SciML / SciML/NeuralOperators.jl
trouble training FNO with Metal.jl
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bug
- Dominant language
- Julia
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- 41
- Forks
- 15
- Avg merge
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- Merged PRs (30d)
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Description
Describe the bug π
I obtain a StackOverflowError when trying to run the tutorial example using Metal and Zygote as the AD backend: https://docs.sciml.ai/NeuralOperators/stable/models/fno/
Expected behavior
No error.
Minimal Reproducible Example π
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 Lux
using Metal
using LuxCore
using NeuralOperators
using Zygote
using Random
using Optimiser
dev = gpu_device()
rng = Random.default_rng()
batch_size = 128
m = 32
xrange = range(0, 2Ο; length=m) .|> Float32
Ξ± = 0.5f0 .+ 0.5f0 .* rand(Float32, batch_size);
u_data = zeros(Float32, m, 1, batch_size);
v_data = zeros(Float32, m, 1, batch_size);
for i in 1:batch_size
u_data[:, 1, i] .= sin.(Ξ±[i] .* xrange)
v_data[:, 1, i] .= -inv(Ξ±[i]) .* cos.(Ξ±[i] .* xrange)
end
fno = FourierNeuralOperator(
gelu; # activation function
chs=(1, 64, 64, 128, 1), # channel weights
modes=(16,), # number of Fourier modes to retain
)
ps, st = Lux.setup(rng, fno) |> dev;
u_data = u_data |> dev;
v_data = v_data |> dev;
data = [(u_data, v_data)];
function train!(model, ps, st, data; epochs=10)
# The `losses` array is used only for visualization,
# you don't actually need it to train.
losses = []
# Initialize a training state and an optimizer (Adam, in this case).
tstate = Training.TrainState(model, ps, st, Adam(0.003f0))
# Loop over epochs, then loop over each batch of training data, and step into the
# training:
for _ in 1:epochs
for (x, y) in data
(_, loss, _, tstate) = Training.single_train_step!(
AutoZygote(), MSELoss(), (x, y), tstate; return_gradients=Val(false)
)
push!(losses, Float32(loss))
end
end
return losses, tstate.parameters, tstate.states
end
losses, ps, st = train!(fno, ps, st, data; epochs=500)
Error & Stacktrace β οΈ
Stacktrace:
[1] plan_rfft(x::MtlArray{Float32, 3, Metal.PrivateStorage}, region::UnitRange{Int64})
@ AbstractFFTs ~/.julia/packages/AbstractFFTs/4iQz5/src/definitions.jl:221
[2] plan_rfft(x::MtlArray{Float32, 3, Metal.PrivateStorage}, region::UnitRange{Int64}; kws::@Kwargs{})
@ AbstractFFTs ~/.julia/packages/AbstractFFTs/4iQz5/src/definitions.jl:221
Environment (please complete the following information):
- Output of
using Pkg; Pkg.status()
[47edcb42] ADTypes v1.22.2
[6e4b80f9] BenchmarkTools v1.8.0
[336ed68f] CSV v0.10.16
[13f3f980] CairoMakie v0.15.13
