Skip to content

ReactantVJP issue with DataInterpolationsΒ #1430

Description

@jbiffl

Describe the bug 🐞

Interpolation from DataInterpolations.jl inside ODE errors, causing gradient call to fail.

Expected behavior

The interpolation is successful and the ODE gradient is returned as expected.

Minimal Reproducible Example πŸ‘‡

Without MRE, we would only be able to help you to a limited extent, and attention to the issue would be limited. to know more about MRE refer to wikipedia and stackoverflow.

using OrdinaryDiffEq, DataInterpolations, Reactant, SciMLSensitivity, Zygote

interp = LinearInterpolation([0.0, 1.0], [0.0, 1.0])
function myode!(du, u, p, t)
    #not sure why allowscalar is needed here since it's not in my bigger code
    #but I've added it here to obtain the same error.
    @allowscalar du[1] = p[1]*interp(t) - u[1]
end

prob = ODEProblem(myode!, [0.0], (0.0,1.0), [1.0]);
sol = solve(prob,TRBDF2(), sensealg=GaussAdjoint(autojacvec=ReactantVJP()), saveat=0.1);

function loss(params)
    newprob = remake(prob, p=params)
    newsol = solve(newprob, TRBDF2(), sensealg=GaussAdjoint(autojacvec=ReactantVJP()), saveat=0.1)
    sum(Array(newsol))
end

