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Performance warning creating DiscreteProblem with mixed-type parameter Tuple #2366

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lmshk opened this issue Nov 30, 2023 · 4 comments
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@lmshk
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lmshk commented Nov 30, 2023

I recently started getting warnings of the form

┌ Warning: Using arrays or dicts to store parameters of different types can hurt performance.
│ Consider using tuples instead.
└ @ SciMLBase ~/.julia/packages/SciMLBase/ynHlA/src/performance_warnings.jl:32

when using JumpProcesses.jl with Tuple parameter maps of mixed value types.

It can be reproduced with the repressilator example from the Catalyst introduction:

pkg> activate --temp
pkg> add Catalyst
julia> using Catalyst
julia> repressilator = @reaction_network Repressilator begin
           hillr(P₃,α,K,n), ∅ --> m₁
           hillr(P₁,α,K,n), ∅ --> m₂
           hillr(P₂,α,K,n), ∅ --> m₃
           (δ,γ), m₁ <--> ∅
           (δ,γ), m₂ <--> ∅
           (δ,γ), m₃ <--> ∅
           β, m₁ --> m₁ + P₁
           β, m₂ --> m₂ + P₂
           β, m₃ --> m₃ + P₃
           μ, P₁ --> ∅
           μ, P₂ --> ∅
           μ, P₃ -->end
julia> pmap  = ( => .5, :K => 40, :n => 2,  => log(2)/120,
                 => 5e-3,  => log(2)/6,  => log(2)/60)
julia> tspan = (0., 10000.)
julia> u₀map = [:m₁ => 0, :m₂ => 0, :m₃ => 0, :P₁ => 20, :P₂ => 0, :P₃ => 0]
julia> dprob = DiscreteProblem(repressilator, u₀map, tspan, pmap)

The last line warns as described above. I believe this is because dprob.p isa Vector{Union{Float64, Int64}}.

DiscreteProblem above dispatches to

DiscreteProblem(rs::ReactionSystem, u0, tspan::Tuple, p, args...; name, combinatoric_ratelaws, checks, kwargs...)
     @ Catalyst ~/.julia/packages/Catalyst/quz1b/src/reactionsystem.jl:1513

which just transforms u₀map and pmap with symmap_to_varmap and then calls

DiscreteProblem(sys::JumpSystem, u0map, tspan::Union{Nothing, Tuple}, parammap; checkbounds, use_union, kwargs...)
     @ ModelingToolkit ~/.julia/packages/ModelingToolkit/66mEN/src/systems/jumps/jumpsystem.jl:294

here. The mixed-eltype Vector is created by varmap_to_vars called here, effectively via

julia> jsys = convert(JumpSystem, repressilator; name = nameof(repressilator), combinatoric_ratelaws = Catalyst.get_combinatoric_ratelaws(repressilator), checks = false)
julia> dvs = states(jsys)
julia> ps = parameters(jsys)
julia> defs = ModelingToolkit.defaults(jsys)
julia> defs = ModelingToolkit.mergedefaults(defs, symmap_to_varmap(repressilator, u₀map), dvs)
julia> defs = ModelingToolkit.mergedefaults(defs, symmap_to_varmap(repressilator, pmap), ps)
julia> ModelingToolkit.varmap_to_vars(symmap_to_varmap(repressilator, pmap), ps, defaults = defs, tofloat = false, use_union = true)

and I believe the problem is the line container_type = Array. I think varmap_to_vars should return e.g. a Tuple in this case, but the comment above seems to indicate otherwise.

Am I using this incorrectly?

