Enzyme and Zygote differentiation not supported on value array #464
Description
Describe the bug 🐞
I would like to mention a few cases where Zygote and Enzyme don't work.
I show here a table showing the support of Reverse AD for several interpolation algorithms
| Algorithm | Zygote.jl | Enzyme.jl |
|---|---|---|
LinearInterpolation |
✅ | ❌ |
QuadraticInterpolation |
✅ | ❌ |
LagrangeInterpolation |
❌ | ✅ |
AkimaInterpolation |
❌ | ❌ |
ConstantInterpolation |
✅ | ❌ |
QuadraticSpline |
❌ | ❌ |
CubicSpline |
✅ | ❌ |
BSplineInterpolation |
❌ | ✅ |
BSplineApprox |
❌ | ✅ |
Minimal Reproducible Example 👇
N = 10
const xlist = range(0, 10, N)
const x_list_interp = range(0, 10, 5*N)
function test(p)
p_interp = QuadraticSpline(p, xlist)
return sum(p_interp, x_list_interp)
end
test(rand(N))
Zygote.gradient(test, rand(N))[1]
Enzyme.gradient(Enzyme.Reverse, test, rand(N))Error & Stacktrace
Zygote
ERROR: Mutating arrays is not supported -- called setindex!(Vector{Float64}, ...)
This error occurs when you ask Zygote to differentiate operations that change
the elements of arrays in place (e.g. setting values with x .= ...)
Possible fixes:
- avoid mutating operations (preferred)
- or read the documentation and solutions for this error
https://fluxml.ai/Zygote.jl/latest/limitationsEnzyme
ERROR: Current scope:
; Function Attrs: mustprogress willreturn
define internal fastcc void @preprocess_julia_getindex_275798({ [2 x double], [2 x double], i64, i64 }* noalias nocapture nofree noundef nonnull writeonly sret({ [2 x double], [2 x double], i64, i64 }) align 8 dereferenceable(48) "enzyme_type"="{[-1]:Pointer, [-1,0]:Float@double, [-1,8]:Float@double, [-1,16]:Float@double, [-1,24]:Float@double, [-1,32]:Integer, [-1,33]:Integer, [-1,34]:Integer, [-1,35]:Integer, [-1,36]:Integer, [-1,37]:Integer, [-1,38]:Integer, [-1,39]:Integer, [-1,40]:Integer, [-1,41]:Integer, [-1,42]:Integer, [-1,43]:Integer, [-1,44]:Integer, [-1,45]:Integer, [-1,46]:Integer, [-1,47]:Integer}" %sret_return, { [2 x double], [2 x double], i64, i64 } addrspace(11)* nocapture noundef nonnull readonly align 8 dereferenceable(48) "enzyme_type"="{[-1]:Pointer, [-1,0]:Float@double, [-1,8]:Float@double, [-1,16]:Float@double, [-1,24]:Float@double,
...Environment (please complete the following information):
- Output of
using Pkg; Pkg.status()
Status `~/GitHub/QuantumToolbox.jl-Paper-Figures/Project.toml`
[6e4b80f9] BenchmarkTools v1.6.0
[052768ef] CUDA v5.8.3
[13f3f980] CairoMakie v0.15.6
[82cc6244] DataInterpolations v8.5.0
⌃ [7da242da] Enzyme v0.13.69
[682c06a0] JSON v0.21.4
⌅ [961ee093] ModelingToolkit v9.82.0
[3bd65402] Optimisers v0.4.6
⌃ [35bcea6d] QuantumCumulants v0.3.7
[6e0679c1] QuantumOptics v1.2.3
[6c2fb7c5] QuantumToolbox v0.34.1
[4c0109c6] QuartoNotebookRunner v0.17.3
[1ed8b502] SciMLSensitivity v7.89.0
[e88e6eb3] Zygote v0.7.10- Output of
using Pkg; Pkg.status(; mode = PKGMODE_MANIFEST)
Status `~/GitHub/QuantumToolbox.jl-Paper-Figures/Manifest.toml`
[47edcb42] ADTypes v1.17.0
[621f4979] AbstractFFTs v1.5.0
[1520ce14] AbstractTrees v0.4.5
[7d9f7c33] Accessors v0.1.42
[79e6a3ab] Adapt v4.3.0
[35492f91] AdaptivePredicates v1.2.0
[66dad0bd] AliasTables v1.1.3
[27a7e980] Animations v0.4.2
[ec485272] ArnoldiMethod v0.4.0
⌅ [7d9fca2a] Arpack v0.5.3
[4fba245c] ArrayInterface v7.19.0
[4c555306] ArrayLayouts v1.11.2
[a9b6321e] Atomix v1.1.2
[67c07d97] Automa v1.1.0
[13072b0f] AxisAlgorithms v1.1.0
[39de3d68] AxisArrays v0.4.7
[ab4f0b2a] BFloat16s v0.5.1
[fbb218c0] BSON v0.3.9
[18cc8868] BaseDirs v1.3.2
[6e4b80f9] BenchmarkTools v1.6.0
[e2ed5e7c] Bijections v0.2.2
[62783981] BitTwiddlingConvenienceFunctions v0.1.6
[8e7c35d0] BlockArrays v1.7.1
[70df07ce] BracketingNonlinearSolve v1.3.0
[fa961155] CEnum v0.5.0
[2a0fbf3d] CPUSummary v0.2.7
[96374032] CRlibm v1.0.2
[052768ef] CUDA v5.8.3
[1af6417a] CUDA_Runtime_Discovery v1.0.0
[159f3aea] Cairo v1.1.1
[13f3f980] CairoMakie v0.15.6
[7057c7e9] Cassette v0.3.14
[082447d4] ChainRules v1.72.5
[d360d2e6] ChainRulesCore v1.26.0
[fb6a15b2] CloseOpenIntervals v0.1.13
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[35d6a980] ColorSchemes v3.30.0
[3da002f7] ColorTypes v0.12.1
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[a8cc5b0e] Crayons v4.1.1
[9a962f9c] DataAPI v1.16.0
⌃ [a93c6f00] DataFrames v1.7.0
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⌅ [a0c0ee7d] DifferentiationInterface v0.6.54
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⌃ [7da242da] Enzyme v0.13.69
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[442a2c76] FastGaussQuadrature v1.0.2
[a4df4552] FastPower v1.1.3
[5789e2e9] FileIO v1.17.0
⌅ [8fc22ac5] FilePaths v0.8.3
[48062228] FilePathsBase v0.9.24
[1a297f60] FillArrays v1.13.0
[64ca27bc] FindFirstFunctions v1.4.1
[6a86dc24] FiniteDiff v2.28.1
[53c48c17] FixedPointNumbers v0.8.5
[1fa38f19] Format v1.3.7
⌅ [f6369f11] ForwardDiff v0.10.38
[b38be410] FreeType v4.1.1
[663a7486] FreeTypeAbstraction v0.10.8
[f62d2435] FunctionProperties v0.1.2
[069b7b12] FunctionWrappers v1.1.3
[77dc65aa] FunctionWrappersWrappers v0.1.3
[d9f16b24] Functors v0.5.2
[0c68f7d7] GPUArrays v11.2.3
[46192b85] GPUArraysCore v0.2.0
[61eb1bfa] GPUCompiler v1.6.1
[096a3bc2] GPUToolbox v0.3.0
[5c1252a2] GeometryBasics v0.5.10
[c27321d9] Glob v1.3.1
[a2bd30eb] Graphics v1.1.3
[86223c79] Graphs v1.13.1
⌃ [3955a311] GridLayoutBase v0.11.1
[42e2da0e] Grisu v1.0.2
[f0d1745a] HalfIntegers v1.6.0
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[7869d1d1] IRTools v0.4.15
[615f187c] IfElse v0.1.1
[2803e5a7] ImageAxes v0.6.12
[c817782e] ImageBase v0.1.7
[a09fc81d] ImageCore v0.10.5
[82e4d734] ImageIO v0.6.9
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[40713840] IncompleteLU v0.2.1
[9b13fd28] IndirectArrays v1.0.0
[d25df0c9] Inflate v0.1.5
⌃ [842dd82b] InlineStrings v1.4.4
[18e54dd8] IntegerMathUtils v0.1.3
[a98d9a8b] Interpolations v0.16.2
⌅ [d1acc4aa] IntervalArithmetic v0.22.36
[8197267c] IntervalSets v0.7.11
[3587e190] InverseFunctions v0.1.17
[41ab1584] InvertedIndices v1.3.1
[92d709cd] IrrationalConstants v0.2.4
[f1662d9f] Isoband v0.1.1
[c8e1da08] IterTools v1.10.0
[42fd0dbc] IterativeSolvers v0.9.4
[82899510] IteratorInterfaceExtensions v1.0.0
[692b3bcd] JLLWrappers v1.7.1
[682c06a0] JSON v0.21.4
[0f8b85d8] JSON3 v1.14.3
[ae98c720] Jieko v0.2.1