@time loss([1.0]) #works fine

@time Zygote.gradient(loss, [1.0]) #gives error

Error & Stacktrace ⚠️

ERROR: TypeError: non-boolean (Reactant.TracedRNumber{Bool}) used in boolean context
Stacktrace:
  [1] _interpolate
    @ C:\Users\johnb\.julia\packages\DataInterpolations\j0nfa\src\interpolation_methods.jl:2
  [2] call_with_reactant(::Reactant.EnsureReturnType{…}, ::typeof(DataInterpolations._interpolate), ::LinearInterpolation{…}, ::Reactant.TracedRNumber{…})
    @ Reactant C:\Users\johnb\.julia\packages\Reactant\H58gu\src\utils.jl:1195
--- the above 1 lines are repeated 1 more time ---
  [4] macro expansion
    @ C:\Users\johnb\.julia\packages\GPUArraysCore\aNaXo\src\GPUArraysCore.jl:206 [inlined]
  [5] myode!
    @ .\Untitled-3:7
  [6] call_with_reactant(::Reactant.EnsureReturnType{…}, ::typeof(myode!), ::Reactant.TracedRArray{…}, ::Reactant.TracedRArray{…}, ::Reactant.TracedRArray{…}, ::Reactant.TracedRNumber{…})
    @ Reactant C:\Users\johnb\.julia\packages\Reactant\H58gu\src\utils.jl:1195
--- the above 1 lines are repeated 4 more times ---
 [11] make_mlir_fn(f::typeof(Reactant.apply), args::Tuple{…}, kwargs::Tuple{}, name::String, concretein::Bool; toscalar::Bool, return_dialect::Symbol, args_in_result::Symbol, construct_function_without_args::Bool, do_transpose::Bool, within_autodiff::Bool, input_shardings::Nothing, output_shardings::Nothing, runtime::Nothing, verify_arg_names::Nothing, argprefix::Symbol, resprefix::Symbol, resargprefix::Symbol, num_replicas::Int64, optimize_then_pad::Bool)
    @ Reactant.TracedUtils C:\Users\johnb\.julia\packages\Reactant\H58gu\src\TracedUtils.jl:370
 [12] make_mlir_fn
    @ C:\Users\johnb\.julia\packages\Reactant\H58gu\src\TracedUtils.jl:299 [inlined]
 [13] #make_mlir_fn#7
    @ C:\Users\johnb\.julia\packages\Reactant\H58gu\src\TracedUtils.jl:322 [inlined]
 [14] make_mlir_fn
    @ C:\Users\johnb\.julia\packages\Reactant\H58gu\src\TracedUtils.jl:299 [inlined]
 [15] overload_autodiff
    @ C:\Users\johnb\.julia\packages\Reactant\H58gu\src\Enzyme.jl:332
 [16] call_with_reactant(::Reactant.EnsureReturnType{…}, ::typeof(Reactant.overload_autodiff), ::EnzymeCore.ReverseMode{…}, ::EnzymeCore.Duplicated{…}, ::Type{…}, ::EnzymeCore.Duplicated{…}, ::EnzymeCore.Duplicated{…}, ::EnzymeCore.Duplicated{…}, ::EnzymeCore.Const{…})
    @ Reactant C:\Users\johnb\.julia\packages\Reactant\H58gu\src\utils.jl:1195
 [17] #autodiff
    @ C:\Users\johnb\.julia\packages\Reactant\H58gu\src\Overlay.jl:74
 [18] #1
    @ C:\Users\johnb\.julia\packages\SciMLSensitivity\8ysVK\ext\SciMLSensitivityReactantExt.jl:44
 [19] call_with_reactant(::Reactant.EnsureReturnType{…}, ::SciMLSensitivityReactantExt.var"#1#3"{…}, ::Reactant.TracedRArray{…}, ::Reactant.TracedRArray{…}, ::Reactant.TracedRArray{…}, ::Reactant.TracedRNumber{…}, ::Reactant.TracedRArray{…})
    @ Reactant C:\Users\johnb\.julia\packages\Reactant\H58gu\src\utils.jl:1195
--- the above 1 lines are repeated 2 more times ---