Environment:

Julia v1.9.4

(jl_eHGO6W) pkg> status
Status `/tmp/jl_eHGO6W/Project.toml`
  [479239e8] Catalyst v13.5.1

(jl_eHGO6W) pkg> status --manifest
Status `/tmp/jl_eHGO6W/Manifest.toml`
  [47edcb42] ADTypes v0.2.5
⌅ [c3fe647b] AbstractAlgebra v0.32.5
  [1520ce14] AbstractTrees v0.4.4
  [7d9f7c33] Accessors v0.1.33
  [79e6a3ab] Adapt v3.7.1
  [ec485272] ArnoldiMethod v0.2.0
  [4fba245c] ArrayInterface v7.6.1
  [e2ed5e7c] Bijections v0.1.6
  [62783981] BitTwiddlingConvenienceFunctions v0.1.5
  [2a0fbf3d] CPUSummary v0.2.4
  [00ebfdb7] CSTParser v3.3.6
  [49dc2e85] Calculus v0.5.1
  [479239e8] Catalyst v13.5.1
  [d360d2e6] ChainRulesCore v1.18.0
  [fb6a15b2] CloseOpenIntervals v0.1.12
  [861a8166] Combinatorics v1.0.2
  [a80b9123] CommonMark v0.8.12
  [38540f10] CommonSolve v0.2.4
  [bbf7d656] CommonSubexpressions v0.3.0
  [34da2185] Compat v4.10.0
  [b152e2b5] CompositeTypes v0.1.3
  [a33af91c] CompositionsBase v0.1.2
  [2569d6c7] ConcreteStructs v0.2.3
  [187b0558] ConstructionBase v1.5.4
  [adafc99b] CpuId v0.3.1
  [a8cc5b0e] Crayons v4.1.1
  [9a962f9c] DataAPI v1.15.0
  [864edb3b] DataStructures v0.18.15
  [e2d170a0] DataValueInterfaces v1.0.0
  [8bb1440f] DelimitedFiles v1.9.1
  [2b5f629d] DiffEqBase v6.141.0
  [459566f4] DiffEqCallbacks v2.34.0
  [163ba53b] DiffResults v1.1.0
  [b552c78f] DiffRules v1.15.1
  [b4f34e82] Distances v0.10.10
  [31c24e10] Distributions v0.25.103
  [ffbed154] DocStringExtensions v0.9.3
⌅ [5b8099bc] DomainSets v0.6.7
  [fa6b7ba4] DualNumbers v0.6.8
  [7c1d4256] DynamicPolynomials v0.5.3
  [4e289a0a] EnumX v1.0.4
  [f151be2c] EnzymeCore v0.6.4
  [d4d017d3] ExponentialUtilities v1.25.0
  [e2ba6199] ExprTools v0.1.10
  [7034ab61] FastBroadcast v0.2.8
  [9aa1b823] FastClosures v0.3.2
  [29a986be] FastLapackInterface v2.0.0
  [1a297f60] FillArrays v1.8.0
  [6a86dc24] FiniteDiff v2.21.1
  [59287772] Formatting v0.4.2
  [f6369f11] ForwardDiff v0.10.36
  [069b7b12] FunctionWrappers v1.1.3
  [77dc65aa] FunctionWrappersWrappers v0.1.3
  [d9f16b24] Functors v0.4.5
  [46192b85] GPUArraysCore v0.1.5
  [c145ed77] GenericSchur v0.5.3
  [c27321d9] Glob v1.3.1
  [86223c79] Graphs v1.9.0
⌅ [0b43b601] Groebner v0.4.4
  [d5909c97] GroupsCore v0.4.0
  [3e5b6fbb] HostCPUFeatures v0.1.16
  [34004b35] HypergeometricFunctions v0.3.23
  [615f187c] IfElse v0.1.1
  [d25df0c9] Inflate v0.1.4
  [18e54dd8] IntegerMathUtils v0.1.2
  [8197267c] IntervalSets v0.7.8
  [3587e190] InverseFunctions v0.1.12
  [92d709cd] IrrationalConstants v0.2.2
  [82899510] IteratorInterfaceExtensions v1.0.0
  [692b3bcd] JLLWrappers v1.5.0
  [682c06a0] JSON v0.21.4
  [98e50ef6] JuliaFormatter v1.0.43
