Package evaluation to test LibraryAugmentedSymbolicRegression on Julia 1.14.0-DEV.1688 (ee54f91d68*) started at 2026-02-10T07:42:32.675 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Activating project at `~/.julia/environments/v1.14` Set-up completed after 11.75s ################################################################################ # Installation # Installing LibraryAugmentedSymbolicRegression... Resolving package versions... Installed MacroTools ───────────────────────── v0.5.16 Installed DiffResults ──────────────────────── v1.1.0 Installed Tricks ───────────────────────────── v0.1.13 Installed URIs ─────────────────────────────── v1.6.1 Installed AbstractTrees ────────────────────── v0.4.5 Installed FillArrays ───────────────────────── v1.16.0 Installed ForwardDiff ──────────────────────── v0.10.39 Installed DataStructures ───────────────────── v0.19.3 Installed Adapt ────────────────────────────── v4.4.0 Installed ConstructionBase ─────────────────── v1.6.0 Installed AliasTables ──────────────────────── v1.1.3 Installed ConcurrentUtilities ──────────────── v2.5.0 Installed StreamCallbacks ──────────────────── v0.5.2 Installed StatsBase ────────────────────────── v0.34.10 Installed CodecZlib ────────────────────────── v0.7.8 Installed SymbolicRegression ───────────────── v1.8.0 Installed ExceptionUnwrapping ──────────────── v0.1.11 Installed OrderedCollections ───────────────── v1.8.1 Installed TranscodingStreams ───────────────── v0.11.3 Installed ArrayInterface ───────────────────── v7.22.0 Installed Compat ───────────────────────────── v4.18.1 Installed Optim ────────────────────────────── v1.11.0 Installed DataAPI ──────────────────────────── v1.16.0 Installed Statistics ───────────────────────── v1.11.1 Installed PositiveFactorizations ───────────── v0.2.4 Installed StatsAPI ─────────────────────────── v1.8.0 Installed ProgressMeter ────────────────────── v1.11.0 Installed MbedTLS ──────────────────────────── v1.1.9 Installed CommonSubexpressions ─────────────── v0.3.1 Installed OpenSSL ──────────────────────────── v1.6.1 Installed DynamicDiff ──────────────────────── v0.2.1 Installed PrecompileTools ──────────────────── v1.3.3 Installed DispatchDoctor ───────────────────── v0.4.28 Installed LoggingExtras ────────────────────── v1.2.0 Installed NaNMath ──────────────────────────── v1.1.3 Installed StaticArraysCore ─────────────────── v1.4.4 Installed IrrationalConstants ──────────────── v0.2.6 Installed Requires ─────────────────────────── v1.3.1 Installed DynamicQuantities ────────────────── v1.11.0 Installed ChainRulesCore ───────────────────── v1.26.0 Installed HTTP ─────────────────────────────── v1.10.19 Installed OpenSpecFun_jll ──────────────────── v0.5.6+0 Installed JSON3 ────────────────────────────── v1.14.3 Installed LogExpFunctions ──────────────────── v0.3.29 Installed OpenAI ───────────────────────────── v0.9.1 Installed BitFlags ─────────────────────────── v0.1.9 Installed DiffRules ────────────────────────── v1.15.1 Installed Interfaces ───────────────────────── v0.3.2 Installed PackageExtensionCompat ───────────── v1.0.2 Installed JSON ─────────────────────────────── v0.21.4 Installed Parsers ──────────────────────────── v2.8.3 Installed Parameters ───────────────────────── v0.12.3 Installed FiniteDiff ───────────────────────── v2.29.0 Installed PtrArrays ────────────────────────── v1.3.0 Installed LossFunctions ────────────────────── v1.2.0 Installed NLSolversBase ────────────────────── v7.10.0 Installed SpecialFunctions ─────────────────── v2.6.1 Installed Setfield ─────────────────────────── v1.1.2 Installed Reexport ─────────────────────────── v1.2.2 Installed DynamicExpressions ───────────────── v1.9.4 Installed Missings ─────────────────────────── v1.2.0 Installed ScientificTypesBase ──────────────── v3.1.0 Installed Preferences ──────────────────────── v1.5.1 Installed SimpleBufferStream ───────────────── v1.2.0 Installed TestItems ────────────────────────── v1.0.0 Installed PromptingTools ───────────────────── v0.72.3 Installed JLLWrappers ──────────────────────── v1.7.1 Installed LibraryAugmentedSymbolicRegression ─ v0.3.0 Installed MbedTLS_jll ──────────────────────── v2.28.1010+0 Installed UnPack ───────────────────────────── v1.0.2 Installed LineSearches ─────────────────────── v7.5.1 Installed SortingAlgorithms ────────────────── v1.2.2 Installed StructTypes ──────────────────────── v1.11.0 Installed DocStringExtensions ──────────────── v0.9.5 Installed StatisticalTraits ────────────────── v3.5.0 Installed ADTypes ──────────────────────────── v1.21.0 Installed MLJModelInterface ────────────────── v1.11.1 Installed DifferentiationInterface ─────────── v0.6.54 Installing 2 artifacts Installed artifact OpenSpecFun 194.9 KiB Installed artifact MbedTLS 2.2 MiB Updating `~/.julia/environments/v1.14/Project.toml` [158930c3] + LibraryAugmentedSymbolicRegression v0.3.0 Updating `~/.julia/environments/v1.14/Manifest.toml` [47edcb42] + ADTypes v1.21.0 [1520ce14] + AbstractTrees v0.4.5 [79e6a3ab] + Adapt v4.4.0 [66dad0bd] + AliasTables v1.1.3 [4fba245c] + ArrayInterface v7.22.0 [d1d4a3ce] + BitFlags v0.1.9 [d360d2e6] + ChainRulesCore v1.26.0 [944b1d66] + CodecZlib v0.7.8 [bbf7d656] + CommonSubexpressions v0.3.1 [34da2185] + Compat v4.18.1 [f0e56b4a] + ConcurrentUtilities v2.5.0 [187b0558] + ConstructionBase v1.6.0 [9a962f9c] + DataAPI v1.16.0 [864edb3b] + DataStructures v0.19.3 [163ba53b] + DiffResults v1.1.0 [b552c78f] + DiffRules v1.15.1 ⌅ [a0c0ee7d] + DifferentiationInterface v0.6.54 [8d63f2c5] + DispatchDoctor v0.4.28 [ffbed154] + DocStringExtensions v0.9.5 ⌅ [7317a516] + DynamicDiff v0.2.1 ⌅ [a40a106e] + DynamicExpressions v1.9.4 [06fc5a27] + DynamicQuantities v1.11.0 [460bff9d] + ExceptionUnwrapping v0.1.11 [1a297f60] + FillArrays v1.16.0 [6a86dc24] + FiniteDiff v2.29.0 ⌅ [f6369f11] + ForwardDiff v0.10.39 [cd3eb016] + HTTP v1.10.19 [85a1e053] + Interfaces v0.3.2 [92d709cd] + IrrationalConstants v0.2.6 [692b3bcd] + JLLWrappers v1.7.1 ⌅ [682c06a0] + JSON v0.21.4 [0f8b85d8] + JSON3 v1.14.3 [158930c3] + LibraryAugmentedSymbolicRegression v0.3.0 ⌃ [d3d80556] + LineSearches v7.5.1 [2ab3a3ac] + LogExpFunctions v0.3.29 [e6f89c97] + LoggingExtras v1.2.0 [30fc2ffe] + LossFunctions v1.2.0 ⌅ [e80e1ace] + MLJModelInterface v1.11.1 [1914dd2f] + MacroTools v0.5.16 [739be429] + MbedTLS v1.1.9 [e1d29d7a] + Missings v1.2.0 ⌅ [d41bc354] + NLSolversBase v7.10.0 [77ba4419] + NaNMath v1.1.3 ⌅ [e9f21f70] + OpenAI v0.9.1 [4d8831e6] + OpenSSL v1.6.1 ⌅ [429524aa] + Optim v1.11.0 [bac558e1] + OrderedCollections v1.8.1 [65ce6f38] + PackageExtensionCompat v1.0.2 [d96e819e] + Parameters v0.12.3 [69de0a69] + Parsers v2.8.3 [85a6dd25] + PositiveFactorizations v0.2.4 [aea7be01] + PrecompileTools v1.3.3 [21216c6a] + Preferences v1.5.1 [92933f4c] + ProgressMeter v1.11.0 ⌅ [670122d1] + PromptingTools v0.72.3 [43287f4e] + PtrArrays v1.3.0 [189a3867] + Reexport v1.2.2 [ae029012] + Requires v1.3.1 [30f210dd] + ScientificTypesBase v3.1.0 [efcf1570] + Setfield v1.1.2 [777ac1f9] + SimpleBufferStream v1.2.0 [a2af1166] + SortingAlgorithms v1.2.2 [276daf66] + SpecialFunctions v2.6.1 [1e83bf80] + StaticArraysCore v1.4.4 [64bff920] + StatisticalTraits v3.5.0 [10745b16] + Statistics v1.11.1 [82ae8749] + StatsAPI v1.8.0 [2913bbd2] + StatsBase v0.34.10 ⌅ [c1b9e933] + StreamCallbacks v0.5.2 [856f2bd8] + StructTypes v1.11.0 ⌃ [8254be44] + SymbolicRegression v1.8.0 [1c621080] + TestItems v1.0.0 [3bb67fe8] + TranscodingStreams v0.11.3 [410a4b4d] + Tricks v0.1.13 [5c2747f8] + URIs v1.6.1 [3a884ed6] + UnPack v1.0.2 [c8ffd9c3] + MbedTLS_jll v2.28.1010+0 [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 v1.7.0 [7b1f6079] + FileWatching v1.11.0 [9fa8497b] + Future v1.11.0 [b77e0a4c] + InteractiveUtils v1.11.0 [ac6e5ff7] + JuliaSyntaxHighlighting v1.13.0 [b27032c2] + LibCURL v1.0.0 [76f85450] + LibGit2 v1.11.0 [8f399da3] + Libdl v1.11.0 [37e2e46d] + LinearAlgebra v1.13.0 [56ddb016] + Logging v1.11.0 [d6f4376e] + Markdown v1.11.0 [a63ad114] + Mmap v1.11.0 [ca575930] + NetworkOptions v1.3.0 [44cfe95a] + Pkg v1.14.0 [de0858da] + Printf v1.11.0 [3fa0cd96] + REPL v1.11.0 [9a3f8284] + Random v1.11.0 [ea8e919c] + SHA v1.0.0 [9e88b42a] + Serialization v1.11.0 [6462fe0b] + Sockets v1.11.0 [2f01184e] + SparseArrays v1.13.0 [f489334b] + StyledStrings v1.13.0 [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 v1.3.0+1 [deac9b47] + LibCURL_jll v8.18.0+0 [e37daf67] + LibGit2_jll v1.9.2+0 [29816b5a] + LibSSH2_jll v1.11.3+1 [14a3606d] + MozillaCACerts_jll v2025.12.2 [4536629a] + OpenBLAS_jll v0.3.30+0 [05823500] + OpenLibm_jll v0.8.7+0 [458c3c95] + OpenSSL_jll v3.5.4+0 [efcefdf7] + PCRE2_jll v10.47.0+0 [bea87d4a] + SuiteSparse_jll v7.10.1+0 [83775a58] + Zlib_jll v1.3.1+2 [3161d3a3] + Zstd_jll v1.5.7+1 [8e850b90] + libblastrampoline_jll v5.15.0+0 [8e850ede] + nghttp2_jll v1.68.0+1 [3f19e933] + p7zip_jll v17.7.0+0 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` Installation completed after 11.21s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling packages... 4569.3 ms ✓ TestEnv 1 dependency successfully precompiled in 5 seconds. 27 already precompiled. Precompiling package dependencies... Precompiling packages... 4245.2 ms ✓ MacroTools 729.4 ms ✓ Reexport 1052.4 ms ✓ ConstructionBase 1918.6 ms ✓ IrrationalConstants 710.2 ms ✓ DataValueInterfaces 911.3 ms ✓ PrettyPrint 828.0 ms ✓ StatsAPI 1879.0 ms ✓ Combinatorics 841.7 ms ✓ ArgCheck 757.5 ms ✓ TermInterface 1233.0 ms ✓ TranscodingStreams 837.9 ms ✓ LaTeXStrings 2045.1 ms ✓ Baselet 698.0 ms ✓ TestItems 948.1 ms ✓ Interfaces 1109.7 ms ✓ Statistics 910.6 ms ✓ Tricks 931.6 ms ✓ StaticArraysCore 873.2 ms ✓ StableRNGs 830.3 ms ✓ Suppressor 796.8 ms ✓ PtrArrays 776.0 ms ✓ SimpleBufferStream 749.4 ms ✓ TaskLocalValues 964.8 ms ✓ PositiveFactorizations 777.5 ms ✓ DataAPI 3023.1 ms ✓ ExproniconLite 1028.4 ms ✓ URIs 2639.6 ms ✓ UnsafeAtomics 1675.5 ms ✓ ShowCases 18592.1 ms ✓ MLStyle 634.3 ms ✓ InvertedIndices 764.7 ms ✓ InverseFunctions 623.7 ms ✓ CompositionsBase 647.1 ms ✓ BitFlags 829.8 ms ✓ AbstractTrees 1129.1 ms ✓ InitialValues 2170.4 ms ✓ PrettyPrinting 786.5 ms ✓ ComputationalResources 762.7 ms ✓ Bijections 1552.0 ms ✓ FillArrays 663.2 ms ✓ ExprTools 648.3 ms ✓ UnPack 927.9 ms ✓ OrderedCollections 768.2 ms ✓ HashArrayMappedTries 1139.9 ms ✓ ADTypes 880.1 ms ✓ DocStringExtensions 696.6 ms ✓ DefineSingletons 571.5 ms ✓ IteratorInterfaceExtensions 692.4 ms ✓ PackageExtensionCompat 1622.1 ms ✓ Crayons 779.5 ms ✓ DelimitedFiles 779.8 ms ✓ NaNMath 988.7 ms ✓ Requires 1452.0 ms ✓ ConcurrentUtilities 1433.0 ms ✓ PDMats 718.8 ms ✓ Scratch 