Closed
Description
Describe the bug 🐞
This works:
using LinearSolve, Zygote, SciMLSensitivity
const N = 10
f(b) = sum(solve(LinearProblem(randn(N, N), b)).u)
Zygote.gradient(f, randn(N))
but it fails for N > 10
with:
ERROR: MethodError: no method matching getrs!(::Char, ::Matrix{Float64}, ::Vector{Int32}, ::Vector{Float64})
The function `getrs!` exists, but no method is defined for this combination of argument types.
Expected behavior
It should work!
Minimal Reproducible Example 👇
using LinearSolve, Zygote, SciMLSensitivity
const N = 11
f(b) = sum(solve(LinearProblem(randn(N, N), b)).u)
Zygote.gradient(f, randn(N))
Error & Stacktrace
ERROR: MethodError: no method matching getrs!(::Char, ::Matrix{Float64}, ::Vector{Int32}, ::Vector{Float64})
The function `getrs!` exists, but no method is defined for this combination of argument types.
Closest candidates are:
getrs!(::AbstractChar, ::AbstractMatrix{Float64}, ::AbstractVector{Int64}, ::AbstractVecOrMat{Float64})
@ LinearAlgebra ~/.julia/juliaup/julia-1.11.5+0.aarch64.apple.darwin14/share/julia/stdlib/v1.11/LinearAlgebra/src/lapack.jl:1043
getrs!(::AbstractChar, ::AbstractMatrix{ComplexF32}, ::AbstractVector{Int64}, ::AbstractVecOrMat{ComplexF32})
@ LinearAlgebra ~/.julia/juliaup/julia-1.11.5+0.aarch64.apple.darwin14/share/julia/stdlib/v1.11/LinearAlgebra/src/lapack.jl:1043
getrs!(::AbstractChar, ::AbstractMatrix{ComplexF64}, ::AbstractVector{Int64}, ::AbstractVecOrMat{ComplexF64})
@ LinearAlgebra ~/.julia/juliaup/julia-1.11.5+0.aarch64.apple.darwin14/share/julia/stdlib/v1.11/LinearAlgebra/src/lapack.jl:1043
...
Stacktrace:
[1] ldiv!(transA::LinearAlgebra.TransposeFactorization{Float64, LU{Float64, Matrix{Float64}, Vector{Int32}}}, B::Vector{Float64})
@ LinearAlgebra ~/.julia/juliaup/julia-1.11.5+0.aarch64.apple.darwin14/share/julia/stdlib/v1.11/LinearAlgebra/src/lu.jl:507
[2] ldiv(F::LinearAlgebra.TransposeFactorization{Float64, LU{Float64, Matrix{Float64}, Vector{Int32}}}, B::Vector{Float64})
@ LinearAlgebra ~/.julia/juliaup/julia-1.11.5+0.aarch64.apple.darwin14/share/julia/stdlib/v1.11/LinearAlgebra/src/LinearAlgebra.jl:656
[3] \(F::LinearAlgebra.TransposeFactorization{Float64, LU{Float64, Matrix{Float64}, Vector{Int32}}}, B::Vector{Float64})
@ LinearAlgebra ~/.julia/juliaup/julia-1.11.5+0.aarch64.apple.darwin14/share/julia/stdlib/v1.11/LinearAlgebra/src/LinearAlgebra.jl:633
[4] macro expansion
@ ~/.julia/packages/LinearSolve/O6GSm/src/default.jl:371 [inlined]
[5] defaultalg_adjoint_eval(cache::LinearSolve.LinearCache{Matrix{…}, Vector{…}, Vector{…}, SciMLBase.NullParameters, LinearSolve.DefaultLinearSolver, LinearSolve.DefaultLinearSolverInit{…}, IdentityOperator, IdentityOperator, Float64, Bool, LinearSolveAdjoint{…}}, dy::Vector{Float64})
@ LinearSolve ~/.julia/packages/LinearSolve/O6GSm/src/default.jl:364
