] NonlinearSolveQuasiNewton v1.13.1 [26075421] NonlinearSolveSpectralMethods v1.7.1 [d8793406] ObjectFile v0.5.0 [3bd65402] Optimisers v0.4.7 [bac558e1] OrderedCollections v1.8.1 [1dea7af3] OrdinaryDiffEq v6.111.0 [89bda076] OrdinaryDiffEqAdamsBashforthMoulton v1.11.0 [6ad6398a] OrdinaryDiffEqBDF v1.26.0 ⌅ [bbf590c4] OrdinaryDiffEqCore v3.33.1 [50262376] OrdinaryDiffEqDefault v1.14.0 [4302a76b] OrdinaryDiffEqDifferentiation v2.9.0 [9286f039] OrdinaryDiffEqExplicitRK v1.12.0 [e0540318] OrdinaryDiffEqExponentialRK v1.15.0 [becaefa8] OrdinaryDiffEqExtrapolation v1.18.0 [5960d6e9] OrdinaryDiffEqFIRK v1.26.0 [101fe9f7] OrdinaryDiffEqFeagin v1.10.0 [d3585ca7] OrdinaryDiffEqFunctionMap v1.11.0 [d28bc4f8] OrdinaryDiffEqHighOrderRK v1.12.0 [9f002381] OrdinaryDiffEqIMEXMultistep v1.14.0 [521117fe] OrdinaryDiffEqLinear v1.12.0 [1344f307] OrdinaryDiffEqLowOrderRK v1.13.0 [b0944070] OrdinaryDiffEqLowStorageRK v1.15.0 [127b3ac7] OrdinaryDiffEqNonlinearSolve v1.28.0 [c9986a66] OrdinaryDiffEqNordsieck v1.11.0 [5dd0a6cf] OrdinaryDiffEqPDIRK v1.14.0 [5b33eab2] OrdinaryDiffEqPRK v1.10.0 [04162be5] OrdinaryDiffEqQPRK v1.10.0 [af6ede74] OrdinaryDiffEqRKN v1.12.0 [43230ef6] OrdinaryDiffEqRosenbrock v1.31.1 [2d112036] OrdinaryDiffEqSDIRK v1.14.0 [669c94d9] OrdinaryDiffEqSSPRK v1.14.0 [e3e12d00] OrdinaryDiffEqStabilizedIRK v1.14.0 [358294b1] OrdinaryDiffEqStabilizedRK v1.11.1 [fa646aed] OrdinaryDiffEqSymplecticRK v1.13.0 [b1df2697] OrdinaryDiffEqTsit5 v1.12.0 [79d7bb75] OrdinaryDiffEqVerner v1.14.0 [90014a1f] PDMats v0.11.37 [e409e4f3] PoissonRandom v0.4.7 [f517fe37] Polyester v0.7.19 [1d0040c9] PolyesterWeave v0.2.2 [d236fae5] PreallocationTools v1.2.0 ⌅ [aea7be01] PrecompileTools v1.2.1 [21216c6a] Preferences v1.5.2 [43287f4e] PtrArrays v1.4.0 [1fd47b50] QuadGK v2.11.3 [e6cf234a] RandomNumbers v1.6.0 [c1ae055f] RealDot v0.1.0 [3cdcf5f2] RecipesBase v1.3.4 ⌅ [731186ca] RecursiveArrayTools v3.54.0 [189a3867] Reexport v1.2.2 [ae029012] Requires v1.3.1 [ae5879a3] ResettableStacks v1.2.0 [37e2e3b7] ReverseDiff v1.16.2 [79098fc4] Rmath v0.9.0 [7e49a35a] RuntimeGeneratedFunctions v0.5.18 [94e857df] SIMDTypes v0.1.0 ⌅ [0bca4576] SciMLBase v2.155.0 [19f34311] SciMLJacobianOperators v0.1.13 [a6db7da4] SciMLLogging v1.9.1 [c0aeaf25] SciMLOperators v1.17.0 [431bcebd] SciMLPublic v1.0.1 ⌃ [1ed8b502] SciMLSensitivity v7.103.0 [53ae85a6] SciMLStructures v1.10.0 [7e506255] ScopedValues v1.6.0 [6c6a2e73] Scratch v1.3.0 [efcf1570] Setfield v1.1.2 [727e6d20] SimpleNonlinearSolve v2.11.1 [699a6c99] SimpleTraits v0.9.5 [a2af1166] SortingAlgorithms v1.2.2 [dc90abb0] SparseInverseSubset v0.1.2 [0a514795] SparseMatrixColorings v0.4.27 [276daf66] SpecialFunctions v2.7.2 [aedffcd0] Static v1.3.1 [0d7ed370] StaticArrayInterface v1.9.0 [90137ffa] StaticArrays v1.9.18 [1e83bf80] StaticArraysCore v1.4.4 [10745b16] Statistics v1.11.1 [82ae8749] StatsAPI v1.8.0 [2913bbd2] StatsBase v0.34.10 [4c63d2b9] StatsFuns v1.5.2 [7792a7ef] StrideArraysCore v0.5.8 [09ab397b] StructArrays v0.7.3 [53d494c1] StructIO v0.3.1 [2efcf032] SymbolicIndexingInterface v0.3.46 [3783bdb8] TableTraits v1.0.1 [bd369af6] Tables v1.12.1 [8290d209] ThreadingUtilities v0.5.5 [a759f4b9] TimerOutputs v0.5.29 [9f7883ad] Tracker v0.2.38 [e689c965] Tracy v0.1.6 [781d530d] TruncatedStacktraces v1.4.0 [013be700] UnsafeAtomics v0.3.1 [e88e6eb3] Zygote v0.7.10 [700de1a5] ZygoteRules v0.2.7 [7cc45869] Enzyme_jll v0.0.256+0 [1d5cc7b8] IntelOpenMP_jll v2025.2.0+0 [dad2f222] LLVMExtra_jll v0.0.41+0 [ad6e5548] LibTracyClient_jll v0.13.1+0 [856f044c] MKL_jll v2025.2.0+0 [efe28fd5] OpenSpecFun_jll v0.5.6+0 [f50d1b31] Rmath_jll v0.5.1+0 [1317d2d5] oneTBB_jll v2022.0.0+1 [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 [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 [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 v0.8.5+0 [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 ``` </details> ## Working env ```julia (test) pkg> st Status `~/ppl/test/Project.toml` ⌃ [da2b9cff] Mooncake v0.5.24 [1dea7af3] OrdinaryDiffEq v6.111.0 ⌅ [0bca4576] SciMLBase v2.154.0 ⌃ [1ed8b502] SciMLSensitivity v7.103.0 ``` <details><summary>Manifest</summary> ```julia (test) pkg> st --manifest Status `~/ppl/test/Manifest.toml` [47edcb42] ADTypes v1.21.0 [621f4979] AbstractFFTs v1.5.0 [7d9f7c33] Accessors v0.1.44 [79e6a3ab] Adapt v4.5.2 [66dad0bd] AliasTables v1.1.3 [ec485272] ArnoldiMethod v0.4.0 [4fba245c] ArrayInterface v7.24.0 [a9b6321e] Atomix v1.1.3 [62783981] BitTwiddlingConvenienceFunctions v0.1.6 [70df07ce] BracketingNonlinearSolve v1.12.1 [fa961155] CEnum v0.5.0 [2a0fbf3d] CPUSummary v0.2.7 [7057c7e9] Cassette v0.3.14 [082447d4] ChainRules v1.73.0 [d360d2e6] ChainRulesCore v1.26.1 [fb6a15b2] CloseOpenIntervals v0.1.13 [38540f10] CommonSolve v0.2.6 [bbf7d656] CommonSubexpressions v0.3.1 [f70d9fcc] CommonWorldInvalidations v1.0.0 [34da2185] Compat v4.18.1 [a33af91c] CompositionsBase v0.1.2 [2569d6c7] ConcreteStructs v0.2.3 [187b0558] ConstructionBase v1.6.0 [adafc99b] CpuId v0.3.1 [9a962f9c] DataAPI v1.16.0 [864edb3b] DataStructures v0.19.4 [e2d170a0] DataValueInterfaces v1.0.0 ⌅ [2b5f629d] DiffEqBase v6.218.0 [459566f4] DiffEqCallbacks v4.16.0 [77a26b50] DiffEqNoiseProcess v5.30.0 [163ba53b] DiffResults v1.1.0 [b552c78f] DiffRules v1.15.1 [a0c0ee7d] DifferentiationInterface v0.7.16 [8d63f2c5] DispatchDoctor v0.4.28 [31c24e10] Distributions v0.25.125 [ffbed154] DocStringExtensions v0.9.5 [4e289a0a] EnumX v1.0.7 [7da242da] Enzyme v0.13.138 [f151be2c] EnzymeCore v0.8.19 [d4d017d3] ExponentialUtilities v1.30.0 [e2ba6199] ExprTools v0.1.10 [55351af7] ExproniconLite v0.10.14 [7034ab61] FastBroadcast v1.3.1 [9aa1b823] FastClosures v0.3.2 [442a2c76] FastGaussQuadrature v1.1.0 [a4df4552] FastPower v1.3.1 [1a297f60] FillArrays v1.16.0 [6a86dc24] FiniteDiff v2.30.0 [f6369f11] ForwardDiff v1.3.3 [f62d2435] FunctionProperties v0.1.2 [069b7b12] FunctionWrappers v1.1.3 [77dc65aa] FunctionWrappersWrappers v1.8.0 [d9f16b24] Functors v0.5.2 [46192b85] GPUArraysCore v0.2.0 [61eb1bfa] GPUCompiler v1.9.1 [c145ed77] GenericSchur v0.5.6 [86223c79] Graphs v1.14.0 [076d061b] HashArrayMappedTries v0.2.0 [34004b35] HypergeometricFunctions v0.3.28 [7869d1d1] IRTools v0.4.15 [615f187c] IfElse v0.1.1 [d25df0c9] Inflate v0.1.5 [3587e190] InverseFunctions v0.1.17 [92d709cd] IrrationalConstants v0.2.6 [82899510] IteratorInterfaceExtensions v1.0.0 [692b3bcd] JLLWrappers v1.7.1 [ae98c720] Jieko v0.2.1 [63c18a36] KernelAbstractions v0.9.41 [ba0b0d4f] Krylov v0.10.6 [929cbde3] LLVM v9.6.0 [10f19ff3] LayoutPointers v0.1.17 [87fe0de2] LineSearch v0.1.8 [d3d80556] LineSearches v7.6.1 [7ed4a6bd] LinearSolve v3.75.0 [2ab3a3ac] LogExpFunctions v0.3.29 [e6f89c97] LoggingExtras v1.2.0 [1914dd2f] MacroTools v0.5.16 [d125e4d3] ManualMemory v0.1.8 [bb5d69b7] MaybeInplace v0.1.4 [e1d29d7a] Missings v1.2.0 [dbe65cb8] MistyClosures v2.1.0 ⌃ [da2b9cff] Mooncake v0.5.24 [2e0e35c7] Moshi v0.3.7 [46d2c3a1] MuladdMacro v0.2.4 [d41bc354] NLSolversBase v8.0.0 [872c559c] NNlib v0.9.34 [77ba4419] NaNMath v1.1.3 [8913a72c] NonlinearSolve v4.18.0 [be0214bd] NonlinearSolveBase v2.25.0 [5959db7a] NonlinearSolveFirstOrder v2.1.1 [9a2c21bd] NonlinearSolveQuasiNewton v1.13.1 [26075421] NonlinearSolveSpectralMethods v1.7.1 [d8793406] ObjectFile v0.5.0 [3bd65402] Optimisers v0.4.7 [bac558e1] OrderedCollections v1.8.1 [1dea7af3] OrdinaryDiffEq v6.111.0 [89bda076] OrdinaryDiffEqAdamsBashforthMoulton v1.11.0 [6ad6398a] OrdinaryDiffEqBDF v1.26.0 ⌅ [bbf590c4] OrdinaryDiffEqCore v3.33.1 [50262376] OrdinaryDiffEqDefault v1.14.0 [4302a76b] OrdinaryDiffEqDifferentiation v2.9.0 [9286f039] OrdinaryDiffEqExplicitRK v1.12.0 [e0540318] OrdinaryDiffEqExponentialRK v1.15.0 [becaefa8] OrdinaryDiffEqExtrapolation v1.18.0 [5960d6e9] OrdinaryDiffEqFIRK