1533.8 ms ✓ SentinelArrays 1323.8 ms ✓ StructTypes 901.0 ms ✓ LoggingExtras 1549.0 ms ✓ ProgressMeter 1020.8 ms ✓ ScientificTypesBase 992.8 ms ✓ Compat 967.0 ms ✓ Preferences 1235.5 ms ✓ ExceptionUnwrapping 8965.3 ms ✓ MutableArithmetics 1431.7 ms ✓ CommonSubexpressions 2816.9 ms ✓ SimpleTraits 626.0 ms ✓ ConstructionBase → ConstructionBaseLinearAlgebraExt 679.1 ms ✓ NameResolution 802.9 ms ✓ CodecZlib 19173.4 ms ✓ TestItemRunner 1087.7 ms ✓ Statistics → SparseArraysExt 3283.6 ms ✓ FixedPointNumbers 1300.8 ms ✓ Distances 1448.3 ms ✓ LossFunctions 961.3 ms ✓ EarlyStopping 736.7 ms ✓ DiffResults 803.7 ms ✓ AliasTables 757.7 ms ✓ Missings 824.7 ms ✓ Atomix 689.4 ms ✓ InverseFunctions → InverseFunctionsDatesExt 1319.9 ms ✓ InverseFunctions → InverseFunctionsTestExt 706.6 ms ✓ CompositionsBase → CompositionsBaseInverseFunctionsExt 3303.5 ms ✓ OpenSSL 1267.1 ms ✓ FillArrays → FillArraysSparseArraysExt 789.8 ms ✓ FillArrays → FillArraysStatisticsExt 2495.2 ms ✓ TimerOutputs 778.7 ms ✓ RuntimeGeneratedFunctions 761.2 ms ✓ Parameters 2579.5 ms ✓ DataStructures 712.3 ms ✓ ScopedValues 659.1 ms ✓ ADTypes → ADTypesConstructionBaseExt 1376.0 ms ✓ DifferentiationInterface 1057.2 ms ✓ LogExpFunctions 638.1 ms ✓ TableTraits 736.4 ms ✓ Adapt 1102.3 ms ✓ FillArrays → FillArraysPDMatsExt 817.9 ms ✓ RelocatableFolders 974.3 ms ✓ StatisticalTraits 712.7 ms ✓ Compat → CompatLinearAlgebraExt 745.0 ms ✓ PrecompileTools 1049.2 ms ✓ JLLWrappers 1225.7 ms ✓ LearnAPI 3038.3 ms ✓ DispatchDoctor 990.3 ms ✓ Unityper 2404.5 ms ✓ Setfield 9208.5 ms ✓ JuliaVariables 2148.9 ms ✓ ColorTypes 1055.8 ms ✓ Distances → DistancesSparseArraysExt 2714.5 ms ✓ IterationControl 4492.5 ms ✓ Accessors 902.5 ms ✓ SortingAlgorithms 1824.8 ms ✓ QuadGK 3495.1 ms ✓ MultivariatePolynomials 1129.7 ms ✓ DifferentiationInterface → DifferentiationInterfaceSparseArraysExt 709.5 ms ✓ LogExpFunctions → LogExpFunctionsInverseFunctionsExt 1572.3 ms ✓ Tables 989.3 ms ✓ ArrayInterface 1062.5 ms ✓ Adapt → AdaptSparseArraysExt 1040.0 ms ✓ GPUArraysCore 2417.8 ms ✓ MLJModelInterface 2108.9 ms ✓ ChainRulesCore 1541.4 ms ✓ FilePathsBase 4541.3 ms ✓ Aqua 800.4 ms ✓ ContextVariablesX 2350.6 ms ✓ CategoricalArrays 2403.6 ms ✓ StringManipulation 10702.0 ms ✓ StaticArrays 2273.9 ms ✓ RecipesBase 12138.0 ms ✓ Parsers 1191.5 ms ✓ Rmath_jll 1237.4 ms ✓ OpenSpecFun_jll 1141.1 ms ✓ MbedTLS_jll 7607.3 ms ✓ DynamicQuantities 2856.4 ms ✓ SplittablesBase 982.9 ms ✓ ColorTypes → StyledStringsExt 1354.0 ms ✓ Accessors → TestExt 1981.0 ms ✓ Accessors → LinearAlgebraExt 3329.6 ms ✓ StatsBase 3186.2 ms ✓ DynamicPolynomials 962.1 ms ✓ TableOperations 2412.7 ms ✓ MLCore 575.7 ms ✓ ArrayInterface → ArrayInterfaceStaticArraysCoreExt 926.4 ms ✓ ArrayInterface → ArrayInterfaceSparseArraysExt 659.3 ms ✓ DifferentiationInterface → DifferentiationInterfaceGPUArraysCoreExt 644.7 ms ✓ ArrayInterface → ArrayInterfaceGPUArraysCoreExt 2496.7 ms ✓ FeatureSelection 1091.7 ms ✓ ChainRulesCore → ChainRulesCoreSparseArraysExt 687.5 ms ✓ ADTypes → ADTypesChainRulesCoreExt 740.9 ms ✓ Distances → DistancesChainRulesCoreExt 736.0 ms ✓ DifferentiationInterface → DifferentiationInterfaceChainRulesCoreExt 2640.3 ms ✓ LogExpFunctions → LogExpFunctionsChainRulesCoreExt 1248.1 ms ✓ DispatchDoctor → DispatchDoctorChainRulesCoreExt 4312.3 ms ✓ MultivariatePolynomials → MultivariatePolynomialsChainRulesCoreExt 676.0 ms ✓ ArrayInterface → ArrayInterfaceChainRulesCoreExt 2173.0 ms ✓ FilePathsBase → FilePathsBaseTestExt 822.3 ms ✓ FilePathsBase → FilePathsBaseMmapExt 833.7 ms ✓ FLoopsBase 891.7 ms ✓ CategoricalArrays → CategoricalArraysSentinelArraysExt 852.2 ms ✓ CategoricalArrays → CategoricalArraysStructTypesExt 1098.7 ms ✓ LossFunctions → LossFunctionsCategoricalArraysExt 30856.2 ms ✓ PrettyTables 2254.7 ms ✓ BitBasis 1120.7 ms ✓ StaticArrays → StaticArraysStatisticsExt 1225.0 ms ✓ StaticArrays → StaticArraysChainRulesCoreExt 1173.5 ms ✓ ConstructionBase → ConstructionBaseStaticArraysExt 1279.2 ms ✓ FillArrays → FillArraysStaticArraysExt 1224.0 ms ✓ DifferentiationInterface → DifferentiationInterfaceStaticArraysExt 1187.7 ms ✓ Adapt → AdaptStaticArraysExt 1366.1 ms ✓ Accessors → StaticArraysExt 1253.6 ms ✓ CategoricalArrays → CategoricalArraysRecipesBaseExt 11427.8 ms ✓ JSON3 3269.8 ms ✓ JSON 2030.9 ms ✓ ARFFFiles 1453.5 ms ✓ Rmath 4241.2 ms ✓ SpecialFunctions 1731.7 ms ✓ MbedTLS 1576.2 ms ✓ DynamicQuantities → DynamicQuantitiesLinearAlgebraExt 1463.8 ms ✓ BangBang 1696.8 ms ✓ LatinHypercubeSampling 1194.3 ms ✓ PDMats → StatsBaseExt 1391.8 ms ✓ CategoricalArrays → CategoricalArraysStatsBaseExt 1175.4 ms ✓ FiniteDiff 3295.6 ms ✓ SymbolicIndexingInterface 18259.3 ms ✓ DynamicExpressions 7683.9 ms ✓ KernelAbstractions 987.5 ms ✓ CategoricalArrays → CategoricalArraysJSONExt 3664.8 ms ✓ SpecialFunctions → SpecialFunctionsChainRulesCoreExt 1804.1 ms ✓ HypergeometricFunctions 1195.9 ms ✓ DiffRules 22789.9 ms ✓ HTTP 1003.6 ms ✓ BangBang → BangBangChainRulesCoreExt 1046.7 ms ✓ BangBang → BangBangTablesExt 1500.6 ms ✓ BangBang → BangBangStaticArraysExt 2572.4 ms ✓ MicroCollections 1162.5 ms ✓ FiniteDiff → FiniteDiffStaticArraysExt 1121.0 ms ✓ FiniteDiff → FiniteDiffSparseArraysExt 893.2 ms ✓ DifferentiationInterface → DifferentiationInterfaceFiniteDiffExt 2843.8 ms ✓ SymbolicIndexingInterface → SymbolicIndexingInterfacePrettyTablesExt 2535.9 ms ✓ KernelAbstractions → SparseArraysExt 1681.7 ms ✓ KernelAbstractions → LinearAlgebraExt 35950.4 ms ✓ SymbolicUtils 2290.6 ms ✓ StatsFuns 5696.6 ms ✓ ForwardDiff 9631.7 ms ✓ StreamCallbacks 3818.9 ms ✓ OpenAI 5821.8 ms ✓ MLFlowClient 4343.8 ms ✓ OpenML 6797.4 ms ✓ Transducers 11978.0 ms ✓ NNlib 6183.7 ms ✓ DynamicExpressions → DynamicExpressionsSymbolicUtilsExt 3183.5 ms ✓ StatsFuns → StatsFunsChainRulesCoreExt 880.9 ms ✓ StatsFuns → StatsFunsInverseFunctionsExt 7840.1 ms ✓ Distributions 1833.1 ms ✓ ForwardDiff → ForwardDiffStaticArraysExt 1367.3 ms ✓ DifferentiationInterface → DifferentiationInterfaceForwardDiffExt 2959.4 ms ✓ DynamicDiff ┌ Warning: OPENAI_API_KEY variable not set! OpenAI models will not be available - set API key directly via `PromptingTools.OPENAI_API_KEY=`! └ @ PromptingTools ~/.julia/packages/PromptingTools/M1mWQ/src/user_preferences.jl:189 ┌ Warning: RAGTools will be moved into a dedicated package from PromptingTools v0.75 onward. │ Please adjust your code accordingly, see https://github.com/JuliaGenAI/RAGTools.jl └ @ PromptingTools.Experimental.RAGTools ~/.julia/packages/PromptingTools/M1mWQ/src/Experimental/RAGTools/RAGTools.jl:59 35015.6 ms ✓ PromptingTools 1701.4 ms ✓ Transducers → TransducersAdaptExt 14063.3 ms ✓ FLoops 2204.7 ms ✓ NNlib → NNlibSpecialFunctionsExt 2273.3 ms ✓ NNlib → NNlibForwardDiffExt 3057.5 ms ✓ Distributions → DistributionsTestExt 2631.7 ms ✓ Distributions → DistributionsChainRulesCoreExt 5364.6 ms ✓ ScientificTypes 1932.0 ms ✓ NLSolversBase ┌ Warning: OPENAI_API_KEY variable not set! OpenAI models will not be available - set API key directly via `PromptingTools.OPENAI_API_KEY=`! └ @ PromptingTools ~/.julia/packages/PromptingTools/M1mWQ/src/user_preferences.jl:189 13990.2 ms ✓ PromptingTools → RAGToolsExperimentalExt ┌ Warning: OPENAI_API_KEY variable not set! OpenAI models will not be available - set API key directly via `PromptingTools.OPENAI_API_KEY=`! └ @ PromptingTools ~/.julia/packages/PromptingTools/M1mWQ/src/user_preferences.jl:189 13412.3 ms ✓ PromptingTools → MarkdownPromptingToolsExt 19820.4 ms ✓ MLUtils 4616.8 ms ✓ DynamicQuantities → DynamicQuantitiesScientificTypesExt 6518.2 ms ✓ CategoricalDistributions 9352.7 ms ✓ MLJTransforms 2061.1 ms ✓ LineSearches 15707.6 ms ✓ StatisticalMeasuresBase 15787.8 ms ✓ MLJModels 6317.8 ms ✓ Optim 38493.2 ms ✓ StatisticalMeasures 10853.5 ms ✓ MLJEnsembles 15306.8 ms ✓ MLJBase 2995.5 ms ✓ DynamicExpressions → DynamicExpressionsOptimExt 8916.9 ms ✓ StatisticalMeasures → ScientificTypesExt 8599.7 ms ✓ StatisticalMeasures → LossFunctionsExt 9024.4 ms ✓ MLJBase → DefaultMeasuresExt 11489.8 ms ✓ MLJBalancing 15314.8 ms ✓ MLJTestInterface 12282.2 ms ✓ MLJIteration 10584.8 ms ✓ MLJFlow 11452.9 ms ✓ MLJTuning 124990.7 ms ✓ SymbolicRegression 18795.5 ms ✓ MLJ 22488.1 ms ✓ SymbolicRegression → SymbolicRegressionSymbolicUtilsExt 16598.8 ms ✓ SymbolicRegression → SymbolicRegressionJSON3Ext WARNING: Constructor for type "LaSROptions" was extended in `LLMOptionsModule` without explicit qualification or import.  NOTE: Assumed "LaSROptions" refers to `LLMOptionsStructModule.LaSROptions`. This behavior is deprecated and may differ in future versions.  NOTE: This behavior may have differed in Julia versions prior to 1.12.  Hint: If you intended to create a new generic function of the same name, use `function LaSROptions end`.  Hint: To silence the warning, qualify `LaSROptions` as `LLMOptionsStructModule.LaSROptions` in the method signature or explicitly `import LLMOptionsStructModule: LaSROptions`. WARNING: Constructor for type "LaSROptions" was extended in `LLMOptionsModule` without explicit qualification or import.  NOTE: Assumed "LaSROptions" refers to `LLMOptionsStructModule.LaSROptions`. This behavior is deprecated and may differ in future versions.  NOTE: This behavior may have differed in Julia versions prior to 1.12.  Hint: If you intended to create a new generic function of the same name, use `function LaSROptions end`.  Hint: To silence the warning, qualify `LaSROptions` as `LLMOptionsStructModule.LaSROptions` in the method signature or explicitly `import LLMOptionsStructModule: LaSROptions`. ┌ Warning: OPENAI_API_KEY variable not set! OpenAI models will not be available - set API key directly via `PromptingTools.OPENAI_API_KEY=`! └ @ PromptingTools ~/.julia/packages/PromptingTools/M1mWQ/src/user_preferences.jl:189 106270.4 ms ✓ LibraryAugmentedSymbolicRegression 253 dependencies successfully precompiled in 1177 seconds. 39 already precompiled. 