 [22] make_mlir_fn(f::typeof(Reactant.apply), args::Tuple{…}, kwargs::Tuple{}, name::String, concretein::Bool; toscalar::Bool, return_dialect::Symbol, args_in_result::Symbol, construct_function_without_args::Bool, do_transpose::Bool, within_autodiff::Bool, input_shardings::Nothing, output_shardings::Nothing, runtime::Val{…}, verify_arg_names::Nothing, argprefix::Symbol, resprefix::Symbol, resargprefix::Symbol, num_replicas::Int64, optimize_then_pad::Bool)
    @ Reactant.TracedUtils C:\Users\johnb\.julia\packages\Reactant\H58gu\src\TracedUtils.jl:370
 [23] make_mlir_fn
    @ C:\Users\johnb\.julia\packages\Reactant\H58gu\src\TracedUtils.jl:299 [inlined]
 [24] #make_mlir_fn#7
    @ C:\Users\johnb\.julia\packages\Reactant\H58gu\src\TracedUtils.jl:322 [inlined]
 [25] make_mlir_fn
    @ C:\Users\johnb\.julia\packages\Reactant\H58gu\src\TracedUtils.jl:299 [inlined]
 [26] compile_mlir!(mod::Reactant.MLIR.IR.Module, f::SciMLSensitivityReactantExt.var"#1#3"{…}, args::Tuple{…}, compile_options::CompileOptions, debugcache::Vector{…}, callcache::Dict{…}, sdycache::Dict{…}, sdygroupidcache::Tuple{…}; fn_kwargs::Tuple{}, backend::String, runtime::Val{…}, legalize_stablehlo_to_mhlo::Bool, client::Reactant.XLA.PJRT.Client, kwargs::@Kwargs{})
    @ Reactant.Compiler C:\Users\johnb\.julia\packages\Reactant\H58gu\src\Compiler.jl:1256
 [27] compile_mlir!
    @ C:\Users\johnb\.julia\packages\Reactant\H58gu\src\Compiler.jl:1215 [inlined]
 [28] compile_xla(ctx::Reactant.MLIR.IR.Context, f::Function, args::Tuple{…}; before_xla_optimizations::Bool, client::Nothing, serializable::Bool, kwargs::@Kwargs{…})
    @ Reactant.Compiler C:\Users\johnb\.julia\packages\Reactant\H58gu\src\Compiler.jl:3470
 [29] compile_xla
    @ C:\Users\johnb\.julia\packages\Reactant\H58gu\src\Compiler.jl:3445 [inlined]
 [30] compile(ctx::Reactant.MLIR.IR.Context, f::Function, args::Tuple{…}; kwargs::@Kwargs{})
    @ Reactant.Compiler C:\Users\johnb\.julia\packages\Reactant\H58gu\src\Compiler.jl:3566
 [31] compile
    @ C:\Users\johnb\.julia\packages\Reactant\H58gu\src\Compiler.jl:3563 [inlined]
 [32] macro expansion
    @ C:\Users\johnb\.julia\packages\Reactant\H58gu\src\Compiler.jl:3559 [inlined]
 [33] macro expansion
    @ C:\Users\johnb\.julia\packages\LLVM\fEIbx\src\base.jl:97 [inlined]
 [34] compile(f::Function, args::Tuple{…}; kwargs::@Kwargs{})
    @ Reactant.Compiler C:\Users\johnb\.julia\packages\Reactant\H58gu\src\Compiler.jl:3558
 [35] compile
    @ C:\Users\johnb\.julia\packages\Reactant\H58gu\src\Compiler.jl:3557 [inlined]
 [36] _reactant_compile(kernel::Function, args::Tuple{…}, allow_scalar::Bool)
    @ SciMLSensitivityReactantExt C:\Users\johnb\.julia\packages\SciMLSensitivity\8ysVK\ext\SciMLSensitivityReactantExt.jl:21
 [37] _compile_float_kernel(raw_f::ODEFunction{…}, iip::Bool, vjp::ReactantVJP, y::Vector{…}, p::Vector{…}, t_val::Float64)
    @ SciMLSensitivityReactantExt C:\Users\johnb\.julia\packages\SciMLSensitivity\8ysVK\ext\SciMLSensitivityReactantExt.jl:150
 [38] get_paramjac_config(::SciMLSensitivity.ReactantLoaded, vjp::ReactantVJP, pf::Function, p::Vector{…}, f::ODEFunction{…}, y::Vector{…}, _t::Float64; numindvar::Nothing, alg::Nothing)
    @ SciMLSensitivityReactantExt C:\Users\johnb\.julia\packages\SciMLSensitivity\8ysVK\ext\SciMLSensitivityReactantExt.jl:187