[6] (::LinearSolve.var"#∇linear_solve#107"{LinearSolve.DefaultLinearSolver, Tuple{}, SciMLBase.LinearSolution{…}, LinearSolveAdjoint{…}, LinearSolve.LinearCache{…}})(∂sol::SciMLBase.LinearSolution{Float64, 1, Vector{…}, Nothing, LinearSolve.DefaultLinearSolver, LinearSolve.LinearCache{…}, Nothing})
@ LinearSolve ~/.julia/packages/LinearSolve/O6GSm/src/adjoint.jl:68
[7] ZBack
@ ~/.julia/packages/Zygote/HdT4O/src/compiler/chainrules.jl:222 [inlined]
[8] (::Zygote.var"#305#306"{Tuple{…}, Zygote.ZBack{…}})(Δ::SciMLBase.LinearSolution{Float64, 1, Vector{…}, Nothing, LinearSolve.DefaultLinearSolver, LinearSolve.LinearCache{…}, Nothing})
@ Zygote ~/.julia/packages/Zygote/HdT4O/src/lib/lib.jl:202
[9] (::Zygote.var"#2189#back#307"{Zygote.var"#305#306"{…}})(Δ::SciMLBase.LinearSolution{Float64, 1, Vector{…}, Nothing, LinearSolve.DefaultLinearSolver, LinearSolve.LinearCache{…}, Nothing})
@ Zygote ~/.julia/packages/ZygoteRules/CkVIK/src/adjoint.jl:72
[10] #solve#6
@ ~/.julia/packages/LinearSolve/O6GSm/src/common.jl:298 [inlined]
[11] (::Zygote.Pullback{Tuple{…}, Any})(Δ::SciMLBase.LinearSolution{Float64, 1, Vector{…}, Nothing, LinearSolve.DefaultLinearSolver, LinearSolve.LinearCache{…}, Nothing})
@ Zygote ~/.julia/packages/Zygote/HdT4O/src/compiler/interface2.jl:0
[12] #305
@ ~/.julia/packages/Zygote/HdT4O/src/lib/lib.jl:202 [inlined]
[13] #2189#back
@ ~/.julia/packages/ZygoteRules/CkVIK/src/adjoint.jl:72 [inlined]
[14] solve
@ ~/.julia/packages/LinearSolve/O6GSm/src/common.jl:296 [inlined]
[15] (::Zygote.Pullback{Tuple{…}, Tuple{…}})(Δ::SciMLBase.LinearSolution{Float64, 1, Vector{…}, Nothing, LinearSolve.DefaultLinearSolver, LinearSolve.LinearCache{…}, Nothing})
@ Zygote ~/.julia/packages/Zygote/HdT4O/src/compiler/interface2.jl:0
[16] #305
@ ~/.julia/packages/Zygote/HdT4O/src/lib/lib.jl:202 [inlined]
[17] (::Zygote.var"#2189#back#307"{Zygote.var"#305#306"{…}})(Δ::SciMLBase.LinearSolution{Float64, 1, Vector{…}, Nothing, LinearSolve.DefaultLinearSolver, LinearSolve.LinearCache{…}, Nothing})
@ Zygote ~/.julia/packages/ZygoteRules/CkVIK/src/adjoint.jl:72
[18] #solve#5
@ ~/.julia/packages/LinearSolve/O6GSm/src/common.jl:293 [inlined]
[19] (::Zygote.Pullback{Tuple{…}, Any})(Δ::SciMLBase.LinearSolution{Float64, 1, Vector{…}, Nothing, LinearSolve.DefaultLinearSolver, LinearSolve.LinearCache{…}, Nothing})
@ Zygote ~/.julia/packages/Zygote/HdT4O/src/compiler/interface2.jl:0
[20] #305
@ ~/.julia/packages/Zygote/HdT4O/src/lib/lib.jl:202 [inlined]
[21] #2189#back
@ ~/.julia/packages/ZygoteRules/CkVIK/src/adjoint.jl:72 [inlined]
[22] solve
@ ~/.julia/packages/LinearSolve/O6GSm/src/common.jl:292 [inlined]
[23] (::Zygote.Pullback{Tuple{…}, Tuple{…}})(Δ::SciMLBase.LinearSolution{Float64, 1, Vector{…}, Nothing, LinearSolve.DefaultLinearSolver, LinearSolve.LinearCache{…}, Nothing})
