Package evaluation of MLJFlux on Julia 1.11.5 (32ac370b68*) started at 2025-06-29T19:05:06.719


################################################################################
# Set-up
#

Installing PkgEval dependencies (TestEnv)...

Set-up completed after 8.51s


################################################################################
# Installation
#

Installing MLJFlux...
   Resolving package versions...
   Installed MLJFlux ─ v0.6.6
    Updating `~/.julia/environments/v1.11/Project.toml`
  [094fc8d1] + MLJFlux v0.6.6
    Updating `~/.julia/environments/v1.11/Manifest.toml`
  [621f4979] + AbstractFFTs v1.5.0
  [7d9f7c33] + Accessors v0.1.42
  [79e6a3ab] + Adapt v4.3.0
  [66dad0bd] + AliasTables v1.1.3
  [dce04be8] + ArgCheck v2.5.0
  [a9b6321e] + Atomix v1.1.1
  [fbb218c0] + BSON v0.3.9
  [198e06fe] + BangBang v0.4.4
  [9718e550] + Baselet v0.1.1
  [324d7699] + CategoricalArrays v0.10.8
  [082447d4] + ChainRules v1.72.5
  [d360d2e6] + ChainRulesCore v1.25.2
  [3da002f7] + ColorTypes v0.12.1
  [bbf7d656] + CommonSubexpressions v0.3.1
  [34da2185] + Compat v4.16.0
  [a33af91c] + CompositionsBase v0.1.2
  [ed09eef8] + ComputationalResources v0.3.2
  [187b0558] + ConstructionBase v1.6.0
  [6add18c4] + ContextVariablesX v0.1.3
  [9a962f9c] + DataAPI v1.16.0
  [864edb3b] + DataStructures v0.18.22
  [e2d170a0] + DataValueInterfaces v1.0.0
  [244e2a9f] + DefineSingletons v0.1.2
  [8bb1440f] + DelimitedFiles v1.9.1
  [163ba53b] + DiffResults v1.1.0
  [b552c78f] + DiffRules v1.15.1
  [ffbed154] + DocStringExtensions v0.9.5
  [f151be2c] + EnzymeCore v0.8.12
  [cc61a311] + FLoops v0.2.2
  [b9860ae5] + FLoopsBase v0.1.1
  [5789e2e9] + FileIO v1.17.0
  [1a297f60] + FillArrays v1.13.0
  [53c48c17] + FixedPointNumbers v0.8.5
  [587475ba] + Flux v0.16.4
  [f6369f11] + ForwardDiff v1.0.1
  [d9f16b24] + Functors v0.5.2
  [46192b85] + GPUArraysCore v0.2.0
  [076d061b] + HashArrayMappedTries v0.2.0
  [7869d1d1] + IRTools v0.4.15
  [22cec73e] + InitialValues v0.3.1
  [3587e190] + InverseFunctions v0.1.17
  [92d709cd] + IrrationalConstants v0.2.4
  [82899510] + IteratorInterfaceExtensions v1.0.0
  [033835bb] + JLD2 v0.5.15
  [692b3bcd] + JLLWrappers v1.7.0
  [b14d175d] + JuliaVariables v0.2.4
  [63c18a36] + KernelAbstractions v0.9.35
  [2ab3a3ac] + LogExpFunctions v0.3.29
  [c2834f40] + MLCore v1.0.0
  [7e8f7934] + MLDataDevices v1.10.0
  [094fc8d1] + MLJFlux v0.6.6
  [e80e1ace] + MLJModelInterface v1.11.1
  [d8e11817] + MLStyle v0.4.17
  [f1d291b0] + MLUtils v0.4.8
  [1914dd2f] + MacroTools v0.5.16
  [dbeba491] + Metalhead v0.9.5
  [128add7d] + MicroCollections v0.2.0
  [e1d29d7a] + Missings v1.2.0
  [872c559c] + NNlib v0.9.30
  [77ba4419] + NaNMath v1.1.3
  [71a1bf82] + NameResolution v0.1.5
  [0b1bfda6] + OneHotArrays v0.2.10
  [3bd65402] + Optimisers v0.4.6
  [bac558e1] + OrderedCollections v1.8.1
  [570af359] + PartialFunctions v1.2.1
⌅ [aea7be01] + PrecompileTools v1.2.1
  [21216c6a] + Preferences v1.4.3
  [8162dcfd] + PrettyPrint v0.2.0
  [33c8b6b6] + ProgressLogging v0.1.5
  [92933f4c] + ProgressMeter v1.10.4
  [43287f4e] + PtrArrays v1.3.0
  [c1ae055f] + RealDot v0.1.0
  [189a3867] + Reexport v1.2.2
  [ae029012] + Requires v1.3.1
  [30f210dd] + ScientificTypesBase v3.0.0
  [7e506255] + ScopedValues v1.3.0
  [efcf1570] + Setfield v1.1.2
  [605ecd9f] + ShowCases v0.1.0
  [699a6c99] + SimpleTraits v0.9.4
  [a2af1166] + SortingAlgorithms v1.2.1
  [dc90abb0] + SparseInverseSubset v0.1.2
  [276daf66] + SpecialFunctions v2.5.1
  [171d559e] + SplittablesBase v0.1.15
  [90137ffa] + StaticArrays v1.9.13
  [1e83bf80] + StaticArraysCore v1.4.3
  [64bff920] + StatisticalTraits v3.4.0
  [10745b16] + Statistics v1.11.1
  [82ae8749] + StatsAPI v1.7.1
  [2913bbd2] + StatsBase v0.34.5
  [09ab397b] + StructArrays v0.7.1
  [3783bdb8] + TableTraits v1.0.1
  [bd369af6] + Tables v1.12.1
  [3bb67fe8] + TranscodingStreams v0.11.3
  [28d57a85] + Transducers v0.4.84
  [013be700] + UnsafeAtomics v0.3.0
  [e88e6eb3] + Zygote v0.7.10
  [700de1a5] + ZygoteRules v0.2.7
  [efe28fd5] + OpenSpecFun_jll v0.5.6+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
  [a63ad114] + Mmap 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
        Info Packages marked with ⌅ have new versions available but compatibility constraints restrict them from upgrading. To see why use `status --outdated -m`