 [39] get_paramjac_config
    @ C:\Users\johnb\.julia\packages\SciMLSensitivity\8ysVK\ext\SciMLSensitivityReactantExt.jl:173 [inlined]
 [40] SciMLSensitivity.GaussIntegrand(sol::ODESolution{…}, sensealg::GaussAdjoint{…}, checkpoints::Vector{…}, dgdp::Nothing)
    @ SciMLSensitivity C:\Users\johnb\.julia\packages\SciMLSensitivity\8ysVK\src\gauss_adjoint.jl:541
 [41] _adjoint_sensitivities(sol::ODESolution{…}, sensealg::GaussAdjoint{…}, alg::TRBDF2{…}; t::StepRangeLen{…}, dgdu_discrete::Function, dgdp_discrete::Nothing, dgdu_continuous::Nothing, dgdp_continuous::Nothing, g::Nothing, abstol::Float64, reltol::Float64, checkpoints::Vector{…}, corfunc_analytical::Bool, callback::Nothing, no_start::Bool, kwargs::@Kwargs{…})
    @ SciMLSensitivity C:\Users\johnb\.julia\packages\SciMLSensitivity\8ysVK\src\gauss_adjoint.jl:730
 [42] _adjoint_sensitivities
    @ C:\Users\johnb\.julia\packages\SciMLSensitivity\8ysVK\src\gauss_adjoint.jl:690 [inlined]
 [43] #adjoint_sensitivities#69
    @ C:\Users\johnb\.julia\packages\SciMLSensitivity\8ysVK\src\sensitivity_interface.jl:420 [inlined]
 [44] (::SciMLSensitivity.var"#adjoint_sensitivity_backpass#333"{…})(Ξ”::ODESolution{…})
    @ SciMLSensitivity C:\Users\johnb\.julia\packages\SciMLSensitivity\8ysVK\src\concrete_solve.jl:968
 [45] ZBack
    @ C:\Users\johnb\.julia\packages\Zygote\55SqB\src\compiler\chainrules.jl:222 [inlined]
 [46] (::Zygote.var"#kw_zpullback#58"{…})(dy::ODESolution{…})
    @ Zygote C:\Users\johnb\.julia\packages\Zygote\55SqB\src\compiler\chainrules.jl:248
 [47] #305
    @ C:\Users\johnb\.julia\packages\Zygote\55SqB\src\lib\lib.jl:214 [inlined]
 [48] (::Zygote.var"#2189#back#307"{…})(Ξ”::ODESolution{…})
    @ Zygote C:\Users\johnb\.julia\packages\ZygoteRules\CkVIK\src\adjoint.jl:72
 [49] #solve#37
    @ C:\Users\johnb\.julia\packages\DiffEqBase\3Bxly\src\solve.jl:603 [inlined]
 [50] (::Zygote.Pullback{…})(Ξ”::ODESolution{…})
    @ Zygote C:\Users\johnb\.julia\packages\Zygote\55SqB\src\compiler\interface2.jl:0
 [51] #305
    @ C:\Users\johnb\.julia\packages\Zygote\55SqB\src\lib\lib.jl:214 [inlined]
 [52] (::Zygote.var"#2189#back#307"{…})(Ξ”::ODESolution{…})
    @ Zygote C:\Users\johnb\.julia\packages\ZygoteRules\CkVIK\src\adjoint.jl:72
 [53] solve
    @ C:\Users\johnb\.julia\packages\DiffEqBase\3Bxly\src\solve.jl:591 [inlined]
 [54] (::Zygote.Pullback{…})(Ξ”::ODESolution{…})
    @ Zygote C:\Users\johnb\.julia\packages\Zygote\55SqB\src\compiler\interface2.jl:0
 [55] loss
    @ .\Untitled-3:15 [inlined]
 [56] (::Zygote.Pullback{Tuple{…}, Tuple{…}})(Ξ”::Float64)
    @ Zygote C:\Users\johnb\.julia\packages\Zygote\55SqB\src\compiler\interface2.jl:0
 [57] (::Zygote.var"#88#89"{Zygote.Pullback{Tuple{…}, Tuple{…}}})(Ξ”::Float64)
    @ Zygote C:\Users\johnb\.julia\packages\Zygote\55SqB\src\compiler\interface.jl:97
 [58] gradient(f::Function, args::Vector{Float64})
    @ Zygote C:\Users\johnb\.julia\packages\Zygote\55SqB\src\compiler\interface.jl:154
 [59] macro expansion
    @ .\timing.jl:581 [inlined]
Some type information was truncated. Use `show(err)` to see complete types.