  [ccbc3e58] JumpProcesses v9.8.0
  [ef3ab10e] KLU v0.4.1
  [ba0b0d4f] Krylov v0.9.4
  [b964fa9f] LaTeXStrings v1.3.1
  [2ee39098] LabelledArrays v1.14.0
  [984bce1d] LambertW v0.4.6
  [23fbe1c1] Latexify v0.16.1
  [73f95e8e] LatticeRules v0.0.1
  [10f19ff3] LayoutPointers v0.1.15
  [50d2b5c4] Lazy v0.15.1
  [d3d80556] LineSearches v7.2.0
  [7ed4a6bd] LinearSolve v2.20.0
  [2ab3a3ac] LogExpFunctions v0.3.26
  [bdcacae8] LoopVectorization v0.12.166
  [d8e11817] MLStyle v0.4.17
  [1914dd2f] MacroTools v0.5.11
  [d125e4d3] ManualMemory v0.1.8
  [e1d29d7a] Missings v1.1.0
  [961ee093] ModelingToolkit v8.73.1
  [46d2c3a1] MuladdMacro v0.2.4
  [102ac46a] MultivariatePolynomials v0.5.3
  [d8a4904e] MutableArithmetics v1.4.0
  [d41bc354] NLSolversBase v7.8.3
  [2774e3e8] NLsolve v4.5.1
  [77ba4419] NaNMath v1.0.2
  [8913a72c] NonlinearSolve v2.8.2
  [6fe1bfb0] OffsetArrays v1.12.10
  [bac558e1] OrderedCollections v1.6.3
  [1dea7af3] OrdinaryDiffEq v6.59.3
  [90014a1f] PDMats v0.11.30
  [65ce6f38] PackageExtensionCompat v1.0.2
  [d96e819e] Parameters v0.12.3
  [69de0a69] Parsers v2.8.0
  [e409e4f3] PoissonRandom v0.4.4
  [f517fe37] Polyester v0.7.9
  [1d0040c9] PolyesterWeave v0.2.1
  [d236fae5] PreallocationTools v0.4.12
  [aea7be01] PrecompileTools v1.2.0
  [21216c6a] Preferences v1.4.1
  [27ebfcd6] Primes v0.5.5
  [1fd47b50] QuadGK v2.9.1
  [8a4e6c94] QuasiMonteCarlo v0.3.3
  [fb686558] RandomExtensions v0.4.4
  [e6cf234a] RandomNumbers v1.5.3
  [3cdcf5f2] RecipesBase v1.3.4
  [731186ca] RecursiveArrayTools v2.38.10
  [f2c3362d] RecursiveFactorization v0.2.21
  [189a3867] Reexport v1.2.2
  [ae029012] Requires v1.3.0
  [79098fc4] Rmath v0.7.1
  [7e49a35a] RuntimeGeneratedFunctions v0.5.12
  [fdea26ae] SIMD v3.4.6
  [94e857df] SIMDTypes v0.1.0
  [476501e8] SLEEFPirates v0.6.42
  [0bca4576] SciMLBase v2.9.1
  [e9a6253c] SciMLNLSolve v0.1.9
  [c0aeaf25] SciMLOperators v0.3.7
  [efcf1570] Setfield v1.1.1
  [727e6d20] SimpleNonlinearSolve v0.1.25
  [699a6c99] SimpleTraits v0.9.4
  [ce78b400] SimpleUnPack v1.1.0
  [66db9d55] SnoopPrecompile v1.0.3
  [ed01d8cd] Sobol v1.5.0
  [a2af1166] SortingAlgorithms v1.2.0
  [47a9eef4] SparseDiffTools v2.13.0
  [e56a9233] Sparspak v0.3.9
  [276daf66] SpecialFunctions v2.3.1
  [aedffcd0] Static v0.8.8
  [0d7ed370] StaticArrayInterface v1.4.1
  [90137ffa] StaticArrays v1.7.0
  [1e83bf80] StaticArraysCore v1.4.2
  [82ae8749] StatsAPI v1.7.0
  [2913bbd2] StatsBase v0.34.2
  [4c63d2b9] StatsFuns v1.3.0
  [7792a7ef] StrideArraysCore v0.5.2
  [2efcf032] SymbolicIndexingInterface v0.2.2
  [d1185830] SymbolicUtils v1.4.0
  [0c5d862f] Symbolics v5.10.0
  [3783bdb8] TableTraits v1.0.1