@ Zygote ~/.julia/packages/Zygote/HdT4O/src/compiler/interface2.jl:0
[24] f7
@ ./REPL[49]:1 [inlined]
[25] (::Zygote.Pullback{Tuple{typeof(f7), Vector{…}}, Tuple{Zygote.Pullback{…}, Zygote.ZBack{…}, Zygote.var"#2006#back#208"{…}, Zygote.var"#2006#back#208"{…}, Zygote.ZBack{…}, SciMLBaseZygoteExt.var"#239#back#127"{…}, Zygote.Pullback{…}}})(Δ::Float64)
@ Zygote ~/.julia/packages/Zygote/HdT4O/src/compiler/interface2.jl:0
[26] (::Zygote.var"#88#89"{Zygote.Pullback{Tuple{typeof(f7), Vector{…}}, Tuple{Zygote.Pullback{…}, Zygote.ZBack{…}, Zygote.var"#2006#back#208"{…}, Zygote.var"#2006#back#208"{…}, Zygote.ZBack{…}, SciMLBaseZygoteExt.var"#239#back#127"{…}, Zygote.Pullback{…}}}})(Δ::Float64)
@ Zygote ~/.julia/packages/Zygote/HdT4O/src/compiler/interface.jl:97
[27] gradient(f::Function, args::Vector{Float64})
@ Zygote ~/.julia/packages/Zygote/HdT4O/src/compiler/interface.jl:154
[28] top-level scope
@ REPL[50]:1
Environment (please complete the following information):
- Output of
using Pkg; Pkg.status()
[7ed4a6bd] LinearSolve v3.9.0
[1ed8b502] SciMLSensitivity v7.78.0
[90137ffa] StaticArrays v1.9.13
[e88e6eb3] Zygote v0.7.6
- Output of
using Pkg; Pkg.status(; mode = PKGMODE_MANIFEST)
[47edcb42] ADTypes v1.14.0
[621f4979] AbstractFFTs v1.5.0
[7d9f7c33] Accessors v0.1.42
[79e6a3ab] Adapt v4.3.0
[66dad0bd] AliasTables v1.1.3
[4fba245c] ArrayInterface v7.18.0
[4c555306] ArrayLayouts v1.11.1
[a9b6321e] Atomix v1.1.1
[62783981] BitTwiddlingConvenienceFunctions v0.1.6
[fa961155] CEnum v0.5.0
[2a0fbf3d] CPUSummary v0.2.6
[7057c7e9] Cassette v0.3.14
[082447d4] ChainRules v1.72.3
[d360d2e6] ChainRulesCore v1.25.1
[fb6a15b2] CloseOpenIntervals v0.1.13
[38540f10] CommonSolve v0.2.4
[bbf7d656] CommonSubexpressions v0.3.1
[f70d9fcc] CommonWorldInvalidations v1.0.0
[34da2185] Compat v4.16.0
[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 v6.170.1
[459566f4] DiffEqCallbacks v4.4.1
[77a26b50] DiffEqNoiseProcess v5.24.1
[163ba53b] DiffResults v1.1.0
[b552c78f] DiffRules v1.15.1
[a0c0ee7d] DifferentiationInterface v0.6.52
[31c24e10] Distributions v0.25.119
[ffbed154] DocStringExtensions v0.9.4
[4e289a0a] EnumX v1.0.5
[7da242da] Enzyme v0.13.38
[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 v1.1.2
[1a297f60] FillArrays v1.13.0
[6a86dc24] FiniteDiff v2.27.0
⌅ [f6369f11] ForwardDiff v0.10.38
[f62d2435] FunctionProperties v0.1.2
[069b7b12] FunctionWrappers v1.1.3
[77dc65aa] FunctionWrappersWrappers v0.1.3
[d9f16b24] Functors v0.5.2
[46192b85] GPUArraysCore v0.2.0
[61eb1bfa] GPUCompiler v1.4.0
[076d061b] HashArrayMappedTries v0.2.0
[34004b35] HypergeometricFunctions v0.3.28
[7869d1d1] IRTools v0.4.14
[615f187c] IfElse v0.1.1
[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
[63c18a36] KernelAbstractions v0.9.34