Environment (please complete the following information):

  • Output of using Pkg; Pkg.status()
  [82cc6244] DataInterpolations v8.10.0
  [1dea7af3] OrdinaryDiffEq v6.111.0
  [3c362404] Reactant v0.2.252
  [1ed8b502] SciMLSensitivity v7.104.0
  [e88e6eb3] Zygote v0.7.10
  • Output of using Pkg; Pkg.status(; mode = PKGMODE_MANIFEST)
  [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
  [4fba245c] ArrayInterface v7.23.0
  [a9b6321e] Atomix v1.1.3
  [ab4f0b2a] BFloat16s v0.6.1
  [d1d4a3ce] BitFlags v0.1.9
  [62783981] BitTwiddlingConvenienceFunctions v0.1.6
  [70df07ce] BracketingNonlinearSolve v1.12.1
  [e1450e63] BufferedStreams v1.2.2
  [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
  [944b1d66] CodecZlib v0.7.8
  [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
  [f0e56b4a] ConcurrentUtilities v2.5.1
  [187b0558] ConstructionBase v1.6.0
  [adafc99b] CpuId v0.3.1
  [a8cc5b0e] Crayons v4.1.1
  [9a962f9c] DataAPI v1.16.0
  [82cc6244] DataInterpolations v8.10.0
  [864edb3b] DataStructures v0.19.4
  [e2d170a0] DataValueInterfaces v1.0.0
  [2b5f629d] DiffEqBase v6.216.0
  [459566f4] DiffEqCallbacks v4.14.0
  [77a26b50] DiffEqNoiseProcess v5.29.0
  [163ba53b] DiffResults v1.1.0
  [b552c78f] DiffRules v1.15.1
  [a0c0ee7d] DifferentiationInterface v0.7.16
  [31c24e10] Distributions v0.25.124
  [ffbed154] DocStringExtensions v0.9.5
  [4e289a0a] EnumX v1.0.7
  [7da242da] Enzyme v0.13.138
  [f151be2c] EnzymeCore v0.8.19
  [460bff9d] ExceptionUnwrapping v0.1.11
  [d4d017d3] ExponentialUtilities v1.30.0
  [e2ba6199] ExprTools v0.1.10
  [21656369] ExpressionExplorer v1.1.4
  [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
  [64ca27bc] FindFirstFunctions v1.8.0
  [6a86dc24] FiniteDiff v2.29.0
  [f6369f11] ForwardDiff v1.3.3
  [f62d2435] FunctionProperties v0.1.2
  [069b7b12] FunctionWrappers v1.1.3
  [77dc65aa] FunctionWrappersWrappers v1.4.0
  [d9f16b24] Functors v0.5.2
  [46192b85] GPUArraysCore v0.2.0
  [61eb1bfa] GPUCompiler v1.9.1
  [c145ed77] GenericSchur v0.5.6
  [cd3eb016] HTTP v1.11.0
  [076d061b] HashArrayMappedTries v0.2.0
  [34004b35] HypergeometricFunctions v0.3.28
  [7869d1d1] IRTools v0.4.15
  [615f187c] IfElse v0.1.1
  [3587e190] InverseFunctions v0.1.17
  [92d709cd] IrrationalConstants v0.2.6
  [82899510] IteratorInterfaceExtensions v1.0.0
  [692b3bcd] JLLWrappers v1.7.1
  [682c06a0] JSON v1.5.0
  [ae98c720] Jieko v0.2.1
  [63c18a36] KernelAbstractions v0.9.41
  [ba0b0d4f] Krylov v0.10.6
  [929cbde3] LLVM v9.4.6
  [b964fa9f] LaTeXStrings v1.4.0
  [10f19ff3] LayoutPointers v0.1.17
  [87fe0de2] LineSearch v0.1.7
  [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
  [739be429] MbedTLS v1.1.10
  [e1d29d7a] Missings v1.2.0
  [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 v4.17.1
  [be0214bd] NonlinearSolveBase v2.24.0
  [5959db7a] NonlinearSolveFirstOrder v2.1.1
  [9a2c21bd] NonlinearSolveQuasiNewton v1.13.1
  [26075421] NonlinearSolveSpectralMethods v1.7.1
  [d8793406] ObjectFile v0.5.0
  [4d8831e6] OpenSSL v1.6.1
  [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 v3.31.0
  [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 v1.31.0
  [2d112036] OrdinaryDiffEqSDIRK v1.14.0
  [669c94d9] OrdinaryDiffEqSSPRK v1.14.0
  [e3e12d00] OrdinaryDiffEqStabilizedIRK v1.14.0
  [358294b1] OrdinaryDiffEqStabilizedRK v1.11.0
  [fa646aed] OrdinaryDiffEqSymplecticRK v1.13.0
  [b1df2697] OrdinaryDiffEqTsit5 v1.12.0
  [79d7bb75] OrdinaryDiffEqVerner v1.14.0
  [90014a1f] PDMats v0.11.37
  [69de0a69] Parsers v2.8.3
  [e409e4f3] PoissonRandom v0.4.7
  [f517fe37] Polyester v0.7.19
  [1d0040c9] PolyesterWeave v0.2.2
  [d236fae5] PreallocationTools v1.2.0
βŒ… [aea7be01] PrecompileTools v1.2.1
  [21216c6a] Preferences v1.5.2
  [08abe8d2] PrettyTables v3.3.2
  [3349acd9] ProtoBuf v1.3.0
  [43287f4e] PtrArrays v1.4.0
  [1fd47b50] QuadGK v2.11.3
  [e6cf234a] RandomNumbers v1.6.0
  [3c362404] Reactant v0.2.252
  [a3311ec8] ReactantCore v0.1.19
  [c1ae055f] RealDot v0.1.0
  [3cdcf5f2] RecipesBase v1.3.4
βŒ… [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
βŒ… [0bca4576] SciMLBase v2.155.0
  [19f34311] SciMLJacobianOperators v0.1.13
  [a6db7da4] SciMLLogging v1.9.1
  [c0aeaf25] SciMLOperators v1.16.0
  [431bcebd] SciMLPublic v1.0.1
  [1ed8b502] SciMLSensitivity v7.104.0
  [53ae85a6] SciMLStructures v1.10.0
  [7e506255] ScopedValues v1.6.0
  [6c6a2e73] Scratch v1.3.0
  [efcf1570] Setfield v1.1.2
  [777ac1f9] SimpleBufferStream v1.2.0
  [727e6d20] SimpleNonlinearSolve v2.11.1
  [a2af1166] SortingAlgorithms v1.2.2
  [dc90abb0] SparseInverseSubset v0.1.2
  [0a514795] SparseMatrixColorings v0.4.26
  [276daf66] SpecialFunctions v2.7.2
  [860ef19b] StableRNGs v1.0.4
  [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
  [892a3eda] StringManipulation v0.4.4
  [09ab397b] StructArrays v0.7.3
  [53d494c1] StructIO v0.3.1
  [ec057cc2] StructUtils v2.7.2
  [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
  [3bb67fe8] TranscodingStreams v0.11.3
  [781d530d] TruncatedStacktraces v1.4.0
  [5c2747f8] URIs v1.6.1
  [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 v0.0.38+0
  [1d63c593] LLVMOpenMP_jll v18.1.8+0
  [ad6e5548] LibTracyClient_jll v0.13.1+0
  [856f044c] MKL_jll v2025.2.0+0
  [458c3c95] OpenSSL_jll v3.5.6+0
  [efe28fd5] OpenSpecFun_jll v0.5.6+0
βŒ… [0192cb87] Reactant_jll v0.0.371+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
  [3fa0cd96] REPL 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
  [f489334b] StyledStrings 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
  • Output of versioninfo()
Julia Version 1.11.9
Commit 53a02c0720 (2026-02-06 00:27 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Windows (x86_64-w64-mingw32)
  CPU: 24 Γ— AMD Ryzen 9 9900X 12-Core Processor
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, generic)
Threads: 24 default, 0 interactive, 6 GC (on 24 virtual cores)
Environment:
  JULIA_EDITOR = code
  JULIA_VSCODE_REPL = 1

Additional context

Add any other context about the problem here.

Metadata

Metadata

Assignees

No one assigned

    Labels

    Type

    No type

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions