Package evaluation of BetaML on Julia 1.11.5 (760b2e5b739) started at 2025-05-30T11:59:57.026 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Set-up completed after 5.37s ################################################################################ # Installation # Installing BetaML... Resolving package versions... Installed ScientificTypesBase ────────────── v3.0.0 Installed IrrationalConstants ────────────── v0.2.4 Installed IRTools ────────────────────────── v0.4.14 Installed DiffRules ──────────────────────── v1.15.1 Installed Adapt ──────────────────────────── v4.3.0 Installed BitTwiddlingConvenienceFunctions ─ v0.1.6 Installed OffsetArrays ───────────────────── v1.17.0 Installed JLD2 ───────────────────────────── v0.5.13 Installed GPUArraysCore ──────────────────── v0.2.0 Installed RealDot ────────────────────────── v0.1.0 Installed SIMDTypes ──────────────────────── v0.1.0 Installed StableRNGs ─────────────────────── v1.0.3 Installed Rmath ──────────────────────────── v0.8.0 Installed HypergeometricFunctions ────────── v0.3.28 Installed VectorizationBase ──────────────── v0.21.71 Installed MLJModelInterface ──────────────── v1.11.1 Installed CpuId ──────────────────────────── v0.3.1 Installed PtrArrays ──────────────────────── v1.3.0 Installed TableTraits ────────────────────── v1.0.1 Installed StatsFuns ──────────────────────── v1.5.0 Installed Preferences ────────────────────── v1.4.3 Installed LayoutPointers ─────────────────── v0.1.17 Installed DiffResults ────────────────────── v1.1.0 Installed StatisticalTraits ──────────────── v3.4.0 Installed IfElse ─────────────────────────── v0.1.1 Installed CPUSummary ─────────────────────── v0.2.6 Installed Tables ─────────────────────────── v1.12.0 Installed SpecialFunctions ───────────────── v2.5.1 Installed BetaML ─────────────────────────── v0.12.2 Installed PDMats ─────────────────────────── v0.11.35 Installed DataAPI ────────────────────────── v1.16.0 Installed JLLWrappers ────────────────────── v1.7.0 Installed AbstractFFTs ───────────────────── v1.5.0 Installed StaticArrays ───────────────────── v1.9.13 Installed Zygote ─────────────────────────── v0.7.7 Installed LoopVectorization ──────────────── v0.12.172 Installed NaNMath ────────────────────────── v1.1.3 Installed ProgressMeter ──────────────────── v1.10.4 Installed IteratorInterfaceExtensions ────── v1.0.0 Installed StaticArraysCore ───────────────── v1.4.3 Installed ConstructionBase ───────────────── v1.5.8 Installed PrecompileTools ────────────────── v1.2.1 Installed StructArrays ───────────────────── v0.7.1 Installed HostCPUFeatures ────────────────── v0.1.17 Installed DataValueInterfaces ────────────── v1.0.0 Installed OrderedCollections ─────────────── v1.8.1 Installed AbstractTrees ──────────────────── v0.4.5 Installed TranscodingStreams ─────────────── v0.11.3 Installed ChainRulesCore ─────────────────── v1.25.1 Installed ThreadingUtilities ─────────────── v0.5.4 Installed Combinatorics ──────────────────── v1.0.3 Installed DelimitedFiles ─────────────────── v1.9.1 Installed ArrayInterface ─────────────────── v7.19.0 Installed ManualMemory ───────────────────── v0.1.8 Installed FileIO ─────────────────────────── v1.17.0 