Installation completed after 7.61s


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# Precompilation
#

Precompiling PkgEval dependencies...

Precompiling package dependencies...

Precompilation completed after 114.12s


################################################################################
# Testing
#

     Testing MLJFlux
      Status `/tmp/jl_guU8B4/Project.toml`
  [052768ef] CUDA v5.8.2
  [324d7699] CategoricalArrays v0.10.8
  [3da002f7] ColorTypes v0.12.1
  [ed09eef8] ComputationalResources v0.3.2
  [587475ba] Flux v0.16.4
⌃ [a7f614a8] MLJBase v1.7.0
  [094fc8d1] MLJFlux v0.6.6
  [e80e1ace] MLJModelInterface v1.11.1
  [dbeba491] Metalhead v0.9.5
  [3bd65402] Optimisers v0.4.6
  [92933f4c] ProgressMeter v1.10.4
  [860ef19b] StableRNGs v1.0.3
⌅ [a19d573c] StatisticalMeasures v0.1.7
  [10745b16] Statistics v1.11.1
  [2913bbd2] StatsBase v0.34.5
  [bd369af6] Tables v1.12.1
  [02a925ec] cuDNN v1.4.3
  [37e2e46d] LinearAlgebra v1.11.0
  [56ddb016] Logging v1.11.0
  [9a3f8284] Random v1.11.0
  [8dfed614] Test v1.11.0
      Status `/tmp/jl_guU8B4/Manifest.toml`
  [621f4979] AbstractFFTs v1.5.0
  [7d9f7c33] Accessors v0.1.42
  [79e6a3ab] Adapt v4.3.0
  [66dad0bd] AliasTables v1.1.3
  [dce04be8] ArgCheck v2.5.0
  [a9b6321e] Atomix v1.1.1
  [ab4f0b2a] BFloat16s v0.5.1
  [fbb218c0] BSON v0.3.9
  [198e06fe] BangBang v0.4.4
  [9718e550] Baselet v0.1.1
  [fa961155] CEnum v0.5.0
  [052768ef] CUDA v5.8.2
  [1af6417a] CUDA_Runtime_Discovery v0.3.5
  [324d7699] CategoricalArrays v0.10.8
  [af321ab8] CategoricalDistributions v0.1.15
  [082447d4] ChainRules v1.72.5
  [d360d2e6] ChainRulesCore v1.25.2
  [3da002f7] ColorTypes v0.12.1
  [5ae59095] Colors v0.13.1
  [bbf7d656] CommonSubexpressions v0.3.1
  [34da2185] Compat v4.16.0
  [a33af91c] CompositionsBase v0.1.2
  [ed09eef8] ComputationalResources v0.3.2
  [187b0558] ConstructionBase v1.6.0
  [6add18c4] ContextVariablesX v0.1.3
  [a8cc5b0e] Crayons v4.1.1
  [9a962f9c] DataAPI v1.16.0
  [a93c6f00] DataFrames v1.7.0
  [864edb3b] DataStructures v0.18.22
  [e2d170a0] DataValueInterfaces v1.0.0
  [244e2a9f] DefineSingletons v0.1.2
  [8bb1440f] DelimitedFiles v1.9.1
  [163ba53b] DiffResults v1.1.0
  [b552c78f] DiffRules v1.15.1
  [31c24e10] Distributions v0.25.120
  [ffbed154] DocStringExtensions v0.9.5
  [f151be2c] EnzymeCore v0.8.12
  [e2ba6199] ExprTools v0.1.10
  [cc61a311] FLoops v0.2.2
  [b9860ae5] FLoopsBase v0.1.1
  [5789e2e9] FileIO v1.17.0
  [1a297f60] FillArrays v1.13.0
  [53c48c17] FixedPointNumbers v0.8.5
  [587475ba] Flux v0.16.4