[a93c6f00] DataFrames v1.8.2
[39dd38d3] Dierckx v0.5.4
[0c46a032] DifferentialEquations v8.0.2
[31c24e10] Distributions v0.25.129
[634d3b9d] DrWatson v2.19.1
[7da242da] Enzyme v0.13.185
[7a1cc6ca] FFTW v1.10.0
[f67ccb44] HDF5 v0.17.3
[033835bb] JLD2 v0.6.5
[b964fa9f] LaTeXStrings v1.4.0
[b2108857] Lux v1.31.4
[d0bbae9a] LuxCUDA v0.3.6
[bb33d45b] LuxCore v1.5.3
[dde4c033] Metal v1.10.0
β [94925ecb] MethodOfLines v0.11.12
[872c559c] NNlib v0.9.38
[ea5c82af] NeuralOperators v0.6.5
β [315f7962] NeuralPDE v6.0.0
β
[429524aa] Optim v1.13.3
[3bd65402] Optimisers v0.4.7
β [7f7a1694] Optimization v5.4.0
β [3e6eede4] OptimizationBBO v0.4.5
β [3aafef2f] OptimizationMetaheuristics v0.3.4
β [e4316d97] OptimizationMultistartOptimization v0.3.3
β [36348300] OptimizationOptimJL v0.4.8
β [1dea7af3] OrdinaryDiffEq v6.111.0
β
[5960d6e9] OrdinaryDiffEqFIRK v1.26.0
[3c362404] Reactant v0.2.274
[c0aeaf25] SciMLOperators v1.24.3
[9f78cca6] SummationByPartsOperators v0.5.96
[c4f8c510] UMAP v0.3.0
[e88e6eb3] Zygote v0.7.11
- Output of
using Pkg; Pkg.status(; mode = PKGMODE_MANIFEST)
[47edcb42] ADTypes v1.22.2
[14f7f29c] AMD v0.5.3
[621f4979] AbstractFFTs v1.5.0
[6e696c72] AbstractPlutoDingetjes v1.4.0
[1520ce14] AbstractTrees v0.4.5
[7d9f7c33] Accessors v0.1.45
[79e6a3ab] Adapt v4.7.0
[35492f91] AdaptivePredicates v1.2.0
[66dad0bd] AliasTables v1.1.3
[27a7e980] Animations v0.4.2
[dce04be8] ArgCheck v2.5.0
[ec485272] ArnoldiMethod v0.4.0
[7d9fca2a] Arpack v0.5.4
[4fba245c] ArrayInterface v7.27.0
[4c555306] ArrayLayouts v1.12.2
[a9b6321e] Atomix v1.1.3
[15f4f7f2] AutoHashEquals v2.2.0
[67c07d97] Automa v1.2.0
[13072b0f] AxisAlgorithms v1.1.0
[39de3d68] AxisArrays v0.4.8
[ab4f0b2a] BFloat16s v0.6.1
[aae01518] BandedMatrices v1.11.0
[18cc8868] BaseDirs v1.4.0
[6e4b80f9] BenchmarkTools v1.8.0
[e2ed5e7c] Bijections v0.2.2
[caf10ac8] BipartiteGraphs v0.1.9
[62783981] BitTwiddlingConvenienceFunctions v0.1.6
[a134a8b2] BlackBoxOptim v0.6.9
[8e7c35d0] BlockArrays v1.9.5
β [70df07ce] BracketingNonlinearSolve v1.12.1
[e1450e63] BufferedStreams v1.2.2
[fa961155] CEnum v0.5.0
[2a0fbf3d] CPUSummary v0.2.7
[96374032] CRlibm v1.0.2
[336ed68f] CSV v0.10.16
[052768ef] CUDA v6.2.1
[bd0ed864] CUDACore v6.2.1
[9ec180c6] CUDATools v6.2.1
[1af6417a] CUDA_Runtime_Discovery v2.1.0
[9e67e8f6] CUPTI v6.2.1
[159f3aea] Cairo v1.1.1
[13f3f980] CairoMakie v0.15.13
[082447d4] ChainRules v1.73.0
[d360d2e6] ChainRulesCore v1.26.1
[0b6fb165] ChunkCodecCore v1.0.1
[4c0bbee4] ChunkCodecLibZlib v1.1.0
[55437552] ChunkCodecLibZstd v1.0.0
[fb6a15b2] CloseOpenIntervals v0.1.13
[523fee87] CodecBzip2 v0.8.5
[944b1d66] CodecZlib v0.7.8
[6b39b394] CodecZstd v0.8.7
[a2cac450] ColorBrewer v0.4.2