Installed PolyesterWeave ─────────────────── v0.2.2 Installed CategoricalArrays ──────────────── v0.10.8 Installed QuadGK ─────────────────────────── v2.11.2 Installed FillArrays ─────────────────────── v1.13.0 Installed ForwardDiff ────────────────────── v1.0.1 Installed ForceImport ────────────────────── v0.0.3 Installed Reexport ───────────────────────── v1.2.2 Installed Rmath_jll ──────────────────────── v0.5.1+0 Installed Statistics ─────────────────────── v1.11.1 Installed LogExpFunctions ────────────────── v0.3.29 Installed ZygoteRules ────────────────────── v0.2.7 Installed DataStructures ─────────────────── v0.18.22 Installed CommonSubexpressions ───────────── v0.3.1 Installed AliasTables ────────────────────── v1.1.3 Installed Requires ───────────────────────── v1.3.1 Installed ChainRules ─────────────────────── v1.72.3 Installed Distributions ──────────────────── v0.25.120 Installed SLEEFPirates ───────────────────── v0.6.43 Installed OpenSpecFun_jll ────────────────── v0.5.6+0 Installed MacroTools ─────────────────────── v0.5.16 Installed Static ─────────────────────────── v1.2.0 Installed StatsAPI ───────────────────────── v1.7.1 Installed Compat ─────────────────────────── v4.16.0 Installed CommonWorldInvalidations ───────── v1.0.0 Installed CloseOpenIntervals ─────────────── v0.1.13 Installed Missings ───────────────────────── v1.2.0 Installed UnPack ─────────────────────────── v1.0.2 Installed StaticArrayInterface ───────────── v1.8.0 Installed DocStringExtensions ────────────── v0.9.4 Installed SparseInverseSubset ────────────── v0.1.2 Installed StatsBase ──────────────────────── v0.34.5 Installed SortingAlgorithms ──────────────── v1.2.1 Updating `~/.julia/environments/v1.11/Project.toml` [024491cd] + BetaML v0.12.2 Updating `~/.julia/environments/v1.11/Manifest.toml` [621f4979] + AbstractFFTs v1.5.0 [1520ce14] + AbstractTrees v0.4.5 [79e6a3ab] + Adapt v4.3.0 [66dad0bd] + AliasTables v1.1.3 [4fba245c] + ArrayInterface v7.19.0 [024491cd] + BetaML v0.12.2 [62783981] + BitTwiddlingConvenienceFunctions v0.1.6 [2a0fbf3d] + CPUSummary v0.2.6 [324d7699] + CategoricalArrays v0.10.8 [082447d4] + ChainRules v1.72.3 [d360d2e6] + ChainRulesCore v1.25.1 [fb6a15b2] + CloseOpenIntervals v0.1.13 [861a8166] + Combinatorics v1.0.3 [bbf7d656] + CommonSubexpressions v0.3.1 [f70d9fcc] + CommonWorldInvalidations v1.0.0 [34da2185] + Compat v4.16.0 [187b0558] + ConstructionBase v1.5.8 [adafc99b] + CpuId v0.3.1 [9a962f9c] + DataAPI v1.16.0 [864edb3b] + DataStructures v0.18.22 [e2d170a0] + DataValueInterfaces v1.0.0 [8bb1440f] + DelimitedFiles v1.9.1 [163ba53b] + DiffResults v1.1.0 [b552c78f] + DiffRules v1.15.1 [31c24e10] + Distributions v0.25.120 [ffbed154] + DocStringExtensions v0.9.4 [5789e2e9] + FileIO v1.17.0 [1a297f60] + FillArrays v1.13.0 [9dda63f9] + ForceImport v0.0.3 [f6369f11] + ForwardDiff v1.0.1 [46192b85] + GPUArraysCore v0.2.0 [3e5b6fbb] + HostCPUFeatures v0.1.17 [34004b35] + HypergeometricFunctions v0.3.28 [7869d1d1] + IRTools v0.4.14 [615f187c] + IfElse v0.1.1 [92d709cd] + IrrationalConstants v0.2.4 [82899510] + IteratorInterfaceExtensions v1.0.0 [033835bb] + JLD2 v0.5.13 [692b3bcd] + JLLWrappers v1.7.0 [10f19ff3] + LayoutPointers