  [f6369f11] ForwardDiff v1.0.1
  [d9f16b24] Functors v0.5.2
  [0c68f7d7] GPUArrays v11.2.3
  [46192b85] GPUArraysCore v0.2.0
  [61eb1bfa] GPUCompiler v1.5.3
  [096a3bc2] GPUToolbox v0.2.0
  [076d061b] HashArrayMappedTries v0.2.0
  [34004b35] HypergeometricFunctions v0.3.28
  [7869d1d1] IRTools v0.4.15
  [22cec73e] InitialValues v0.3.1
  [842dd82b] InlineStrings v1.4.4
  [3587e190] InverseFunctions v0.1.17
  [41ab1584] InvertedIndices v1.3.1
  [92d709cd] IrrationalConstants v0.2.4
  [82899510] IteratorInterfaceExtensions v1.0.0
  [033835bb] JLD2 v0.5.15
  [692b3bcd] JLLWrappers v1.7.0
  [b14d175d] JuliaVariables v0.2.4
  [63c18a36] KernelAbstractions v0.9.35
  [929cbde3] LLVM v9.4.2
  [8b046642] LLVMLoopInfo v1.0.0
  [b964fa9f] LaTeXStrings v1.4.0
⌅ [92ad9a40] LearnAPI v0.1.0
  [2ab3a3ac] LogExpFunctions v0.3.29
  [c2834f40] MLCore v1.0.0
  [7e8f7934] MLDataDevices v1.10.0
⌃ [a7f614a8] MLJBase v1.7.0
  [094fc8d1] MLJFlux v0.6.6
  [e80e1ace] MLJModelInterface v1.11.1
  [d8e11817] MLStyle v0.4.17
  [f1d291b0] MLUtils v0.4.8
  [1914dd2f] MacroTools v0.5.16
  [dbeba491] Metalhead v0.9.5
  [128add7d] MicroCollections v0.2.0
  [e1d29d7a] Missings v1.2.0
  [872c559c] NNlib v0.9.30
  [5da4648a] NVTX v1.0.0
  [77ba4419] NaNMath v1.1.3
  [71a1bf82] NameResolution v0.1.5
  [0b1bfda6] OneHotArrays v0.2.10
  [3bd65402] Optimisers v0.4.6
  [bac558e1] OrderedCollections v1.8.1
  [90014a1f] PDMats v0.11.35
  [d96e819e] Parameters v0.12.3
  [570af359] PartialFunctions v1.2.1
  [2dfb63ee] PooledArrays v1.4.3
⌅ [aea7be01] PrecompileTools v1.2.1
  [21216c6a] Preferences v1.4.3
  [8162dcfd] PrettyPrint v0.2.0
  [08abe8d2] PrettyTables v2.4.0
  [33c8b6b6] ProgressLogging v0.1.5
  [92933f4c] ProgressMeter v1.10.4
  [43287f4e] PtrArrays v1.3.0
  [1fd47b50] QuadGK v2.11.2
  [74087812] Random123 v1.7.1
  [e6cf234a] RandomNumbers v1.6.0
  [c1ae055f] RealDot v0.1.0
  [3cdcf5f2] RecipesBase v1.3.4
  [189a3867] Reexport v1.2.2
  [ae029012] Requires v1.3.1
  [79098fc4] Rmath v0.8.0
  [321657f4] ScientificTypes v3.1.0
  [30f210dd] ScientificTypesBase v3.0.0
  [7e506255] ScopedValues v1.3.0
  [6c6a2e73] Scratch v1.3.0
  [91c51154] SentinelArrays v1.4.8
  [efcf1570] Setfield v1.1.2
  [605ecd9f] ShowCases v0.1.0
  [699a6c99] SimpleTraits v0.9.4
  [a2af1166] SortingAlgorithms v1.2.1
  [dc90abb0] SparseInverseSubset v0.1.2
  [276daf66] SpecialFunctions v2.5.1
  [171d559e] SplittablesBase v0.1.15
  [860ef19b] StableRNGs v1.0.3
  [90137ffa] StaticArrays v1.9.13
  [1e83bf80] StaticArraysCore v1.4.3
⌅ [a19d573c] StatisticalMeasures v0.1.7
  [c062fc1d] StatisticalMeasuresBase v0.1.2
  [64bff920] StatisticalTraits v3.4.0
  [10745b16] Statistics v1.11.1
  [82ae8749] StatsAPI v1.7.1
  [2913bbd2] StatsBase v0.34.5
  [4c63d2b9] StatsFuns v1.5.0
  [892a3eda] StringManipulation v0.4.1
  [09ab397b] StructArrays v0.7.1
  [3783bdb8] TableTraits v1.0.1
  [bd369af6] Tables v1.12.1
  [e689c965] Tracy v0.1.4
  [3bb67fe8] TranscodingStreams v0.11.3
  [28d57a85] Transducers v0.4.84
  [3a884ed6] UnPack v1.0.2
  [013be700] UnsafeAtomics v0.3.0
  [e88e6eb3] Zygote v0.7.10
  [700de1a5] ZygoteRules v0.2.7
  [02a925ec] cuDNN v1.4.3
⌅ [4ee394cb] CUDA_Driver_jll v0.13.1+0
⌅ [76a88914] CUDA_Runtime_jll v0.17.1+0
  [62b44479] CUDNN_jll v9.10.0+0
  [9c1d0b0a] JuliaNVTXCallbacks_jll v0.2.1+0
  [dad2f222] LLVMExtra_jll v0.0.37+2
  [ad6e5548] LibTracyClient_jll v0.9.1+6
  [e98f9f5b] NVTX_jll v3.2.1+0
  [efe28fd5] OpenSpecFun_jll v0.5.6+0
  [f50d1b31] Rmath_jll v0.5.1+0
  [1e29f10c] demumble_jll v1.3.0+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
  [a63ad114] Mmap 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
        Info Packages marked with ⌃ and ⌅ have new versions available. Those with ⌃ may be upgradable, but those with ⌅ are restricted by compatibility constraints from upgrading.
     Testing Running tests...
Precompiling MLJFlux...
   3073.7 ms  ✓ PartialFunctions
   1619.6 ms  ✓ MLDataDevices
  11879.7 ms  ✓ ChainRules
   1540.9 ms  ✓ StructArrays → StructArraysStaticArraysExt
  54117.8 ms  ✓ JLD2
   6881.2 ms  ✓ ForwardDiff
   2167.0 ms  ✓ StructArrays → StructArraysGPUArraysCoreExt
   2360.8 ms  ✓ NNlib → NNlibEnzymeCoreExt
   2843.4 ms  ✓ OneHotArrays
   1457.0 ms  ✓ MLDataDevices → MLDataDevicesChainRulesCoreExt
    912.2 ms  ✓ MLDataDevices → MLDataDevicesFillArraysExt
   1242.5 ms  ✓ MLDataDevices → MLDataDevicesSparseArraysExt
   4571.8 ms  ✓ MLDataDevices → MLDataDevicesMLUtilsExt
   1926.8 ms  ✓ MLDataDevices → MLDataDevicesChainRulesExt
   2250.0 ms  ✓ ForwardDiff → ForwardDiffStaticArraysExt
   2697.2 ms  ✓ NNlib → NNlibForwardDiffExt
  63569.2 ms  ✓ Zygote
   2146.3 ms  ✓ MLDataDevices → MLDataDevicesOneHotArraysExt
   5186.1 ms  ✓ MLDataDevices → MLDataDevicesZygoteExt
  25269.2 ms  ✓ Flux
  20549.4 ms  ✓ Metalhead
  25860.0 ms  ✓ MLJFlux
  22 dependencies successfully precompiled in 247 seconds. 165 already precompiled.
Precompiling UnPackExt...
   4624.3 ms  ✓ JLD2 → UnPackExt
  1 dependency successfully precompiled in 5 seconds. 35 already precompiled.
Precompiling CUDA...
   2653.6 ms  ✓ NVTX
  12357.0 ms  ✓ GPUArrays
 117036.4 ms  ✓ CUDA
  23199.1 ms  ✓ Atomix → AtomixCUDAExt
  4 dependencies successfully precompiled in 158 seconds. 96 already precompiled.
Precompiling MLDataDevicesGPUArraysExt...
   6481.2 ms  ✓ MLDataDevices → MLDataDevicesGPUArraysExt
  1 dependency successfully precompiled in 7 seconds. 57 already precompiled.
Precompiling ZygoteColorsExt...
   6864.9 ms  ✓ Zygote → ZygoteColorsExt
  1 dependency successfully precompiled in 8 seconds. 69 already precompiled.
Precompiling NNlibCUDAExt...
  27093.8 ms  ✓ CUDA → ChainRulesCoreExt
  28210.8 ms  ✓ NNlib → NNlibCUDAExt
  2 dependencies successfully precompiled in 58 seconds. 105 already precompiled.
Precompiling MLDataDevicesCUDAExt...
  25624.4 ms  ✓ MLDataDevices → MLDataDevicesCUDAExt
  1 dependency successfully precompiled in 30 seconds. 107 already precompiled.
Precompiling cuDNN...
   5687.3 ms  ✓ CUDNN_jll
  32795.5 ms  ✓ cuDNN
  2 dependencies successfully precompiled in 41 seconds. 100 already precompiled.
Precompiling NNlibCUDACUDNNExt...
  30484.0 ms  ✓ NNlib → NNlibCUDACUDNNExt
  1 dependency successfully precompiled in 33 seconds. 109 already precompiled.
Precompiling MLDataDevicescuDNNExt...
  30912.0 ms  ✓ MLDataDevices → MLDataDevicescuDNNExt
  1 dependency successfully precompiled in 36 seconds. 110 already precompiled.
Precompiling FluxCUDAcuDNNExt...
  25339.6 ms  ✓ CUDA → SpecialFunctionsExt
  27652.3 ms  ✓ CUDA → EnzymeCoreExt
  41020.5 ms  ✓ Flux → FluxCUDAcuDNNExt
  3 dependencies successfully precompiled in 99 seconds. 217 already precompiled.
Precompiling MetalheadCUDAExt...
  43802.5 ms  ✓ Metalhead → MetalheadCUDAExt
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┌ Warning: No functional GPU backend found! Defaulting to CPU.
│ 
│ 1. If no GPU is available, nothing needs to be done. Set `MLDATADEVICES_SILENCE_WARN_NO_GPU=1` to silence this warning.
│ 2. If GPU is available, load the corresponding trigger package.
│     a. `CUDA.jl` and `cuDNN.jl` (or just `LuxCUDA.jl`) for  NVIDIA CUDA Support.
│     b. `AMDGPU.jl` for AMD GPU ROCM Support.
│     c. `Metal.jl` for Apple Metal GPU Support. (Experimental)
│     d. `oneAPI.jl` for Intel oneAPI GPU Support. (Experimental)
└ @ MLDataDevices.Internal ~/.julia/packages/MLDataDevices/gyWcF/src/internal.jl:112
┌ Info: MLJFlux supports these computational resources:
└ Any[CPU1{Nothing}(nothing), CUDALibs{Nothing}(nothing)]
┌ Info: Current test run to exclude resources with these types, as unavailable:
│ Any[CUDALibs]
└ Excluded tests marked as "broken".
[ Info: MLJFlux: converting input data to Float32