[35d6a980] ColorSchemes v3.31.0
[3da002f7] ColorTypes v0.12.1
[c3611d14] ColorVectorSpace v0.11.0
[5ae59095] Colors v0.13.1
β
[861a8166] Combinatorics v1.0.2
[38540f10] CommonSolve v0.2.11
[bbf7d656] CommonSubexpressions v0.3.1
[f70d9fcc] CommonWorldInvalidations v1.1.1
[34da2185] Compat v4.18.1
[b0b7db55] ComponentArrays v0.15.42
[b152e2b5] CompositeTypes v0.1.4
[a33af91c] CompositionsBase v0.1.2
[95dc2771] ComputePipeline v0.1.8
[2569d6c7] ConcreteStructs v0.2.6
[88cd18e8] ConsoleProgressMonitor v0.1.2
[187b0558] ConstructionBase v1.6.0
[d38c429a] Contour v0.6.3
[b7a15901] CoreMath v0.1.0
[adafc99b] CpuId v0.3.1
[a8cc5b0e] Crayons v4.1.1
[667455a9] Cubature v1.5.1
[9a962f9c] DataAPI v1.16.0
[a93c6f00] DataFrames v1.8.2
[864edb3b] DataStructures v0.19.5
[e2d170a0] DataValueInterfaces v1.0.0
[927a84f5] DelaunayTriangulation v1.6.6
[8bb1440f] DelimitedFiles v1.9.1
[39dd38d3] Dierckx v0.5.4
β
[2b5f629d] DiffEqBase v6.218.0
[459566f4] DiffEqCallbacks v4.18.3
[163ba53b] DiffResults v1.1.0
[b552c78f] DiffRules v1.16.0
[0c46a032] DifferentialEquations v8.0.2
[a0c0ee7d] DifferentiationInterface v0.7.20
[8d63f2c5] DispatchDoctor v0.4.28
[b4f34e82] Distances v0.10.12
[31c24e10] Distributions v0.25.129
[ffbed154] DocStringExtensions v0.9.5
β
[5b8099bc] DomainSets v0.7.18
[634d3b9d] DrWatson v2.19.1
[7c1d4256] DynamicPolynomials v0.6.6
[4e289a0a] EnumX v1.0.7
[7da242da] Enzyme v0.13.185
[f151be2c] EnzymeCore v0.8.21
[429591f6] ExactPredicates v2.2.9
β [d4d017d3] ExponentialUtilities v1.31.0
[e2ba6199] ExprTools v0.1.10
[21656369] ExpressionExplorer v1.1.4
[55351af7] ExproniconLite v0.10.14
[b86e33f2] FFTA v0.3.1
[7a1cc6ca] FFTW v1.10.0
[7034ab61] FastBroadcast v1.3.4
[9aa1b823] FastClosures v0.3.2
[442a2c76] FastGaussQuadrature v1.3.0
[a4df4552] FastPower v1.3.4
[5789e2e9] FileIO v1.20.0
[8fc22ac5] FilePaths v0.9.0
[48062228] FilePathsBase v0.9.24
[1a297f60] FillArrays v1.16.0
[64ca27bc] FindFirstFunctions v3.2.0
[6a86dc24] FiniteDiff v2.32.0
β
[53c48c17] FixedPointNumbers v0.8.6
[1fa38f19] Format v1.3.7
[f6369f11] ForwardDiff v1.4.1
[b38be410] FreeType v4.1.1
[663a7486] FreeTypeAbstraction v0.10.8
[a85aefff] FunctionMaps v0.1.2
[069b7b12] FunctionWrappers v1.1.3
[77dc65aa] FunctionWrappersWrappers v1.10.1
[d9f16b24] Functors v0.5.2
[0c68f7d7] GPUArrays v11.5.8
[46192b85] GPUArraysCore v0.2.0
β
[61eb1bfa] GPUCompiler v1.23.0
[096a3bc2] GPUToolbox v3.0.0
[a0844989] Gamma v1.1.0
[c145ed77] GenericSchur v0.5.6
[5c1252a2] GeometryBasics v0.5.11
[a2bd30eb] Graphics v1.1.3
[86223c79] Graphs v1.14.0
[3955a311] GridLayoutBase v0.11.2
[19dc6840] HCubature v1.8.0
[f67ccb44] HDF5 v0.17.3
[076d061b] HashArrayMappedTries v0.2.0
[3e5b6fbb] HostCPUFeatures v0.1.18
[34004b35] HypergeometricFunctions v0.3.29
[7869d1d1] IRTools v0.4.17
[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
[bc367c6b] ImageMetadata v0.9.10
β [3263718b] ImplicitDiscreteSolve v1.11.0
[9b13fd28] IndirectArrays v1.0.0
[d25df0c9] Inflate v0.1.5
[842dd82b] InlineStrings v1.4.5
[18e54dd8] IntegerMathUtils v0.1.3
[de52edbc] Integrals v5.4.4
[a98d9a8b] Interpolations v0.16.3
[d1acc4aa] IntervalArithmetic v1.0.10
[8197267c] IntervalSets v0.7.14
[3587e190] InverseFunctions v0.1.17
[41ab1584] InvertedIndices v1.3.1
[92d709cd] IrrationalConstants v0.2.6
[f1662d9f] Isoband v0.1.1
[c8e1da08] IterTools v1.10.0
[82899510] IteratorInterfaceExtensions v1.0.0
[033835bb] JLD2 v0.6.5
[692b3bcd] JLLWrappers v1.8.0
β
[358108f5] JMcDM v0.7.24
[682c06a0] JSON v1.6.1
[ae98c720] Jieko v0.2.1
[b835a17e] JpegTurbo v0.1.6
β [ccbc3e58] JumpProcesses v9.29.0
[63c18a36] KernelAbstractions v0.9.42
[5ab0869b] KernelDensity v0.6.12
[ba0b0d4f] Krylov v0.10.8
[929cbde3] LLVM v9.10.1
[8b046642] LLVMLoopInfo v1.0.0
[b964fa9f] LaTeXStrings v1.4.0
[23fbe1c1] Latexify v0.16.10
[73f95e8e] LatticeRules v0.0.1
[10f19ff3] LayoutPointers v0.1.17
[8cdb02fc] LazyModules v0.3.1
β
[1d6d02ad] LeftChildRightSiblingTrees v0.2.1
[87fe0de2] LineSearch v0.1.12
β [d3d80556] LineSearches v7.5.1
β
[7ed4a6bd] LinearSolve v3.87.0
β [2ab3a3ac] LogExpFunctions v0.3.29
[e6f89c97] LoggingExtras v1.2.0
[bdcacae8] LoopVectorization v0.12.174
β
[2fda8390] LsqFit v0.15.1
[b2108857] Lux v1.31.4
[d0bbae9a] LuxCUDA v0.3.6
[bb33d45b] LuxCore v1.5.3
[82251201] LuxLib v1.15.9
[7e8f7934] MLDataDevices v1.17.10
[3da0fdf6] MPIPreferences v0.1.12
[1914dd2f] MacroTools v0.5.16
[ee78f7c6] Makie v0.24.13
[d125e4d3] ManualMemory v0.1.8
[dbb5928d] MappedArrays v0.4.3
[0a4f8689] MathTeXEngine v0.6.9
[bb5d69b7] MaybeInplace v0.1.6
[bcdb8e00] Metaheuristics v3.5.0
[dde4c033] Metal v1.10.0
β [94925ecb] MethodOfLines v0.11.12
[e1d29d7a] Missings v1.2.0
β [961ee093] ModelingToolkit v11.26.8
β [7771a370] ModelingToolkitBase v1.42.2
β [6bb917b9] ModelingToolkitTearing v1.15.0
[4886b29c] MonteCarloIntegration v0.2.0
[0987c9cc] MonteCarloMeasurements v1.5.2
[e94cdb99] MosaicViews v0.3.4
[2e0e35c7] Moshi v0.3.12
[46d2c3a1] MuladdMacro v0.2.6
[3933049c] MultistartOptimization v0.3.1
[102ac46a] MultivariatePolynomials v0.5.19
[d8a4904e] MutableArithmetics v1.8.0
β
[d41bc354] NLSolversBase v7.10.0
[872c559c] NNlib v0.9.38
[611af6d1] NVML v6.2.1
[5da4648a] NVTX v1.0.3
[77ba4419] NaNMath v1.1.4
β
[dd2c4c9e] NearestNeighborDescent v0.3.8
[f09324ee] Netpbm v1.1.1
[ea5c82af] NeuralOperators v0.6.5
β [315f7962] NeuralPDE v6.0.0
β [8913a72c] NonlinearSolve v4.19.1
β
[be0214bd] NonlinearSolveBase v2.30.3
β [5959db7a] NonlinearSolveFirstOrder v2.1.1
β [9a2c21bd] NonlinearSolveQuasiNewton v1.13.1
β [26075421] NonlinearSolveSpectralMethods v1.7.1
[d8793406] ObjectFile v0.5.1
[e86c9b32] ObjectiveC v6.0.0
[510215fc] Observables v0.5.5
[6fe1bfb0] OffsetArrays v1.17.0
[52e1d378] OpenEXR v0.3.3
β
[429524aa] Optim v1.13.3
[3bd65402] Optimisers v0.4.7
β [7f7a1694] Optimization v5.4.0
β [3e6eede4] OptimizationBBO v0.4.5
β
[bca83a33] OptimizationBase v4.2.0
β [3aafef2f] OptimizationMetaheuristics v0.3.4
β [e4316d97] OptimizationMultistartOptimization v0.3.3
β [36348300] OptimizationOptimJL v0.4.8
β [42dfb2eb] OptimizationOptimisers v0.3.15
β
[bac558e1] OrderedCollections v1.8.2
β [1dea7af3] OrdinaryDiffEq v6.111.0
β
[89bda076] OrdinaryDiffEqAdamsBashforthMoulton v1.11.0
β
[6ad6398a] OrdinaryDiffEqBDF v1.26.0
β
[bbf590c4] OrdinaryDiffEqCore v3.33.1
β
[50262376] OrdinaryDiffEqDefault v1.14.0
β
[4302a76b] OrdinaryDiffEqDifferentiation v2.9.0
β
[9286f039] OrdinaryDiffEqExplicitRK v1.12.0
β
[e0540318] OrdinaryDiffEqExponentialRK v1.15.0
β
[becaefa8] OrdinaryDiffEqExtrapolation v1.18.0
β
[5960d6e9] OrdinaryDiffEqFIRK v1.26.0
β
[101fe9f7] OrdinaryDiffEqFeagin v1.10.0
β
[d3585ca7] OrdinaryDiffEqFunctionMap v1.11.0
β
[d28bc4f8] OrdinaryDiffEqHighOrderRK v1.12.0
β
[9f002381] OrdinaryDiffEqIMEXMultistep v1.14.0
β
[521117fe] OrdinaryDiffEqLinear v1.12.0
β
[1344f307] OrdinaryDiffEqLowOrderRK v1.13.0
β
[b0944070] OrdinaryDiffEqLowStorageRK v1.15.0
β
[127b3ac7] OrdinaryDiffEqNonlinearSolve v1.28.0
β
[c9986a66] OrdinaryDiffEqNordsieck v1.11.0
β
[5dd0a6cf] OrdinaryDiffEqPDIRK v1.14.0
β
[5b33eab2] OrdinaryDiffEqPRK v1.10.0
β
[04162be5] OrdinaryDiffEqQPRK v1.10.0
β
[af6ede74] OrdinaryDiffEqRKN v1.12.0
β
[43230ef6] OrdinaryDiffEqRosenbrock v1.31.1
β
[2d112036] OrdinaryDiffEqSDIRK v1.14.0
β
[669c94d9] OrdinaryDiffEqSSPRK v1.14.0
β
[e3e12d00] OrdinaryDiffEqStabilizedIRK v1.14.0
β
[358294b1] OrdinaryDiffEqStabilizedRK v1.11.1
β
[fa646aed] OrdinaryDiffEqSymplecticRK v1.13.0
β
[b1df2697] OrdinaryDiffEqTsit5 v1.12.0
β
[79d7bb75] OrdinaryDiffEqVerner v1.14.0
[a7812802] PDEBase v0.1.29
[90014a1f] PDMats v0.11.40
[f57f5aa1] PNGFiles v0.4.5
[19eb6ba3] Packing v0.5.1
[5432bcbf] PaddedViews v0.5.12
[69de0a69] Parsers v2.8.6
[eebad327] PkgVersion v0.3.3
[995b91a9] PlotUtils v1.4.4
[e409e4f3] PoissonRandom v0.4.12
[f517fe37] Polyester v0.7.19
[1d0040c9] PolyesterWeave v0.2.2
[647866c9] PolygonOps v0.1.2
[c74db56a] PolynomialBases v0.4.28
[2dfb63ee] PooledArrays v1.4.3
[85a6dd25] PositiveFactorizations v0.2.4
[d236fae5] PreallocationTools v1.3.0
β
[aea7be01] PrecompileTools v1.2.1
[21216c6a] Preferences v1.5.2
[08abe8d2] PrettyTables v3.4.0
[27ebfcd6] Primes v0.5.7
[33c8b6b6] ProgressLogging v0.1.6
[92933f4c] ProgressMeter v1.11.0
[3349acd9] ProtoBuf v1.3.0
[43287f4e] PtrArrays v1.4.0
[0c0d3e7f] PureKLU v1.1.1
[4b34888f] QOI v1.0.2
[1fd47b50] QuadGK v2.11.3
[8a4e6c94] QuasiMonteCarlo v0.3.8
[74087812] Random123 v1.7.1
[e6cf234a] RandomNumbers v1.6.0
[b3c3ace0] RangeArrays v0.3.2
[c84ed2f1] Ratios v0.4.5
[3c362404] Reactant v0.2.274
[a3311ec8] ReactantCore v0.1.21
[988b38a3] ReadOnlyArrays v0.2.0
[795d4caa] ReadOnlyDicts v1.0.1
[c1ae055f] RealDot v0.1.0
[3cdcf5f2] RecipesBase v1.3.4
β
[731186ca] RecursiveArrayTools v3.54.0
[189a3867] Reexport v1.2.2
[05181044] RelocatableFolders v1.0.1
[ae029012] Requires v1.3.1
[79098fc4] Rmath v0.9.0
[f2b01f46] Roots v3.0.6
[5eaf0fd0] RoundingEmulator v0.2.1
[7e49a35a] RuntimeGeneratedFunctions v0.5.22
β [9dfe8606] SCCNonlinearSolve v1.13.0
[fdea26ae] SIMD v3.7.2
[94e857df] SIMDTypes v0.1.0
[476501e8] SLEEFPirates v0.6.46
β
[0bca4576] SciMLBase v2.155.1
[19f34311] SciMLJacobianOperators v0.1.15
β
[a6db7da4] SciMLLogging v1.10.1
[c0aeaf25] SciMLOperators v1.24.3
[431bcebd] SciMLPublic v1.2.3
[53ae85a6] SciMLStructures v1.10.3
[7e506255] ScopedValues v1.6.2
[6c6a2e73] Scratch v1.3.0
[eb7571c6] SearchSpaces v0.2.0
[91c51154] SentinelArrays v1.4.10
[efcf1570] Setfield v1.1.2
[65257c39] ShaderAbstractions v0.5.0
[73760f76] SignedDistanceFields v0.4.1
β [727e6d20] SimpleNonlinearSolve v2.12.0
[699a6c99] SimpleTraits v0.9.6
[ce78b400] SimpleUnPack v1.1.0
[45858cf5] Sixel v0.1.5
[66db9d55] SnoopPrecompile v1.0.3
[ed01d8cd] Sobol v1.5.0
[a2af1166] SortingAlgorithms v1.2.3
[a57abbd0] SparseColumnPivotedQR v2.1.4
[9f842d2f] SparseConnectivityTracer v1.2.2
[dc90abb0] SparseInverseSubset v0.1.2
[0a514795] SparseMatrixColorings v0.4.27
[d4ead438] SpatialIndexing v0.1.6
[276daf66] SpecialFunctions v2.8.0
[860ef19b] StableRNGs v1.0.4
[cae243ae] StackViews v0.1.2
[0c0c59c1] StarAlgebras v0.3.0
[64909d44] StateSelection v1.11.0
[aedffcd0] Static v1.4.4
[0d7ed370] StaticArrayInterface v1.10.0
[90137ffa] StaticArrays v1.9.18
[1e83bf80] StaticArraysCore v1.4.4
[10745b16] Statistics v1.11.1
[82ae8749] StatsAPI v1.8.0
[2913bbd2] StatsBase v0.34.12
[4c63d2b9] StatsFuns v2.2.0
[7792a7ef] StrideArraysCore v0.5.9
[892a3eda] StringManipulation v0.4.5
[09ab397b] StructArrays v0.7.3
[53d494c1] StructIO v0.3.1
[ec057cc2] StructUtils v2.8.2
[9f78cca6] SummationByPartsOperators v0.5.96
[2efcf032] SymbolicIndexingInterface v0.3.51
[19f23fe9] SymbolicLimits v1.1.4
[d1185830] SymbolicUtils v4.40.2
[0c5d862f] Symbolics v7.32.1
[3783bdb8] TableTraits v1.0.1
[bd369af6] Tables v1.13.0
[ed4db957] TaskLocalValues v0.1.3
[62fd8b95] TensorCore v0.1.1
[8ea1fca8] TermInterface v2.0.0
[5d786b92] TerminalLoggers v0.1.7
[8290d209] ThreadingUtilities v0.5.6
[731e570b] TiffImages v0.11.9
[a759f4b9] TimerOutputs v0.5.29
[e689c965] Tracy v0.1.6
[3bb67fe8] TranscodingStreams v0.11.3
[981d1d27] TriplotBase v0.1.0
[781d530d] TruncatedStacktraces v1.4.0
[c4f8c510] UMAP v0.3.0
[3a884ed6] UnPack v1.0.2
[1cfade01] UnicodeFun v0.4.1
[1986cc42] Unitful v1.28.0
[9602ed7d] Unrolled v0.1.5
[013be700] UnsafeAtomics v0.3.1
[3d5dd08c] VectorizationBase v0.21.74
[d30d5f5c] WeakCacheSets v0.1.0
[ea10d353] WeakRefStrings v1.4.3
[e3aaa7dc] WebP v0.1.3
[d49dbf32] WeightInitializers v1.3.4
[efce3f68] WoodburyMatrices v1.1.0
[76eceee3] WorkerUtilities v1.6.1
[e88e6eb3] Zygote v0.7.11
[700de1a5] ZygoteRules v0.2.7
[182d3088] cuBLAS v6.2.1
[02a925ec] cuDNN v6.2.1
[533571aa] cuFFT v6.2.1
[20fd9a0b] cuRAND v6.2.1
[887afef0] cuSOLVER v6.2.1
[b26da814] cuSPARSE v6.2.1
β
[68821587] Arpack_jll v3.5.2+0
[6e34b625] Bzip2_jll v1.0.9+0
[4e9b3aee] CRlibm_jll v1.0.1+0
[d1e2174e] CUDA_Compiler_jll v0.4.4+1
[4ee394cb] CUDA_Driver_jll v13.3.0+1
[76a88914] CUDA_Runtime_jll v0.23.0+1
[62b44479] CUDNN_jll v9.24.0+0
[83423d85] Cairo_jll v1.18.7+0
[a38c48d9] CoreMath_jll v0.1.0+0
[7bc98958] Cubature_jll v1.0.5+0
[cd4c43a9] Dierckx_jll v0.2.0+0
[5ae413db] EarCut_jll v2.2.4+0
β
[7cc45869] Enzyme_jll v0.0.282+0
[2e619515] Expat_jll v2.8.2+0
[b22a6f82] FFMPEG_jll v8.1.2+0
[f5851436] FFTW_jll v3.3.12+0
[a3f928ae] Fontconfig_jll v2.17.1+0
[d7e528f0] FreeType2_jll v2.14.3+1
[559328eb] FriBidi_jll v1.0.17+0
β
[b0724c58] GettextRuntime_jll v0.22.4+0
[61579ee1] Ghostscript_jll v9.55.1+0
[59f7168a] Giflib_jll v5.2.3+0
[7746bdde] Glib_jll v2.86.3+0
[3b182d85] Graphite2_jll v1.3.16+0
[0234f1f7] HDF5_jll v2.1.2+0
β
[2e76f6c2] HarfBuzz_jll v8.5.1+0
[e33a78d0] Hwloc_jll v2.14.0+0
[905a6f67] Imath_jll v3.2.2+0
[1d5cc7b8] IntelOpenMP_jll v2025.2.0+0
[aacddb02] JpegTurbo_jll v3.2.0+0
[9c1d0b0a] JuliaNVTXCallbacks_jll v0.2.1+0
[c1c5ebd0] LAME_jll v3.100.3+0
[88015f11] LERC_jll v4.1.0+0
[f52de702] LLVMDowngrader_jll v0.8.1+0
[dad2f222] LLVMExtra_jll v0.0.43+1
β
[1d63c593] LLVMOpenMP_jll v18.1.8+0
[ad6e5548] LibTracyClient_jll v0.13.1+0
β
[e9f186c6] Libffi_jll v3.4.7+0
[7e76a0d4] Libglvnd_jll v1.7.1+1
[94ce4f54] Libiconv_jll v1.18.0+0
[4b2f31a3] Libmount_jll v2.42.0+0
[89763e89] Libtiff_jll v4.7.3+0
[38a345b3] Libuuid_jll v2.42.0+0
[856f044c] MKL_jll v2025.2.0+0
[b5ada748] MPIABI_jll v0.1.5+0
[7cb0a576] MPICH_jll v5.0.1+0
[f1f71cc9] MPItrampoline_jll v5.5.6+0
[9237b28f] MicrosoftMPI_jll v10.1.4+3
[ef6e0fe3] NVPTX_LLVM_Backend_jll v22.1.7+1
[e98f9f5b] NVTX_jll v3.2.2+0
[e7412a2a] Ogg_jll v1.3.6+0
[6cdc7f73] OpenBLASConsistentFPCSR_jll v0.3.33+1
[18a262bb] OpenEXR_jll v3.4.13+0
[fe0851c0] OpenMPI_jll v5.0.11+0
[458c3c95] OpenSSL_jll v3.5.7+0
[efe28fd5] OpenSpecFun_jll v0.5.6+0
[91d4177d] Opus_jll v1.6.1+0
[36c8627f] Pango_jll v1.57.1+0
[30392449] Pixman_jll v0.46.4+0
[0192cb87] Reactant_jll v0.0.395+0
[f50d1b31] Rmath_jll v0.5.1+0
β
[02c8fc9c] XML2_jll v2.13.9+0
[ffd25f8a] XZ_jll v5.8.3+0
[4f6342f7] Xorg_libX11_jll v1.8.13+0
[0c0b7dd1] Xorg_libXau_jll v1.0.13+0
[a3789734] Xorg_libXdmcp_jll v1.1.6+0
[1082639a] Xorg_libXext_jll v1.3.8+0
[d091e8ba] Xorg_libXfixes_jll v6.0.2+0
[ea2f1a96] Xorg_libXrender_jll v0.9.12+0
[a65dc6b1] Xorg_libpciaccess_jll v0.19.0+0
[c7cfdc94] Xorg_libxcb_jll v1.17.1+0
[c5fb5394] Xorg_xtrans_jll v1.6.0+0
[3161d3a3] Zstd_jll v1.5.7+1
β
[2b3700d1] aws_c_auth_jll v0.9.6+0
[70f11efc] aws_c_cal_jll v0.9.13+0
[73048d1d] aws_c_common_jll v0.12.6+0
[73a04cd5] aws_c_compression_jll v0.3.2+0
[3254fc65] aws_c_http_jll v0.10.13+0
[13c41daa] aws_c_io_jll v0.26.3+0
β
[bd1f34fb] aws_c_s3_jll v0.11.5+0
[1282aa60] aws_c_sdkutils_jll v0.2.4+1
[b2a88e68] aws_checksums_jll v0.2.10+0
[1e29f10c] demumble_jll v1.3.0+0
[c4b69c83] dlfcn_win32_jll v1.4.2+0
[9a68df92] isoband_jll v0.2.3+0
[477f73a3] libaec_jll v1.1.7+0
[a4ae2306] libaom_jll v3.13.3+0
[0ac62f75] libass_jll v0.17.4+0
[8e53e030] libdrm_jll v2.4.125+1
[f638f0a6] libfdk_aac_jll v2.0.4+0
[b53b4c65] libpng_jll v1.6.58+0
[075b6546] libsixel_jll v1.10.5+0
[9a156e7d] libva_jll v2.23.0+0
[f27f6e37] libvorbis_jll v1.3.8+0
[c5f90fcd] libwebp_jll v1.6.0+0
[9aeb927a] mpif_jll v0.1.7+0
[1317d2d5] oneTBB_jll v2022.3.0+0
[cddc5d3d] s2n_tls_jll v1.7.3+0
β
[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 v0.8.1+4
[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
- Output of
versioninfo()
Julia Version 1.11.4
Commit 8561cc3d68d (2025-03-10 11:36 UTC)
Build Info:
Official https://julialang.org/ release
Platform Info:
OS: macOS (arm64-apple-darwin24.0.0)
CPU: 8 Γ Apple M1 Pro
WORD_SIZE: 64
LLVM: libLLVM-16.0.6 (ORCJIT, apple-m1)
Threads: 1 default, 0 interactive, 1 GC (on 6 virtual cores)
Additional context
Add any other context about the problem here.
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up β it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Start with the linked FNO tutorial and the supplied Julia MRE using Metal and Zygote; inspect the plan_rfft stacktrace in AbstractFFTs. Reproduce the StackOverflowError and confirm completion when the tutorial training run executes without it.
Written by the indexing model from the issue text.
Assessment
- Domain
- machine-learning
- Issue type
- Bug
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Activity status
- Quiet
- Clarity
- Needs clarification
- Newbie friendliness
- 35/100