v0.1.17 [2ab3a3ac] + LogExpFunctions v0.3.29 [bdcacae8] + LoopVectorization v0.12.172 [e80e1ace] + MLJModelInterface v1.11.1 [1914dd2f] + MacroTools v0.5.16 [d125e4d3] + ManualMemory v0.1.8 [e1d29d7a] + Missings v1.2.0 [77ba4419] + NaNMath v1.1.3 [6fe1bfb0] + OffsetArrays v1.17.0 [bac558e1] + OrderedCollections v1.8.1 [90014a1f] + PDMats v0.11.35 [1d0040c9] + PolyesterWeave v0.2.2 ⌅ [aea7be01] + PrecompileTools v1.2.1 [21216c6a] + Preferences v1.4.3 [92933f4c] + ProgressMeter v1.10.4 [43287f4e] + PtrArrays v1.3.0 [1fd47b50] + QuadGK v2.11.2 [c1ae055f] + RealDot v0.1.0 [189a3867] + Reexport v1.2.2 [ae029012] + Requires v1.3.1 [79098fc4] + Rmath v0.8.0 [94e857df] + SIMDTypes v0.1.0 [476501e8] + SLEEFPirates v0.6.43 [30f210dd] + ScientificTypesBase v3.0.0 [a2af1166] + SortingAlgorithms v1.2.1 [dc90abb0] + SparseInverseSubset v0.1.2 [276daf66] + SpecialFunctions v2.5.1 [860ef19b] + StableRNGs v1.0.3 [aedffcd0] + Static v1.2.0 [0d7ed370] + StaticArrayInterface v1.8.0 [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 [4c63d2b9] + StatsFuns v1.5.0 [09ab397b] + StructArrays v0.7.1 [3783bdb8] + TableTraits v1.0.1 [bd369af6] + Tables v1.12.0 [8290d209] + ThreadingUtilities v0.5.4 [3bb67fe8] + TranscodingStreams v0.11.3 [3a884ed6] + UnPack v1.0.2 [3d5dd08c] + VectorizationBase v0.21.71 [e88e6eb3] + Zygote v0.7.7 [700de1a5] + ZygoteRules v0.2.7 [efe28fd5] + OpenSpecFun_jll v0.5.6+0 [f50d1b31] + Rmath_jll v0.5.1+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 [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` Building BetaML → `~/.julia/scratchspaces/44cfe95a-1eb2-52ea-b672-e2afdf69b78f/1668c8dbfd013c7c34615fef3fa41e46cb7bcc8d/build.log` Installation completed after 7.14s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling project... 1154.1 ms ✓ TestEnv 1 dependency successfully precompiled in 1 seconds. 23 already precompiled. Precompiling package dependencies... Precompilation completed after 792.49s ################################################################################ # Testing # Testing BetaML Status `/tmp/jl_5AQ7e9/Project.toml` [1520ce14] AbstractTrees v0.4.5 [024491cd] BetaML v0.12.2 [324d7699] CategoricalArrays v0.10.8 [861a8166] Combinatorics v1.0.3 [7806a523] DecisionTree v0.12.4 [8bb1440f] DelimitedFiles v1.9.1 [31c24e10] Distributions v0.25.120 [ffbed154] DocStringExtensions v0.9.4 [eb30cadb] MLDatasets v0.7.18 [a7f614a8] MLJBase v1.8.1 [72560011] MLJTestInterface v0.2.8 [90014a1f] PDMats v0.11.35 [b98c9c47] Pipe v1.3.0 [91a5bcdd] Plots v1.40.13 [92933f4c] ProgressMeter v1.10.4 [189a3867] Reexport v1.2.2 [860ef19b] StableRNGs v1.0.3 [a19d573c] StatisticalMeasures v0.2.1 [10745b16] Statistics v1.11.1 [1fa7448c] TreeRecipe v0.2.0 [e88e6eb3] Zygote v0.7.7 [37e2e46d] LinearAlgebra v1.11.0 [9a3f8284] Random v1.11.0 [8dfed614] Test v1.11.0 Status `/tmp/jl_5AQ7e9/Manifest.toml` [621f4979] AbstractFFTs v1.5.0 [1520ce14] AbstractTrees v0.4.5 [7d9f7c33] Accessors v0.1.42 [79e6a3ab] Adapt v4.3.0 [66dad0bd] AliasTables v1.1.3 [dce04be8] ArgCheck v2.5.0 [ec485272] ArnoldiMethod v0.4.0 [4fba245c] ArrayInterface v7.19.0 [a9b6321e] Atomix v1.1.1 [a963bdd2] AtomsBase v0.5.1 [ab4f0b2a] BFloat16s v0.5.1 [198e06fe] BangBang