[ Info: train and dropout:
[ Info: acceleration = CPU1{Nothing}(nothing)

[ Info: acceleration = CUDALibs{Nothing}(nothing)
Test Summary: | Pass  Broken  Total     Time
core          |   20       1     21  3m49.9s

[ Info: issue #152:
[ Info: acceleration = CPU1{Nothing}(nothing)
[ Info: acceleration = CUDALibs{Nothing}(nothing)

[ Info: Short:
[ Info: acceleration = CPU1{Nothing}(nothing)
[ Info: acceleration = CUDALibs{Nothing}(nothing)

[ Info: @builder:
[ Info: acceleration = CPU1{Nothing}(nothing)
[ Info: acceleration = CUDALibs{Nothing}(nothing)

[ Info: MLP:
[ Info: acceleration = CPU1{Nothing}(nothing)
[ Info: acceleration = CUDALibs{Nothing}(nothing)
Test Summary: | Pass  Broken  Total     Time
builders      |   10       4     14  1m59.1s
Test Summary: | Pass  Total  Time
metalhead     |    8      8  1.2s

[ Info: get no-op behaviour when categoricals absent:
[ Info: acceleration = CPU1{Nothing}(nothing)
[ Info: acceleration = CUDALibs{Nothing}(nothing)

[ Info: transform works properly:
[ Info: acceleration = CPU1{Nothing}(nothing)
[ Info: acceleration = CUDALibs{Nothing}(nothing)

[ Info: fit, refit and predict work tests:
[ Info: acceleration = CPU1{Nothing}(nothing)
[ Info: acceleration = CUDALibs{Nothing}(nothing)
Test Summary:       | Pass  Broken  Total     Time
mlj_model_interface |   58       3     61  4m24.6s

[ Info: NeuralNetworkRegressor:
[ Info: acceleration = CPU1{Nothing}(nothing)
 11.314911 seconds (6.19 M allocations: 366.437 MiB, 1.30% gc time, 89.21% compilation time)
[ Info: acceleration = CUDALibs{Nothing}(nothing)

[ Info: MultitargetNeuralNetworkRegressor:
[ Info: acceleration = CPU1{Nothing}(nothing)
  2.952507 seconds (2.72 M allocations: 196.108 MiB, 3.10% gc time, 58.89% compilation time)
[ Info: acceleration = CUDALibs{Nothing}(nothing)
Test Summary: | Pass  Broken  Total     Time
regressor     |   46       2     48  1m23.9s

[ Info: NeuralNetworkClassifier:
[ Info: acceleration = CPU1{Nothing}(nothing)
  4.389443 seconds (2.61 M allocations: 188.163 MiB, 3.15% gc time, 74.53% compilation time)
[ Info: Training machine(NeuralNetworkClassifier(builder = MLP(hidden = (8,), …), …), …).

Optimising neural net:  67%[================>        ]  ETA: 0:00:00
Optimising neural net: 100%[=========================] Time: 0:00:02
[ Info: Training machine(NeuralNetworkClassifier(builder = MLP(hidden = (8,), …), …), …).

Optimising neural net:  50%[============>            ]  ETA: 0:00:00
Optimising neural net:  75%[==================>      ]  ETA: 0:00:00
Optimising neural net: 100%[=========================] Time: 0:00:00
[ Info: acceleration = CUDALibs{Nothing}(nothing)
losses for each resource: Any[0.033519536f0]

[ Info: NeuralNetworkBinaryClassifier:
[ Info: acceleration = CPU1{Nothing}(nothing)
  7.903393 seconds (5.78 M allocations: 297.040 MiB, 1.53% gc time, 97.85% compilation time)
[ Info: acceleration = CUDALibs{Nothing}(nothing)
Test Summary: | Pass  Broken  Total     Time
classifier    |   48       2     50  2m22.7s

[ Info: ImageClassifier basic tests:
[ Info: acceleration = CPU1{Nothing}(nothing)
  0.099808 seconds (168.35 k allocations: 20.964 MiB)
[ Info: acceleration = CUDALibs{Nothing}(nothing)
[ Info: Losses for each computational resource: Any[0.003449572f0]

[ Info: ColorImages:
[ Info: acceleration = CPU1{Nothing}(nothing)
  0.221667 seconds (339.45 k allocations: 42.669 MiB, 19.78% gc time)
[ Info: acceleration = CUDALibs{Nothing}(nothing)
[ Info: Losses for each computational resource: Any[0.09690239f0]

[ Info: ImageClassifier basic tests:
[ Info: acceleration = CPU1{Nothing}(nothing)
[ Info: acceleration = CUDALibs{Nothing}(nothing)
Test Summary: | Pass  Broken  Total     Time
image         |   20       3     23  8m09.2s

[ Info: regularization has an effect:
[ Info: acceleration = CPU1{Nothing}(nothing)
[ Info: acceleration = CUDALibs{Nothing}(nothing)
Test Summary: | Pass  Broken  Total     Time
integration   |    3       1      4  1m09.4s
WARNING: Method definition (::Type{Main.ObviousNetwork})(Any, Any, Any) in module Main at /home/pkgeval/.julia/packages/MLJFlux/5eWpt/test/entity_embedding.jl:97 overwritten on the same line (check for duplicate calls to `include`).
WARNING: Method definition (::Main.ObviousNetwork)(Any, Any, Any, Any) in module Main at /home/pkgeval/.julia/packages/MLJFlux/5eWpt/test/entity_embedding.jl:102 overwritten on the same line (check for duplicate calls to `include`).
WARNING: Method definition show(IO, Base.Multimedia.MIME{:var"text/plain"}, Main.ObviousNetwork) in module Main at /home/pkgeval/.julia/packages/Flux/9PibT/src/layers/show.jl:7 overwritten on the same line (check for duplicate calls to `include`).
WARNING: Method definition _show_children(Main.ObviousNetwork) in module Main at /home/pkgeval/.julia/packages/Flux/9PibT/src/layers/show.jl:18 overwritten on the same line (check for duplicate calls to `include`).
WARNING: Method definition adapt_structure(Any, Main.ObviousNetwork) in module Main at /home/pkgeval/.julia/packages/Flux/9PibT/src/layers/macro.jl:102 overwritten on the same line (check for duplicate calls to `include`).
WARNING: Method definition (::Type{EnzymeCore.Duplicated{T} where T})(Main.ObviousNetwork) in module Main at /home/pkgeval/.julia/packages/Flux/9PibT/src/layers/macro.jl:128 overwritten on the same line (check for duplicate calls to `include`).
WARNING: Method definition (::EnzymeCore.Duplicated{var"#s1509"<:Main.ObviousNetwork})(Any...) in module Main at /home/pkgeval/.julia/packages/Flux/9PibT/src/layers/macro.jl:131 overwritten on the same line (check for duplicate calls to `include`).
WARNING: Method definition trainable(EnzymeCore.Duplicated{var"#s1508"} where var"#s1508"<:Main.ObviousNetwork) in module Main at /home/pkgeval/.julia/packages/Flux/9PibT/src/layers/macro.jl:139 overwritten on the same line (check for duplicate calls to `include`).
WARNING: Method definition show(IO, Base.Multimedia.MIME{:var"text/plain"}, EnzymeCore.Duplicated{var"#s1507"} where var"#s1507"<:Main.ObviousNetwork) in module Main at /home/pkgeval/.julia/packages/Flux/9PibT/src/layers/show.jl:7 overwritten on the same line (check for duplicate calls to `include`).
WARNING: Method definition _show_children(EnzymeCore.Duplicated{var"#s1506"} where var"#s1506"<:Main.ObviousNetwork) in module Main at /home/pkgeval/.julia/packages/Flux/9PibT/src/layers/show.jl:18 overwritten on the same line (check for duplicate calls to `include`).

[ Info: embedding_matrices work as well as the light wrapper:
[ Info: acceleration = CPU1{Nothing}(nothing)
[ Info: acceleration = CUDALibs{Nothing}(nothing)
Test Summary:    | Pass  Broken  Total     Time
entity embedding |  134       1    135  2m44.7s
     Testing MLJFlux tests passed 

Testing completed after 2400.3s

PkgEval succeeded after 2564.04s