[b835a17e] JpegTurbo v0.1.6
[98e50ef6] JuliaFormatter v2.1.6
⌅ [70703baa] JuliaSyntax v0.4.10
[ccbc3e58] JumpProcesses v9.17.0
[63c18a36] KernelAbstractions v0.9.38
[5ab0869b] KernelDensity v0.6.10
[ba0b0d4f] Krylov v0.10.1
⌅ [0b1a1467] KrylovKit v0.8.3
[929cbde3] LLVM v9.4.2
[8b046642] LLVMLoopInfo v1.0.0
[8ac3fa9e] LRUCache v1.6.2
[b964fa9f] LaTeXStrings v1.4.0
[23fbe1c1] Latexify v0.16.9
[10f19ff3] LayoutPointers v0.1.17
[5078a376] LazyArrays v2.6.2
[8cdb02fc] LazyModules v0.3.1
[2d8b4e74] LevyArea v1.0.0
[87fe0de2] LineSearch v0.1.4
[d3d80556] LineSearches v7.4.0
[7a12625a] LinearMaps v3.11.4
⌃ [7ed4a6bd] LinearSolve v3.26.0
[2ab3a3ac] LogExpFunctions v0.3.29
[d8e11817] MLStyle v0.4.17
[1914dd2f] MacroTools v0.5.16
[ee78f7c6] Makie v0.24.6
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[dbb5928d] MappedArrays v0.4.2
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⌅ [961ee093] ModelingToolkit v9.82.0
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[2e0e35c7] Moshi v0.3.7
[46d2c3a1] MuladdMacro v0.2.4
⌃ [102ac46a] MultivariatePolynomials v0.5.9
[d8a4904e] MutableArithmetics v1.6.4
[d41bc354] NLSolversBase v7.10.0
[2774e3e8] NLsolve v4.5.1
[872c559c] NNlib v0.9.31
[5da4648a] NVTX v1.0.1
[77ba4419] NaNMath v1.1.3
[f09324ee] Netpbm v1.1.1
[8913a72c] NonlinearSolve v4.10.0
[be0214bd] NonlinearSolveBase v1.14.0
[5959db7a] NonlinearSolveFirstOrder v1.7.0
[9a2c21bd] NonlinearSolveQuasiNewton v1.8.0
[26075421] NonlinearSolveSpectralMethods v1.3.0
[d8793406] ObjectFile v0.5.0
[510215fc] Observables v0.5.5
[6fe1bfb0] OffsetArrays v1.17.0
[52e1d378] OpenEXR v0.3.3
[429524aa] Optim v1.13.2
[3bd65402] Optimisers v0.4.6
[bac558e1] OrderedCollections v1.8.1
[bbf590c4] OrdinaryDiffEqCore v1.30.0
⌃ [4302a76b] OrdinaryDiffEqDifferentiation v1.11.0
[1344f307] OrdinaryDiffEqLowOrderRK v1.6.0
⌃ [127b3ac7] OrdinaryDiffEqNonlinearSolve v1.13.0
[b1df2697] OrdinaryDiffEqTsit5 v1.5.0
[90014a1f] PDMats v0.11.35
[f57f5aa1] PNGFiles v0.4.4
[65ce6f38] PackageExtensionCompat v1.0.2
[19eb6ba3] Packing v0.5.1
[5432bcbf] PaddedViews v0.5.12
[d96e819e] Parameters v0.12.3
[69de0a69] Parsers v2.8.3
[eebad327] PkgVersion v0.3.3
[995b91a9] PlotUtils v1.4.3
[e409e4f3] PoissonRandom v0.4.6
[f517fe37] Polyester v0.7.18
[1d0040c9] PolyesterWeave v0.2.2
[647866c9] PolygonOps v0.1.2
[2dfb63ee] PooledArrays v1.4.3
[85a6dd25] PositiveFactorizations v0.2.4
[d236fae5] PreallocationTools v0.4.33
⌅ [aea7be01] PrecompileTools v1.2.1
[21216c6a] Preferences v1.5.0
⌅ [08abe8d2] PrettyTables v2.4.0
[27ebfcd6] Primes v0.5.7
[33c8b6b6] ProgressLogging v0.1.5
⌃ [92933f4c] ProgressMeter v1.10.4
[43287f4e] PtrArrays v1.3.0
[4b34888f] QOI v1.0.1
[1fd47b50] QuadGK v2.11.2
⌃ [35bcea6d] QuantumCumulants v0.3.7
[5717a53b] QuantumInterface v0.4.1
[6e0679c1] QuantumOptics v1.2.3
[4f57444f] QuantumOpticsBase v0.5.9
[6c2fb7c5] QuantumToolbox v0.34.1
[4c0109c6] QuartoNotebookRunner v0.17.3
[74087812] Random123 v1.7.1
[e6cf234a] RandomNumbers v1.6.0
[b3c3ace0] RangeArrays v0.3.2
[308eb6b3] RationalRoots v0.2.1
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[c1ae055f] RealDot v0.1.0
[3cdcf5f2] RecipesBase v1.3.4
[731186ca] RecursiveArrayTools v3.37.1
[189a3867] Reexport v1.2.2
[05181044] RelocatableFolders v1.0.1
[ae029012] Requires v1.3.1
[ae5879a3] ResettableStacks v1.1.1
[37e2e3b7] ReverseDiff v1.16.1
[79098fc4] Rmath v0.8.0
[5eaf0fd0] RoundingEmulator v0.2.1
[7e49a35a] RuntimeGeneratedFunctions v0.5.15
[9dfe8606] SCCNonlinearSolve v1.4.0
[fdea26ae] SIMD v3.7.1
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⌃ [0bca4576] SciMLBase v2.112.0
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⌃ [7e506255] ScopedValues v1.4.0
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[992d4aef] Showoff v1.0.3
[73760f76] SignedDistanceFields v0.4.0
[727e6d20] SimpleNonlinearSolve v2.7.0
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[0d7ed370] StaticArrayInterface v1.8.0
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[10745b16] Statistics v1.11.1
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[4c63d2b9] StatsFuns v1.5.0
[789caeaf] StochasticDiffEq v6.81.0
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⌃ [0c5d862f] Symbolics v6.51.0
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[3b182d85] Graphite2_jll v1.3.15+0
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[905a6f67] Imath_jll v3.1.11+0
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[458c3c95] OpenSSL_jll v3.5.2+0
[efe28fd5] OpenSpecFun_jll v0.5.6+0
[91d4177d] Opus_jll v1.5.2+0
[36c8627f] Pango_jll v1.56.3+0
⌅ [30392449] Pixman_jll v0.44.2+0
[f50d1b31] Rmath_jll v0.5.1+0
[ffd25f8a] XZ_jll v5.8.1+0
[4f6342f7] Xorg_libX11_jll v1.8.12+0
[0c0b7dd1] Xorg_libXau_jll v1.0.13+0
[a3789734] Xorg_libXdmcp_jll v1.1.6+0
[1082639a] Xorg_libXext_jll v1.3.7+0
[ea2f1a96] Xorg_libXrender_jll v0.9.12+0
[c7cfdc94] Xorg_libxcb_jll v1.17.1+0
[c5fb5394] Xorg_xtrans_jll v1.6.0+0
[3161d3a3] Zstd_jll v1.5.7+1
[1e29f10c] demumble_jll v1.3.0+0
[9a68df92] isoband_jll v0.2.3+0
[a4ae2306] libaom_jll v3.12.1+0
[0ac62f75] libass_jll v0.17.4+0
[f638f0a6] libfdk_aac_jll v2.0.4+0
[b53b4c65] libpng_jll v1.6.50+0
[075b6546] libsixel_jll v1.10.5+0
[f27f6e37] libvorbis_jll v1.3.8+0
[c5f90fcd] libwebp_jll v1.6.0+0
[1317d2d5] oneTBB_jll v2022.0.0+0
[1270edf5] x264_jll v10164.0.1+0
[dfaa095f] x265_jll v4.1.0+0
[0dad84c5] ArgTools v1.1.2
[56f22d72] Artifacts v1.11.0
[2a0f44e3] Base64 v1.11.0
[8bf52ea8] CRC32c 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
[9abbd945] Profile v1.11.0
[3fa0cd96] REPL 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
[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
[efcefdf7] PCRE2_jll v10.42.0+1
[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 ⌃ and ⌅ have new versions available. Those with ⌃ may be upgradable, but those with ⌅ are restricted by compatibility constraints from upgrading. To see why use `status --outdated -m- Output of
versioninfo()
Julia Version 1.11.6
Commit 9615af0f269 (2025-07-09 12:58 UTC)
Build Info:
Official https://julialang.org/ release
Platform Info:
OS: Linux (x86_64-linux-gnu)
CPU: 32 × 13th Gen Intel(R) Core(TM) i9-13900KF
WORD_SIZE: 64
LLVM: libLLVM-16.0.6 (ORCJIT, alderlake)
Threads: 16 default, 0 interactive, 8 GC (on 32 virtual cores)
Environment:
JULIA_NUM_THREADS = 16