4 dependencies had output during precompilation: ┌ LibraryAugmentedSymbolicRegression │ WARNING: Constructor for type "LaSROptions" was extended in `LLMOptionsModule` without explicit qualification or import. │ NOTE: Assumed "LaSROptions" refers to `LLMOptionsStructModule.LaSROptions`. This behavior is deprecated and may differ in future versions. │ NOTE: This behavior may have differed in Julia versions prior to 1.12. │ Hint: If you intended to create a new generic function of the same name, use `function LaSROptions end`. │ Hint: To silence the warning, qualify `LaSROptions` as `LLMOptionsStructModule.LaSROptions` in the method signature or explicitly `import LLMOptionsStructModule: LaSROptions`. │ WARNING: Constructor for type "LaSROptions" was extended in `LLMOptionsModule` without explicit qualification or import. │ NOTE: Assumed "LaSROptions" refers to `LLMOptionsStructModule.LaSROptions`. This behavior is deprecated and may differ in future versions. │ NOTE: This behavior may have differed in Julia versions prior to 1.12. │ Hint: If you intended to create a new generic function of the same name, use `function LaSROptions end`. │ Hint: To silence the warning, qualify `LaSROptions` as `LLMOptionsStructModule.LaSROptions` in the method signature or explicitly `import LLMOptionsStructModule: LaSROptions`. │ ┌ Warning: OPENAI_API_KEY variable not set! OpenAI models will not be available - set API key directly via `PromptingTools.OPENAI_API_KEY=`! │ └ @ PromptingTools ~/.julia/packages/PromptingTools/M1mWQ/src/user_preferences.jl:189 └ ┌ PromptingTools → RAGToolsExperimentalExt │ ┌ Warning: OPENAI_API_KEY variable not set! OpenAI models will not be available - set API key directly via `PromptingTools.OPENAI_API_KEY=`! │ └ @ PromptingTools ~/.julia/packages/PromptingTools/M1mWQ/src/user_preferences.jl:189 └ ┌ PromptingTools │ ┌ Warning: OPENAI_API_KEY variable not set! OpenAI models will not be available - set API key directly via `PromptingTools.OPENAI_API_KEY=`! │ └ @ PromptingTools ~/.julia/packages/PromptingTools/M1mWQ/src/user_preferences.jl:189 │ ┌ Warning: RAGTools will be moved into a dedicated package from PromptingTools v0.75 onward. │ │ Please adjust your code accordingly, see https://github.com/JuliaGenAI/RAGTools.jl │ └ @ PromptingTools.Experimental.RAGTools ~/.julia/packages/PromptingTools/M1mWQ/src/Experimental/RAGTools/RAGTools.jl:59 └ ┌ PromptingTools → MarkdownPromptingToolsExt │ ┌ Warning: OPENAI_API_KEY variable not set! OpenAI models will not be available - set API key directly via `PromptingTools.OPENAI_API_KEY=`! │ └ @ PromptingTools ~/.julia/packages/PromptingTools/M1mWQ/src/user_preferences.jl:189 └ Precompilation completed after 1205.03s ################################################################################ # Testing # Testing LibraryAugmentedSymbolicRegression Status `/tmp/jl_JPRi7b/Project.toml` [4c88cf16] Aqua v0.8.14 ⌅ [a40a106e] DynamicExpressions v1.9.4 [cd3eb016] HTTP v1.10.19 [0f8b85d8] JSON3 v1.14.3 [158930c3] LibraryAugmentedSymbolicRegression v0.3.0 ⌃ [d3d80556] LineSearches v7.5.1 [add582a8] MLJ v0.22.0 [a7f614a8] MLJBase v1.12.1 ⌅ [e80e1ace] MLJModelInterface v1.11.1 [72560011] MLJTestInterface v0.2.9 ⌅ [429524aa] Optim v1.11.0 ⌅ [670122d1] PromptingTools v0.72.3 [fd094767] Suppressor v0.2.8 ⌃ [8254be44] SymbolicRegression v1.8.0 ⌃ [d1185830] SymbolicUtils v3.32.0 [f8b46487] TestItemRunner v1.1.4 [1c621080] TestItems v1.0.0 [9a3f8284] Random v1.11.0 [8dfed614] Test v1.11.0 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StreamCallbacks v0.5.2 [892a3eda] StringManipulation v0.4.2 [856f2bd8] StructTypes v1.11.0 [fd094767] Suppressor v0.2.8 [2efcf032] SymbolicIndexingInterface v0.3.46 ⌃ [8254be44] SymbolicRegression v1.8.0 ⌃ [d1185830] SymbolicUtils v3.32.0 [ab02a1b2] TableOperations v1.2.0 [3783bdb8] TableTraits v1.0.1 [bd369af6] Tables v1.12.1 [ed4db957] TaskLocalValues v0.1.3 [8ea1fca8] TermInterface v2.0.0 [f8b46487] TestItemRunner v1.1.4 [1c621080] TestItems v1.0.0 [a759f4b9] TimerOutputs v0.5.29 [3bb67fe8] TranscodingStreams v0.11.3 [28d57a85] Transducers v0.4.85 [410a4b4d] Tricks v0.1.13 [5c2747f8] URIs v1.6.1 [3a884ed6] UnPack v1.0.2 [a7c27f48] Unityper v0.1.6 [013be700] UnsafeAtomics v0.3.0 [c8ffd9c3] MbedTLS_jll v2.28.1010+0 [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 v1.7.0 [7b1f6079] FileWatching v1.11.0 [9fa8497b] Future v1.11.0 [b77e0a4c] InteractiveUtils v1.11.0 [ac6e5ff7] JuliaSyntaxHighlighting v1.13.0 [b27032c2] LibCURL v1.0.0 [76f85450] LibGit2 v1.11.0 [8f399da3] Libdl v1.11.0 [37e2e46d] LinearAlgebra v1.13.0 [56ddb016] Logging v1.11.0 [d6f4376e] Markdown v1.11.0 [a63ad114] Mmap v1.11.0 [ca575930] NetworkOptions v1.3.0 [44cfe95a] Pkg v1.14.0 [de0858da] Printf v1.11.0 [3fa0cd96] REPL v1.11.0 [9a3f8284] Random v1.11.0 [ea8e919c] SHA v1.0.0 [9e88b42a] Serialization v1.11.0 [6462fe0b] Sockets v1.11.0 [2f01184e] SparseArrays v1.13.0 [f489334b] StyledStrings v1.13.0 [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 v1.3.0+1 [deac9b47] LibCURL_jll v8.18.0+0 [e37daf67] LibGit2_jll v1.9.2+0 [29816b5a] LibSSH2_jll v1.11.3+1 [14a3606d] MozillaCACerts_jll v2025.12.2 [4536629a] OpenBLAS_jll v0.3.30+0 [05823500] OpenLibm_jll v0.8.7+0 [458c3c95] OpenSSL_jll v3.5.4+0 [efcefdf7] PCRE2_jll v10.47.0+0 [bea87d4a] SuiteSparse_jll v7.10.1+0 [83775a58] Zlib_jll v1.3.1+2 [3161d3a3] Zstd_jll v1.5.7+1 [8e850b90] libblastrampoline_jll v5.15.0+0 [8e850ede] nghttp2_jll v1.68.0+1 [3f19e933] p7zip_jll v17.7.0+0 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... ┌ Warning: OPENAI_API_KEY variable not set! OpenAI models will not be available - set API key directly via `PromptingTools.OPENAI_API_KEY=`! └ @ PromptingTools ~/.julia/packages/PromptingTools/M1mWQ/src/user_preferences.jl:189 [ Info: Training machine(LaSRRegressor(use_llm = false, …), …). ┌ Warning: `npop` is deprecated. Use `population_size` instead. │ caller = LibraryAugmentedSymbolicRegression.CoreModule.LLMOptionsStructModule.LaSROptions(; use_llm::Bool, use_concepts::Bool, use_concept_evolution::Bool, mutation_weights::Union{Nothing, LibraryAugmentedSymbolicRegression.CoreModule.LaSRMutationWeightsModule.LaSRMutationWeights, NamedTuple, AbstractVector}, llm_operation_weights::Union{Nothing, LibraryAugmentedSymbolicRegression.CoreModule.LLMOptionsStructModule.LLMOperationWeights, NamedTuple, AbstractVector}, num_pareto_context::Int64, num_generated_equations::Int64, num_generated_concepts::Int64, num_concept_crossover::Int64, max_concepts::Int64, is_parametric::Bool, llm_context::Nothing, variable_names::Nothing, prompts_dir::Nothing, idea_database::Nothing, api_key::Nothing, model::Nothing, api_kwargs::Nothing, http_kwargs::Nothing, verbose::Bool, kws::Base.Pairs{Symbol, Any, Nothing, @NamedTuple{defaults::Nothing, binary_operators::Nothing, unary_operators::Nothing, maxsize::Nothing, maxdepth::Nothing, expression_spec::Nothing, populations::Nothing, population_size::Nothing, ncycles_per_iteration::Nothing, elementwise_loss::Nothing, loss_function::Nothing, loss_function_expression::Nothing, dimensional_constraint_penalty::Nothing, parsimony::Nothing, constraints::Nothing, nested_constraints::Nothing, complexity_of_operators::Nothing, complexity_of_constants::Nothing, complexity_of_variables::Nothing, warmup_maxsize_by::Nothing, adaptive_parsimony_scaling::Nothing, crossover_probability::Nothing, annealing::Nothing, alpha::Nothing, tournament_selection_n::Nothing, tournament_selection_p::Nothing, early_stop_condition::Main.var"##149".var"#2#3", batching::Nothing, batch_size::Nothing, dimensionless_constants_only::Bool, complexity_mapping::Nothing, use_frequency::Bool, use_frequency_in_tournament::Bool, should_simplify::Nothing, perturbation_factor::Nothing, probability_negate_constant::Nothing, skip_mutation_failures::Bool, optimizer_algorithm::Optim.BFGS{LineSearches.InitialStatic{Float64}, LineSearches.BackTracking{Float64, Int64}, Nothing, Nothing, Optim.Flat}, optimizer_nrestarts::Int64, optimizer_probability::Float64, optimizer_iterations::Nothing, optimizer_f_calls_limit::Nothing, optimizer_options::Nothing, should_optimize_constants::Bool, migration::Bool, hof_migration::Bool, fraction_replaced::Nothing, fraction_replaced_hof::Nothing, topn::Nothing, timeout_in_seconds::Nothing, max_evals::Nothing, input_stream::IOStream, turbo::Bool, bumper::Bool, autodiff_backend::Nothing, deterministic::Bool, seed::Nothing, verbosity::Nothing, print_precision::Int64, progress::Nothing, output_directory::Nothing, save_to_file::Bool, bin_constraints::Nothing, una_constraints::Nothing, terminal_width::Nothing, use_recorder::Bool, recorder_file::String, define_helper_functions::Bool, expression_type::Nothing, expression_options::Nothing, node_type::Nothing, output_file::Nothing, fast_cycle::Bool, npopulations::Int64, npop::Int64}}) at LLMOptions.jl:192 └ @ Core ~/.julia/packages/LibraryAugmentedSymbolicRegression/P7fSL/src/LLMOptions.jl:192 ┌ Warning: You are using multithreading mode, but only one thread is available. Try starting julia with `--threads=auto`. └ @ SymbolicRegression ~/.julia/packages/SymbolicRegression/kbyoS/src/Configure.jl:59 [ Info: Started! [ Info: Final population: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation 3 1.548e-04 1.201e+01 y = a * a 5 7.088e-05 3.907e-01 y = (a + -0.0081839) * a 9 6.940e-05 5.287e-03 y = (a + ((a / a) * -0.008388)) * a 11 5.784e-05 9.107e-02 y = (a - ((1.0249 - b) * (0.073703 * b))) * a 13 3.537e-05 2.459e-01 y = (a + ((1.0249 - (-1.5665 + b)) * (0.073703 * -0.11104)... )) * a 15 3.420e-05 1.691e-02 y = (a + ((a / a) * (((1.0249 + 1.0249) * 0.073703) * -0.1... 1104))) * a 19 2.647e-05 6.401e-02 y = (a + ((1.0249 + (a / (((a * 1.298) * a) / 1.0249))) * ... (0.073703 * -0.11104))) * a 21 1.292e-06 1.510e+00 y = (a + ((a / ((a + (0.073197 / (1.0524 - (a * 1.0755))))... - (a * 1.0265))) * -0.0083505)) * a 27 2.222e-07 2.933e-01 y = (a + ((a / a) * ((((a * 1.2156) / (a + (0.1044 / (0.61... 525 - (a * 0.52659))))) - (a * 0.59089)) * -0.071488))) * ... a ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Results saved to: - /tmp/jl_8eLnPK/20260210_080931_PbX12V/hall_of_fame.csv [ Info: Training machine(MultitargetLaSRRegressor(use_llm = false, …), …). ┌ Warning: You are using multithreading mode, but only one thread is available. Try starting julia with `--threads=auto`. └ @ SymbolicRegression ~/.julia/packages/SymbolicRegression/kbyoS/src/Configure.jl:59 [ Info: Started! [ Info: Final populations: [ Info: Output 1: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation 3 1.548e-04 1.201e+01 y₁ = a * a 5 3.319e-05 7.701e-01 y₁ = a * (a + -0.018458) 13 1.088e-06 4.273e-01 y₁ = ((a * (a * ((a * 0.084486) - -0.67453))) * 1.3228) +... -0.0024021 25 8.812e-07 1.755e-02 y₁ = ((a + (-0.079625 / (a + 1.879))) / (b - (((a * b) * ... (a * 0.057469)) * (a * 0.50615)))) * (a * b) ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Output 2: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation 3 1.548e-04 1.201e+01 y₂ = a * a 5 3.319e-05 7.701e-01 y₂ = a * (a + -0.018458) 7 4.900e-06 9.565e-01 y₂ = a * ((a + -0.054831) * 1.0518) ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Output 3: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation 1 8.649e-02 3.604e+01 y₃ = 0.34616 3 6.087e-03 1.327e+00 y₃ = a - 0.17326 7 1.548e-04 9.179e-01 y₃ = a / ((a / a) / a) 9 6.309e-05 4.489e-01 y₃ = (a / ((a / a) / a)) / 1.0211 15 1.382e-06 6.368e-01 y₃ = (a * 0.45355) * (a / (1.1623 / (((a * 0.21383) / 0.6... 