[ba0b0d4f] Krylov v0.10.0
[929cbde3] LLVM v9.3.1
[b964fa9f] LaTeXStrings v1.4.0
[10f19ff3] LayoutPointers v0.1.17
[5078a376] LazyArrays v2.6.1
[d3d80556] LineSearches v7.3.0
[7ed4a6bd] LinearSolve v3.9.0
[2ab3a3ac] LogExpFunctions v0.3.29
[1914dd2f] MacroTools v0.5.16
[d125e4d3] ManualMemory v0.1.8
[e1d29d7a] Missings v1.2.0
[2e0e35c7] Moshi v0.3.5
[46d2c3a1] MuladdMacro v0.2.4
[d41bc354] NLSolversBase v7.9.1
[872c559c] NNlib v0.9.30
[77ba4419] NaNMath v1.1.3
[d8793406] ObjectFile v0.4.4
[429524aa] Optim v1.12.0
[3bd65402] Optimisers v0.4.6
[bac558e1] OrderedCollections v1.8.0
[bbf590c4] OrdinaryDiffEqCore v1.23.0
[90014a1f] PDMats v0.11.34
[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 v0.4.26
⌅ [aea7be01] PrecompileTools v1.2.1
[21216c6a] Preferences v1.4.3
[08abe8d2] PrettyTables v2.4.0
[43287f4e] PtrArrays v1.3.0
[1fd47b50] QuadGK v2.11.2
[74087812] Random123 v1.7.0
[e6cf234a] RandomNumbers v1.6.0
[c1ae055f] RealDot v0.1.0
[3cdcf5f2] RecipesBase v1.3.4
[731186ca] RecursiveArrayTools v3.33.0
[189a3867] Reexport v1.2.2
[ae029012] Requires v1.3.1
[ae5879a3] ResettableStacks v1.1.1
[37e2e3b7] ReverseDiff v1.16.1
[79098fc4] Rmath v0.8.0
[7e49a35a] RuntimeGeneratedFunctions v0.5.14
[94e857df] SIMDTypes v0.1.0
[0bca4576] SciMLBase v2.86.2
[19f34311] SciMLJacobianOperators v0.1.3
[c0aeaf25] SciMLOperators v0.3.13
[1ed8b502] SciMLSensitivity v7.78.0
[53ae85a6] SciMLStructures v1.7.0
[7e506255] ScopedValues v1.3.0
[6c6a2e73] Scratch v1.2.1
[efcf1570] Setfield v1.1.2
[ce78b400] SimpleUnPack v1.1.0
[a2af1166] SortingAlgorithms v1.2.1
[dc90abb0] SparseInverseSubset v0.1.2
[276daf66] SpecialFunctions v2.5.1
[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 v1.5.0
[7792a7ef] StrideArraysCore v0.5.7
[892a3eda] StringManipulation v0.4.1
[09ab397b] StructArrays v0.7.1
[53d494c1] StructIO v0.3.1
[2efcf032] SymbolicIndexingInterface v0.3.40
[3783bdb8] TableTraits v1.0.1
[bd369af6] Tables v1.12.0
[8290d209] ThreadingUtilities v0.5.3
[9f7883ad] Tracker v0.2.38
[e689c965] Tracy v0.1.4
[781d530d] TruncatedStacktraces v1.4.0
[3a884ed6] UnPack v1.0.2
[013be700] UnsafeAtomics v0.3.0
[e88e6eb3] Zygote v0.7.6
[700de1a5] ZygoteRules v0.2.7
⌅ [7cc45869] Enzyme_jll v0.0.174+0
[1d5cc7b8] IntelOpenMP_jll v2025.0.4+0
[dad2f222] LLVMExtra_jll v0.0.35+0
[ad6e5548] LibTracyClient_jll v0.9.1+6
[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
[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
[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 1.11.5
Commit 760b2e5b739 (2025-04-14 06:53 UTC)
Build Info:
Official https://julialang.org/ release
Platform Info:
OS: macOS (arm64-apple-darwin24.0.0)
CPU: 10 × Apple M1 Pro
WORD_SIZE: 64
LLVM: libLLVM-16.0.6 (ORCJIT, apple-m1)
Threads: 1 default, 0 interactive, 1 GC (on 8 virtual cores)