v1.26.0 [101fe9f7] OrdinaryDiffEqFeagin v1.10.0 [d3585ca7] OrdinaryDiffEqFunctionMap v1.11.0 [d28bc4f8] OrdinaryDiffEqHighOrderRK v1.12.0 [9f002381] OrdinaryDiffEqIMEXMultistep v1.14.0 [521117fe] OrdinaryDiffEqLinear v1.12.0 [1344f307] OrdinaryDiffEqLowOrderRK v1.13.0 [b0944070] OrdinaryDiffEqLowStorageRK v1.15.0 [127b3ac7] OrdinaryDiffEqNonlinearSolve v1.28.0 [c9986a66] OrdinaryDiffEqNordsieck v1.11.0 [5dd0a6cf] OrdinaryDiffEqPDIRK v1.14.0 [5b33eab2] OrdinaryDiffEqPRK v1.10.0 [04162be5] OrdinaryDiffEqQPRK v1.10.0 [af6ede74] OrdinaryDiffEqRKN v1.12.0 [43230ef6] OrdinaryDiffEqRosenbrock v1.31.1 [2d112036] OrdinaryDiffEqSDIRK v1.14.0 [669c94d9] OrdinaryDiffEqSSPRK v1.14.0 [e3e12d00] OrdinaryDiffEqStabilizedIRK v1.14.0 [358294b1] OrdinaryDiffEqStabilizedRK v1.11.1 [fa646aed] OrdinaryDiffEqSymplecticRK v1.13.0 [b1df2697] OrdinaryDiffEqTsit5 v1.12.0 [79d7bb75] OrdinaryDiffEqVerner v1.14.0 [90014a1f] PDMats v0.11.37 [e409e4f3] PoissonRandom v0.4.7 [f517fe37] Polyester v0.7.19 [1d0040c9] PolyesterWeave v0.2.2 [d236fae5] PreallocationTools v1.2.0 ⌅ [aea7be01] PrecompileTools v1.2.1 [21216c6a] Preferences v1.5.2 [43287f4e] PtrArrays v1.4.0 [1fd47b50] QuadGK v2.11.3 [e6cf234a] RandomNumbers v1.6.0 [c1ae055f] RealDot v0.1.0 [3cdcf5f2] RecipesBase v1.3.4 ⌅ [731186ca] RecursiveArrayTools v3.54.0 [189a3867] Reexport v1.2.2 [ae029012] Requires v1.3.1 [ae5879a3] ResettableStacks v1.2.0 [37e2e3b7] ReverseDiff v1.16.2 [79098fc4] Rmath v0.9.0 [7e49a35a] RuntimeGeneratedFunctions v0.5.18 [94e857df] SIMDTypes v0.1.0 ⌅ [0bca4576] SciMLBase v2.154.0 [19f34311] SciMLJacobianOperators v0.1.13 [a6db7da4] SciMLLogging v1.9.1 [c0aeaf25] SciMLOperators v1.17.0 [431bcebd] SciMLPublic v1.0.1 ⌃ [1ed8b502] SciMLSensitivity v7.103.0 [53ae85a6] SciMLStructures v1.10.0 [7e506255] ScopedValues v1.6.0 [6c6a2e73] Scratch v1.3.0 [efcf1570] Setfield v1.1.2 [727e6d20] SimpleNonlinearSolve v2.11.1 [699a6c99] SimpleTraits v0.9.5 [a2af1166] SortingAlgorithms v1.2.2 [dc90abb0] SparseInverseSubset v0.1.2 [0a514795] SparseMatrixColorings v0.4.27 [276daf66] SpecialFunctions v2.7.2 [aedffcd0] Static v1.3.1 [0d7ed370] StaticArrayInterface v1.9.0 [90137ffa] StaticArrays v1.9.18 [1e83bf80] StaticArraysCore v1.4.4 [10745b16] Statistics 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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 [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 [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 v0.8.5+0 [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 ``` </details>
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