2321) + 2.2286))) ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Results saved to: - /tmp/jl_tYvR1d/20260210_081006_K44wOk/hall_of_fame_output1.csv - /tmp/jl_tYvR1d/20260210_081006_K44wOk/hall_of_fame_output2.csv - /tmp/jl_tYvR1d/20260210_081006_K44wOk/hall_of_fame_output3.csv [ Info: Training machine(MultitargetLaSRRegressor(use_llm = false, …), …). ┌ Warning: You are using multithreading mode, but only one thread is available. Try starting julia with `--threads=auto`. └ @ SymbolicRegression ~/.julia/packages/SymbolicRegression/kbyoS/src/Configure.jl:59 [ Info: Started! [ Info: Final populations: [ Info: Output 1: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation 5 1.091e+00 7.209e+00 y₁ = (b2 * -0.3339) - 0.75912 7 1.086e-20 1.802e+01 y₁ = ((1.0562e-10 - b2) * b1) / -1 ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Output 2: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation 3 8.489e-01 1.201e+01 y₂ = b2 - 0.17449 5 2.112e-04 4.150e+00 y₂ = (b1 * 0.98485) + b2 7 8.344e-28 1.802e+01 y₂ = ((b1 + b2) + 0.65516) - 0.65516 ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Results saved to: - /tmp/jl_dHoks3/20260210_081021_4xtlKG/hall_of_fame_output1.csv - /tmp/jl_dHoks3/20260210_081021_4xtlKG/hall_of_fame_output2.csv [ Info: Training machine(MultitargetLaSRRegressor(use_llm = false, …), …). ┌ Warning: You are using multithreading mode, but only one thread is available. Try starting julia with `--threads=auto`. └ @ SymbolicRegression ~/.julia/packages/SymbolicRegression/kbyoS/src/Configure.jl:59 [ Info: Started! [ Info: Final populations: [ Info: Output 1: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation 7 4.487e-04 5.149e+00 y₁ = (-0.019373 * (0.51595 - x₂)) + x₁ 9 3.562e-07 3.569e+00 y₁ = ((-0.019373 * -0.11573) * (0.51595 * 0.51595)) + x₁ 15 9.186e-08 2.259e-01 y₁ = (-0.11573 * ((((-1.2878 * x₂) + (x₂ * 1.2906)) / 1.0... 402) / x₂)) + x₁ 17 4.697e-13 6.092e+00 y₁ = (((-0.019373 * -0.11573) * -0.11573) * (((-1.2878 * ... x₂) + (x₂ * 1.2906)) / 1.0402)) + x₁ 19 1.650e-13 5.230e-01 y₁ = ((((-0.019373 * 0.59276) * -0.11573) * -0.11573) * (... ((-1.2878 * x₂) + (x₂ * 1.2906)) / 1.0402)) + x₁ 23 1.807e-17 2.280e+00 y₁ = x₁ - ((((x₂ * 0.0003226) * ((x₂ * -1.2878) + (x₂ * 1... .2906))) * ((x₂ * -1.2878) + (x₂ * 1.2906))) / -2.5757) 25 2.784e-20 3.238e+00 y₁ = x₁ + ((((-0.15298 / x₂) * 0.00037532) * ((x₂ * -1.28... 78) + (x₂ * 1.2906))) * (((x₂ * -1.2878) + (x₂ * 1.2906))... / -2.5757)) ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Output 2: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation 3 0.000e+00 1.201e+01 y₂ = x₂ * 1 ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Output 3: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation 3 1.017e+00 1.201e+01 y₃ = x₃ + x₂ 5 0.000e+00 1.802e+01 y₃ = x₃ + (x₃ - x₃) ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Results saved to: - /tmp/jl_1bAgmo/test_run/hall_of_fame_output1.csv - /tmp/jl_1bAgmo/test_run/hall_of_fame_output2.csv - /tmp/jl_1bAgmo/test_run/hall_of_fame_output3.csv cols = SubString{String}["7", "0.0004487256286059337", "\"(-0.019373057895954046 * (0.5159503221114699 - x2)) + x1\""] cols = SubString{String}["9", "3.5623455056471596e-7", "\"((-0.019373057895954046 * -0.11573216222385696) * (0.5159503221114699 * 0.5159503221114699)) + x1\""] cols = SubString{String}["15", "9.186382819808839e-8", "\"(-0.11573216222385696 * ((((-1.287830559462747 * x2) + (x2 * 1.29055484696201)) / 1.0402428392346) / x2)) + x1\""] cols = SubString{String}["17", "4.697182337195096e-13", "\"(((-0.019373057895954046 * -0.11573216222385696) * -0.11573216222385696) * (((-1.287830559462747 * x2) + (x2 * 1.29055484696201)) / 1.0402428392346)) + x1\""] cols = SubString{String}["19", "1.6504180373985606e-13", "\"((((-0.019373057895954046 * 0.5927591561888971) * -0.11573216222385696) * -0.11573216222385696) * (((-1.287830559462747 * x2) + (x2 * 1.29055484696201)) / 1.0402428392346)) + x1\""] cols = SubString{String}["23", "1.8074182217794646e-17", "\"x1 - ((((x2 * 0.0003226040844263999) * ((x2 * -1.287830559462747) + (x2 * 1.29055484696201))) * ((x2 * -1.287830559462747) + (x2 * 1.29055484696201))) / -2.575661118925494)\""] cols = SubString{String}["25", "2.784019168914528e-20", "\"x1 + ((((-0.152977791550156 / x2) * 0.0003753153722399874) * ((x2 * -1.287830559462747) + (x2 * 1.29055484696201))) * (((x2 * -1.287830559462747) + (x2 * 1.29055484696201)) / -2.575661118925494))\""] cols = SubString{String}["3", "0.0", "\"x2 * 1.0\""] cols = SubString{String}["3", "1.0171579376728634", "\"x3 + x2\""] cols = SubString{String}["5", "0.0", "\"x3 + (x3 - x3)\""] [ Info: Training machine(LaSRRegressor(use_llm = false, …), …). ┌ Warning: You are using multithreading mode, but only one thread is available. Try starting julia with `--threads=auto`. └ @ SymbolicRegression ~/.julia/packages/SymbolicRegression/kbyoS/src/Configure.jl:59 [ Info: Started! [ Info: Final population: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Results saved to: - /tmp/jl_h1HHRR/20260210_081053_M1WRvB/hall_of_fame.csv ┌ Warning: Equations not found. Returning 