  [bd369af6] Tables v1.11.1
  [8290d209] ThreadingUtilities v0.5.2
  [a759f4b9] TimerOutputs v0.5.23
  [0796e94c] Tokenize v0.5.26
  [a2a6695c] TreeViews v0.3.0
  [d5829a12] TriangularSolve v0.1.20
  [410a4b4d] Tricks v0.1.8
  [781d530d] TruncatedStacktraces v1.4.0
  [5c2747f8] URIs v1.5.1
  [3a884ed6] UnPack v1.0.2
  [1986cc42] Unitful v1.19.0
  [a7c27f48] Unityper v0.1.5
  [3d5dd08c] VectorizationBase v0.21.65
  [19fa3120] VertexSafeGraphs v0.2.0
  [1d5cc7b8] IntelOpenMP_jll v2023.2.0+0
  [856f044c] MKL_jll v2023.2.0+0
  [efe28fd5] OpenSpecFun_jll v0.5.5+0
  [f50d1b31] Rmath_jll v0.4.0+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 v1.9.2
  [de0858da] Printf
  [3fa0cd96] REPL
  [9a3f8284] Random
  [ea8e919c] SHA v0.7.0
  [9e88b42a] Serialization
  [1a1011a3] SharedArrays
  [6462fe0b] Sockets
  [2f01184e] SparseArrays
  [10745b16] Statistics v1.9.0
  [4607b0f0] SuiteSparse
  [fa267f1f] TOML v1.0.3
  [a4e569a6] Tar v1.10.0
  [8dfed614] Test
  [cf7118a7] UUIDs
  [4ec0a83e] Unicode
  [e66e0078] CompilerSupportLibraries_jll v1.0.5+0
  [deac9b47] LibCURL_jll v8.4.0+0
  [29816b5a] LibSSH2_jll v1.11.0+1
  [c8ffd9c3] MbedTLS_jll v2.28.2+0
  [14a3606d] MozillaCACerts_jll v2022.10.11
  [4536629a] OpenBLAS_jll v0.3.21+4
  [05823500] OpenLibm_jll v0.8.1+0
  [bea87d4a] SuiteSparse_jll v5.10.1+6
  [83775a58] Zlib_jll v1.2.13+0
  [8e850b90] libblastrampoline_jll v5.8.0+0
  [8e850ede] nghttp2_jll v1.52.0+1
  [3f19e933] p7zip_jll v17.4.0+0
Info Packages marked with ⌅ have new versions available but compatibility constraints restrict them from upgrading. To see why use `status --outdated -m`
@lmshk lmshk added the bug Something isn't working label Nov 30, 2023
@isaacsas
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isaacsas commented Nov 30, 2023

Oh never mind, I missed you had opened this on MTK. I'll reopen.

@isaacsas isaacsas reopened this Nov 30, 2023
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@ChrisRackauckas @YingboMa this is related to #2296. Is that on the horizon to fix? This is problematic for Catalyst users as I previously mentioned, and is a clear bug since it is breaking behavior. Thanks!

@isaacsas
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Can we revert the varmap handling to the previous behavior until ModelingToolkit 9 is ready?

@ChrisRackauckas
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yeah just swap the default. I thought we did that in a patch release? But I guess we forgot to. We should just make the last versions of v8 just all do heterogeneous=false by default and swap the default in the v9.

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