v0.4.4 [9718e550] Baselet v0.1.1 [024491cd] BetaML v0.12.2 [d1d4a3ce] BitFlags v0.1.9 [62783981] BitTwiddlingConvenienceFunctions v0.1.6 [e1450e63] BufferedStreams v1.2.2 [2a0fbf3d] CPUSummary v0.2.6 [336ed68f] CSV v0.10.15 [324d7699] CategoricalArrays v0.10.8 [af321ab8] CategoricalDistributions v0.1.15 [082447d4] ChainRules v1.72.3 [d360d2e6] ChainRulesCore v1.25.1 [46823bd8] Chemfiles v0.10.42 [fb6a15b2] CloseOpenIntervals v0.1.13 [944b1d66] CodecZlib v0.7.8 [35d6a980] ColorSchemes v3.29.0 [3da002f7] ColorTypes v0.12.1 [c3611d14] ColorVectorSpace v0.11.0 [5ae59095] Colors v0.13.1 [861a8166] Combinatorics v1.0.3 [bbf7d656] CommonSubexpressions v0.3.1 [f70d9fcc] CommonWorldInvalidations v1.0.0 [34da2185] Compat v4.16.0 [a33af91c] CompositionsBase v0.1.2 [ed09eef8] ComputationalResources v0.3.2 [f0e56b4a] ConcurrentUtilities v2.5.0 [187b0558] ConstructionBase v1.5.8 [6add18c4] ContextVariablesX v0.1.3 [d38c429a] Contour v0.6.3 [adafc99b] CpuId v0.3.1 [a8cc5b0e] Crayons v4.1.1 [9a962f9c] DataAPI v1.16.0 [124859b0] DataDeps v0.7.13 [a93c6f00] DataFrames v1.7.0 [864edb3b] DataStructures v0.18.22 [e2d170a0] DataValueInterfaces v1.0.0 [7806a523] DecisionTree v0.12.4 [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 v0.9.4 [460bff9d] ExceptionUnwrapping v0.1.11 [411431e0] Extents v0.1.6 [c87230d0] FFMPEG v0.4.2 [cc61a311] FLoops v0.2.2 [b9860ae5] FLoopsBase v0.1.1 [5789e2e9] FileIO v1.17.0 [48062228] FilePathsBase v0.9.24 [1a297f60] FillArrays v1.13.0 [53c48c17] FixedPointNumbers v0.8.5 [9dda63f9] ForceImport v0.0.3 [1fa38f19] Format v1.3.7 [f6369f11] ForwardDiff v1.0.1 [46192b85] GPUArraysCore v0.2.0 [28b8d3ca] GR v0.73.16 [92fee26a] GZip v0.6.2 [68eda718] GeoFormatTypes v0.4.4 [cf35fbd7] GeoInterface v1.4.1 [5c1252a2] GeometryBasics v0.5.9 [c27321d9] Glob v1.3.1 [86223c79] Graphs v1.12.1 [42e2da0e] Grisu v1.0.2 [f67ccb44] HDF5 v0.17.2 [cd3eb016] HTTP v1.10.16 [076d061b] HashArrayMappedTries v0.2.0 [3e5b6fbb] HostCPUFeatures v0.1.17 [34004b35] HypergeometricFunctions v0.3.28 [7869d1d1] IRTools v0.4.14 [615f187c] IfElse v0.1.1 [c817782e] ImageBase v0.1.7 [a09fc81d] ImageCore v0.10.5 [4e3cecfd] ImageShow v0.3.8 [d25df0c9] Inflate v0.1.5 [22cec73e] InitialValues v0.3.1 [842dd82b] InlineStrings v1.4.3 [7d512f48] InternedStrings v0.7.0 [3587e190] InverseFunctions v0.1.17 [41ab1584] InvertedIndices v1.3.1 [92d709cd] IrrationalConstants v0.2.4 [c8e1da08] IterTools v1.10.0 [82899510] IteratorInterfaceExtensions v1.0.0 [033835bb] JLD2 v0.5.13 [1019f520] JLFzf v0.1.11 [692b3bcd] JLLWrappers v1.7.0 [682c06a0] JSON v0.21.4 [0f8b85d8] JSON3 v1.14.3 [b14d175d] JuliaVariables v0.2.4 [63c18a36] KernelAbstractions v0.9.34 [b964fa9f] LaTeXStrings v1.4.0 [23fbe1c1] Latexify v0.16.8 [10f19ff3] LayoutPointers v0.1.17 [8cdb02fc] LazyModules v0.3.1 [92ad9a40] LearnAPI v1.0.1 [2ab3a3ac] LogExpFunctions v0.3.29 [e6f89c97] LoggingExtras v1.1.0 [bdcacae8] LoopVectorization v0.12.172 [23992714] MAT v0.10.7 [c2834f40] MLCore v1.0.0 [eb30cadb] MLDatasets v0.7.18 [a7f614a8] MLJBase v1.8.1 [e80e1ace] MLJModelInterface v1.11.1 [72560011] MLJTestInterface v0.2.8 [d8e11817] MLStyle v0.4.17 [f1d291b0] MLUtils v0.4.8 [3da0fdf6] MPIPreferences v0.1.11 [1914dd2f] MacroTools v0.5.16 [d125e4d3] ManualMemory v0.1.8 [dbb5928d] MappedArrays v0.4.2 [739be429] MbedTLS v1.1.9 [442fdcdd] Measures v0.3.2 [128add7d] MicroCollections v0.2.0 [e1d29d7a] Missings v1.2.0 [e94cdb99] MosaicViews v0.3.4 [872c559c] NNlib v0.9.30 [15e1cf62] NPZ v0.4.3 [77ba4419] NaNMath v1.1.3 [71a1bf82] NameResolution v0.1.5 [46757867] NetworkLayout v0.4.10 [6fe1bfb0] OffsetArrays v1.17.0 [4d8831e6] OpenSSL v1.5.0 [bac558e1] OrderedCollections v1.8.1 [90014a1f] PDMats v0.11.35 [65ce6f38] PackageExtensionCompat v1.0.2 [5432bcbf] PaddedViews v0.5.12 [d96e819e] Parameters v0.12.3 [69de0a69] Parsers v2.8.3 [7b2266bf] PeriodicTable v1.2.1 [fbb45041] Pickle v0.3.5 [b98c9c47] Pipe v1.3.0 [ccf2f8ad] PlotThemes v3.3.0 [995b91a9] PlotUtils v1.4.3 [91a5bcdd] Plots v1.40.13 [1d0040c9] PolyesterWeave v0.2.2 [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 [92933f4c] ProgressMeter v1.10.4 [43287f4e] PtrArrays v1.3.0 [1fd47b50] QuadGK v2.11.2 [c1ae055f] RealDot v0.1.0 [3cdcf5f2] RecipesBase v1.3.4 [01d81517] RecipesPipeline v0.6.12 [189a3867] Reexport v1.2.2 [05181044] RelocatableFolders v1.0.1 [ae029012] Requires v1.3.1 [79098fc4] Rmath v0.8.0 [94e857df] SIMDTypes v0.1.0 [476501e8] SLEEFPirates v0.6.43 [321657f4] ScientificTypes v3.1.0 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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 ⌅ have new versions available but compatibility constraints restrict them from upgrading. Testing Running tests... Running normal testing *** Testing individual utility functions (module `Utils`)... ** Going through Test2 (softmax and other activation functions)... ** Going through Test3 (autojacobian)... ** Testing cross-entropy... ** Testing permutations... ** Going through testing accuracy... ** Going through testing scaling... ** Testing batch()... ** Testing relative_mean_error()... ** Testing pca()... ** Testing AutoEncoder... *** *** Training for 400 epochs with algorithm ADAM. Training.. avg loss on epoch 1 (1): 70.08418699868415 Training.. avg loss on epoch 40 (40): 61.62626834303194 Training.. avg loss on epoch 80 (80): 45.45154750263018 Training.. avg loss on epoch 120 (120): 2.35931668170402 Training.. avg loss on epoch 160 (160): 0.27695490387993255 Training.. avg loss on epoch 200 (200): 0.2403966204366376 Training.. avg loss on epoch 240 (240): 0.215824682062757 Training.. avg loss on epoch 280 (280): 0.1921117650836904 Training.. avg loss on epoch 320 (320): 0.16829399652774543 Training.. avg loss on epoch 360 (360): 0.14710897822984575 Training.. avg loss on epoch 400 (400): 0.1270558680079314 Training of 400 epoch completed. Final epoch error: 0.1270558680079314. ** Testing accuracy() on probs given in a dictionary... ** Testing mode(dicts)... ** Testing ConfusionMatrix()... ** Testing class_counts()... ** Testing gini()... ** Testing entropy()... ** Testing mean_dicts()... ** Testing partition()... ** Testing KFold sampler with a single X matrix... ** Testing KFold sampler with multiple matrices... ** Testing cross_validation... Done iteration 1. This iteration output: [0.2782051282051282, 0.3782051282051282] Done iteration 2. This iteration output: [0.36428571428571427, 0.4642857142857143] Done iteration 3. This iteration output: [0.3181818181818182, 0.4181818181818182] ** Testing autotuning... ** Testing consistent_shuffle()... ** Testing generate_parallel_rngs()... ** Testing pool1d()... ** Testing get_parametric_types() (this uses Julia internals!)... Testing pairwise and silhouette... ** Testing xavier_init.... ** Testing cosine distance.... ** Testing Sobol Index.... [0.07131470473986887, 0.07131470473986887, 0.06982346244350048, 0.30782514823739565, 0.06937333494508434, 0.03718614747574485, 0.06497757813377811] ** Testing Feature Importance.... Testing MLJ interface for Utils.... [ Info: Training machine(AutoEncoder(encoded_size = 2, …), …). *** *** Training for 200 epochs with algorithm ADAM. Training.. avg loss on epoch 1 (1): 24.04227194888561 Training of 200 epoch completed. Final epoch error: 29.22417704566309. Test Summary: | Pass Total Time generic mlj interface test | 1 1 23.5s *** Testing Decision trees/Random Forest algorithms... Testing basic classification of decision trees... Node printing: 2 >= 3.0? dim2 >= 18.0? ├─ -18.98 │ └─ 3.4 dim1 >= 0.7? ├─ "c" => 0.3333 │ "a" => 0.6667 │ └─ "b" => 1.0 Testing classification of the sepal database using decision trees... Testing decision trees regression... Testing classification of the sepal database using random forests... Testing random forest regression... Testing all possible combinations... Testing trees with unsortable and missing X values... Testing MLJ interface for Trees models.... WARNING: could not import Nn.random_init into Main *** Testing Neural Network... Testing Learnable structure... Testing basic NN behaviour... Testing regression if it just works with manual derivatives... Testing using AD... Going through Multinomial logistic regression (using softmax)... Testing GroupedLayer and ReplicatorLayer... *** *** Training Neural Network for 5000 epochs with algorithm ADAM. Training.. avg loss on epoch 1 (1): 25455.871021413815 Training.. avg loss on epoch 500 (500): 4909.299288090441 Training.. avg loss on epoch 1000 (1000): 1224.6127996089665 Training.. avg loss on epoch 1500 (1500): 331.1034542086328 Training.. avg loss on epoch 2000 (2000): 82.8701613842814 Training.. avg loss on epoch 2500 (2500): 16.729566634507577 Training.. avg loss on epoch 3000 (3000): 2.482357335536074 Training the Neural Network... 63%|█████████████▎ | ETA: 0:00:01Training.. avg loss on epoch 3500 (3500): 0.3793731275457404 Training.. avg loss on epoch 4000 (4000): 0.1945707789923069 Training.. avg loss on epoch 4500 (4500): 0.17864167041594045 Training.. avg loss on epoch 5000 (5000): 0.16781845331749115 Training the Neural Network... 100%|█████████████████████| Time: 0:00:02 Training of 5000 epoch completed. Final epoch error: 0.16781845331749115. Testing VectorFunctionLayer with pool1d function... Attention: this test requires at least Julia 1.6 Testing ConvLayer.... Testing PoolingLayer.... Testing onfail strategies.... Testing MLJ interface for FeedfordwarNN.... ┌ Warning: Ignoring value of `pool` as the specified support defines one already. └ @ CategoricalDistributions ~/.julia/packages/CategoricalDistributions/g0UnN/src/types.jl:384 *** Testing Perceptron algorithms... Going through Test1 (normal Perceptron)... Testing multiple classes... Going through Test2 (Kernel Perceptron)... Going through Test3 (PegasosClassifier)... Testing pegasos with multiple classes... Testing classification of the sepal database using perceptron algorithms... Testing MLJ interface for Perceptron models.... ERROR: LoadError: xtrain and x must have the same dimensions. Stacktrace: [1] error(s::String) @ Base ./error.jl:35 [2] predict(x::Matrix{Float64}, xtrain::Vector{Vector{Float64}}, ytrain::Vector{Float64}, α::CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}}; K::typeof(radial_kernel)) @ BetaML.Perceptron ~/.julia/packages/BetaML/3Lb3h/src/Perceptron/Perceptron_kernel.jl:216 [3] predict @ ~/.julia/packages/BetaML/3Lb3h/src/Perceptron/Perceptron_kernel.jl:211 [inlined] [4] predict(model::BetaML.Bmlj.PerceptronClassifier, fitresult::Tuple{@NamedTuple{θ::Vector{Vector{Float64}}, θ₀::Vector{Float64}, classes::CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}}}, CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}}}, Xnew::@NamedTuple{sepal_length::Vector{Float64}, sepal_width::Vector{Float64}, petal_length::Vector{Float64}, petal_width::Vector{Float64}}) @ BetaML.Bmlj ~/.julia/packages/BetaML/3Lb3h/src/Bmlj/Perceptron_mlj.jl:262 [5] top-level scope @ ~/.julia/packages/BetaML/3Lb3h/test/Perceptron_tests.jl:268 [6] include(fname::String) @ Main ./sysimg.jl:38 [7] top-level scope @ ~/.julia/packages/BetaML/3Lb3h/test/runtests.jl:31 [8] include(fname::String) @ Main ./sysimg.jl:38 [9] top-level scope @ none:6 in expression starting at /home/pkgeval/.julia/packages/BetaML/3Lb3h/test/Perceptron_tests.jl:268 in expression starting at /home/pkgeval/.julia/packages/BetaML/3Lb3h/test/runtests.jl:30 Testing failed after 564.18s ERROR: LoadError: Package BetaML errored during testing Stacktrace: [1] pkgerror(msg::String) @ Pkg.Types /opt/julia/share/julia/stdlib/v1.11/Pkg/src/Types.jl:68 [2] test(ctx::Pkg.Types.Context, pkgs::Vector{Pkg.Types.PackageSpec}; coverage::Bool, julia_args::Cmd, test_args::Cmd, test_fn::Nothing, force_latest_compatible_version::Bool, allow_earlier_backwards_compatible_versions::Bool, allow_reresolve::Bool) @ Pkg.Operations /opt/julia/share/julia/stdlib/v1.11/Pkg/src/Operations.jl:2128 [3] test @ /opt/julia/share/julia/stdlib/v1.11/Pkg/src/Operations.jl:2011 [inlined] [4] test(ctx::Pkg.Types.Context, pkgs::Vector{Pkg.Types.PackageSpec}; coverage::Bool, test_fn::Nothing, julia_args::Cmd, test_args::Cmd, force_latest_compatible_version::Bool, allow_earlier_backwards_compatible_versions::Bool, allow_reresolve::Bool, kwargs::@Kwargs{io::IOContext{IO}}) @ Pkg.API /opt/julia/share/julia/stdlib/v1.11/Pkg/src/API.jl:481 [5] test(pkgs::Vector{Pkg.Types.PackageSpec}; io::IOContext{IO}, kwargs::@Kwargs{julia_args::Cmd}) @ Pkg.API /opt/julia/share/julia/stdlib/v1.11/Pkg/src/API.jl:159 [6] test @ /opt/julia/share/julia/stdlib/v1.11/Pkg/src/API.jl:147 [inlined] [7] #test#74 @ /opt/julia/share/julia/stdlib/v1.11/Pkg/src/API.jl:146 [inlined] [8] top-level scope @ /PkgEval.jl/scripts/evaluate.jl:219 in expression starting at /PkgEval.jl/scripts/evaluate.jl:210 PkgEval failed after 1384.1s: package tests unexpectedly errored