0s for prediction. └ @ SymbolicRegression.MLJInterfaceModule ~/.julia/packages/SymbolicRegression/kbyoS/src/MLJInterface.jl:550 ┌ Warning: Evaluation failed either due to NaNs detected or due to unfinished search. Using 0s for prediction. └ @ SymbolicRegression.MLJInterfaceModule ~/.julia/packages/SymbolicRegression/kbyoS/src/MLJInterface.jl:416 [ Info: Training machine(MultitargetLaSRRegressor(use_llm = false, …), …). ┌ Warning: You are using multithreading mode, but only one thread is available. Try starting julia with `--threads=auto`. └ @ SymbolicRegression ~/.julia/packages/SymbolicRegression/kbyoS/src/Configure.jl:59 [ Info: Started! [ Info: Final populations: [ Info: Output 1: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Output 2: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Output 3: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Results saved to: - /tmp/jl_NPUSFx/20260210_081054_b5RZli/hall_of_fame_output1.csv - /tmp/jl_NPUSFx/20260210_081054_b5RZli/hall_of_fame_output2.csv - /tmp/jl_NPUSFx/20260210_081054_b5RZli/hall_of_fame_output3.csv ┌ Warning: Equations not found. Returning 0s for prediction. └ @ SymbolicRegression.MLJInterfaceModule ~/.julia/packages/SymbolicRegression/kbyoS/src/MLJInterface.jl:550 ┌ Warning: Evaluation failed either due to NaNs detected or due to unfinished search. Using 0s for prediction. └ @ SymbolicRegression.MLJInterfaceModule ~/.julia/packages/SymbolicRegression/kbyoS/src/MLJInterface.jl:416 Error reaching LLaMA server at port 11440 err = HTTP.Exceptions.ConnectError("http://127.0.0.1:11440/health", CapturedException(Base.IOError("connect: connection refused (ECONNREFUSED)", -111), Any[(getconnection(::Type{Sockets.TCPSocket}, host::SubString{String}, port::SubString{String}; keepalive::Bool, readtimeout::Int64, kw::Base.Pairs{Symbol, Union{Nothing, Integer}, Nothing, @NamedTuple{require_ssl_verification::Bool, iofunction::Nothing, decompress::Nothing, verbose::Int64}}) at Connections.jl:531, 1), (getconnection at Connections.jl:508 [inlined], 1), (#13 at Connections.jl:467 [inlined], 1), (macro expansion at try_with_timeout.jl:92 [inlined], 1), ((::ConcurrentUtilities.var"#try_with_timeout##2#try_with_timeout##3"{Any, Channel{Any}, HTTP.Connections.var"#13#14"{Sockets.TCPSocket, Bool, Bool, Base.Pairs{Symbol, Union{Nothing, Int64}, Nothing, @NamedTuple{readtimeout::Int64, iofunction::Nothing, decompress::Nothing, verbose::Int64}}, SubString{String}, SubString{String}}, Timer})() at ConcurrentUtilities.jl:10, 1)])) [ Info: Training machine(LaSRRegressor(use_llm = true, …), …). ┌ Warning: api_kwargs.max_tokens is not set in LaSROptions. Defaulting to 1000. └ @ LibraryAugmentedSymbolicRegression.CoreModule.LLMOptionsModule ~/.julia/packages/LibraryAugmentedSymbolicRegression/P7fSL/src/LLMOptions.jl:110 ┌ Warning: You are using multithreading mode, but only one thread is available. Try starting julia with `--threads=auto`. └ @ SymbolicRegression ~/.julia/packages/SymbolicRegression/kbyoS/src/Configure.jl:59 [ Info: Started! [ Info: Final population: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation 1 3.794e+00 1.594e+01 y = 0.36414 2 2.979e+00 2.418e-01 y = cos(x₁) 3 1.594e+00 6.254e-01 y = x₂ * x₂ 5 9.487e-01 2.595e-01 y = (x₂ * x₂) - 0.80336 6 9.064e-01 4.562e-02 y = x₂ * (x₂ * cos(x₁)) 7 7.872e-01 1.409e-01 y = (x₂ * x₂) - cos(cos(x₁)) 8 2.372e-01 1.200e+00 y = (x₂ * x₂) + (cos(x₁) + -1.4017) 10 0.000e+00 7.971e+00 y = ((x₂ * x₂) + (cos(x₁) * 2)) + -2 ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Results saved to: - /tmp/jl_CFZwcA/20260210_081148_L6cdc6/hall_of_fame.csv Testing LaSR expression parser Passed. Testing LaSR expression parser with render_expr Passed. Testing LaSR llm output parser Passed. Testing LaSR prompt construction Passed. ┌ Warning: OPENAI_API_KEY variable not set! OpenAI models will not be available - set API key directly via `PromptingTools.OPENAI_API_KEY=`! └ @ PromptingTools ~/.julia/packages/PromptingTools/M1mWQ/src/user_preferences.jl:189 ┌ Warning: OPENAI_API_KEY variable not set! OpenAI models will not be available - set API key directly via `PromptingTools.OPENAI_API_KEY=`! └ @ PromptingTools ~/.julia/packages/PromptingTools/M1mWQ/src/user_preferences.jl:189 Test Summary: | Pass Total Time Package | 10134 10134 13m25.7s test/test_backwards_compat.jl | 56 56 6m02.9s Generic interface tests | 2 2 4m11.1s Variable names - single outputs | 4 4 56.7s Variable names - multiple outputs | 7 7 13.9s Variable names - named outputs | 3 3 21.5s Good predictions | 29 29 7.6s Helpful errors | 5 5 5.5s Unfinished search | 6 6 6.6s test/runtests.jl | 10078 10078 7m22.8s Test handshake | 0 20.4s Test tutorial | 1 1 1m52.7s Test expression parser | 6052 6052 14.8s Test expression parser round trips | 4000 4000 2.3s Test llm output parser | 6 6 2.6s Test llm prompt construction | 8 8 2.1s Test whether the precompilation script works. | 0 1m09.8s Aqua tests | 11 11 3m38.2s Unbound type parameters | 1 1 0.1s Undefined exports | 1 1 0.0s Compare Project.toml and test/Project.toml | 1 1 0.4s Stale dependencies | 1 1 40.4s Compat bounds | 4 4 0.7s Piracy | 1 1 1.2s Persistent tasks | 1 1 1m50.3s Testing LibraryAugmentedSymbolicRegression tests passed Testing completed after 858.68s PkgEval succeeded after 2159.6s