Package evaluation to test LibraryAugmentedSymbolicRegression on Julia 1.14.0-DEV.1840 (ab7ba34e40*) started at 2026-03-03T22:36:52.711 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Activating project at `~/.julia/environments/v1.14` Set-up completed after 14.19s ################################################################################ # Installation # Installing LibraryAugmentedSymbolicRegression... Resolving package versions... Installed DiffResults ──────────────────────── v1.1.0 Installed URIs ─────────────────────────────── v1.6.1 Installed MacroTools ───────────────────────── v0.5.16 Installed ForwardDiff ──────────────────────── v0.10.39 Installed DataStructures ───────────────────── v0.19.3 Installed Tricks ───────────────────────────── v0.1.13 Installed AbstractTrees ────────────────────── v0.4.5 Installed FillArrays ───────────────────────── v1.16.0 Installed ConstructionBase ─────────────────── v1.6.0 Installed AliasTables ──────────────────────── v1.1.3 Installed ConcurrentUtilities ──────────────── v2.5.1 Installed CodecZlib ────────────────────────── v0.7.8 Installed StatsBase ────────────────────────── v0.34.10 Installed Adapt ────────────────────────────── v4.5.0 Installed StreamCallbacks ──────────────────── v0.5.2 Installed SymbolicRegression ───────────────── v1.8.0 Installed ExceptionUnwrapping ──────────────── v0.1.11 Installed Optim ────────────────────────────── v1.11.0 Installed ArrayInterface ───────────────────── v7.22.0 Installed TranscodingStreams ───────────────── v0.11.3 Installed OrderedCollections ───────────────── v1.8.1 Installed Compat ───────────────────────────── v4.18.1 Installed DataAPI ──────────────────────────── v1.16.0 Installed Statistics ───────────────────────── v1.11.1 Installed StatsAPI ─────────────────────────── v1.8.0 Installed PositiveFactorizations ───────────── v0.2.4 Installed CommonSubexpressions ─────────────── v0.3.1 Installed OpenSSL ──────────────────────────── v1.6.1 Installed StaticArraysCore ─────────────────── v1.4.4 Installed LoggingExtras ────────────────────── v1.2.0 Installed ProgressMeter ────────────────────── v1.11.0 Installed MbedTLS ──────────────────────────── v1.1.10 Installed ChainRulesCore ───────────────────── v1.26.0 Installed DynamicDiff ──────────────────────── v0.2.1 Installed PrecompileTools ──────────────────── v1.3.3 Installed DispatchDoctor ───────────────────── v0.4.28 Installed IrrationalConstants ──────────────── v0.2.6 Installed NaNMath ──────────────────────────── v1.1.3 Installed OpenSpecFun_jll ──────────────────── v0.5.6+0 Installed JSON3 ────────────────────────────── v1.14.3 Installed OpenAI ───────────────────────────── v0.9.1 Installed Requires ─────────────────────────── v1.3.1 Installed HTTP ─────────────────────────────── v1.10.19 Installed BitFlags ─────────────────────────── v0.1.9 Installed LogExpFunctions ──────────────────── v0.3.29 Installed DynamicQuantities ────────────────── v1.11.0 Installed DiffRules ────────────────────────── v1.15.1 Installed JSON ─────────────────────────────── v0.21.4 Installed Parsers ──────────────────────────── v2.8.3 Installed Parameters ───────────────────────── v0.12.3 Installed FiniteDiff ───────────────────────── v2.29.0 Installed PackageExtensionCompat ───────────── v1.0.2 Installed Interfaces ───────────────────────── v0.3.2 Installed Reexport ─────────────────────────── v1.2.2 Installed NLSolversBase ────────────────────── v7.10.0 Installed SpecialFunctions ─────────────────── v2.7.1 Installed PtrArrays ────────────────────────── v1.4.0 Installed Missings ─────────────────────────── v1.2.0 Installed ScientificTypesBase ──────────────── v3.1.0 Installed LossFunctions ────────────────────── v1.2.0 Installed DynamicExpressions ───────────────── v1.9.4 Installed SimpleBufferStream ───────────────── v1.2.0 Installed TestItems ────────────────────────── v1.0.0 Installed JLLWrappers ──────────────────────── v1.7.1 Installed Setfield ─────────────────────────── v1.1.2 Installed Preferences ──────────────────────── v1.5.2 Installed LibraryAugmentedSymbolicRegression ─ v0.3.0 Installed PromptingTools ───────────────────── v0.72.3 Installed MbedTLS_jll ──────────────────────── v2.28.1010+0 Installed UnPack ───────────────────────────── v1.0.2 Installed SortingAlgorithms ────────────────── v1.2.2 Installed StructTypes ──────────────────────── v1.11.0 Installed StatisticalTraits ────────────────── v3.5.0 Installed LineSearches ─────────────────────── v7.5.1 Installed ADTypes ──────────────────────────── v1.21.0 Installed DocStringExtensions ──────────────── v0.9.5 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 v4.5.0 [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 v2.5.1 [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 v1.1.10 [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 v1.5.2 [92933f4c] + ProgressMeter v1.11.0 ⌅ [670122d1] + PromptingTools v0.72.3 [43287f4e] + PtrArrays v1.4.0 [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 v2.7.1 [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 v3.5.5+0 [efcefdf7] + PCRE2_jll v10.47.0+0 [bea87d4a] + SuiteSparse_jll v7.10.1+0 [83775a58] + Zlib_jll v1.3.2+0 [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 10.63s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling packages... 4931.1 ms ✓ TestEnv 1 dependency successfully precompiled in 5 seconds. 27 already precompiled. Precompiling package dependencies... Precompiling packages... 4713.8 ms ✓ MacroTools 815.9 ms ✓ Reexport 1247.0 ms ✓ ConstructionBase 2065.6 ms ✓ IrrationalConstants 799.5 ms ✓ DataValueInterfaces 925.2 ms ✓ PrettyPrint 917.0 ms ✓ StatsAPI 2155.0 ms ✓ Combinatorics 914.5 ms ✓ ArgCheck 830.4 ms ✓ TermInterface 1270.8 ms ✓ TranscodingStreams 870.9 ms ✓ LaTeXStrings 2499.4 ms ✓ Baselet 619.9 ms ✓ TestItems 922.7 ms ✓ Interfaces 1020.7 ms ✓ Statistics 773.6 ms ✓ Tricks 787.3 ms ✓ StaticArraysCore 736.0 ms ✓ StableRNGs 653.7 ms ✓ Suppressor 723.0 ms ✓ PtrArrays 677.8 ms ✓ SimpleBufferStream 691.1 ms ✓ TaskLocalValues 775.3 ms ✓ PositiveFactorizations 690.1 ms ✓ DataAPI 2701.5 ms ✓ ExproniconLite 962.6 ms ✓ URIs 3455.7 ms ✓ UnsafeAtomics 2442.1 ms ✓ ShowCases 27684.8 ms ✓ MLStyle 894.8 ms ✓ InvertedIndices 1000.3 ms ✓ InverseFunctions 872.5 ms ✓ CompositionsBase 926.2 ms ✓ BitFlags 1222.6 ms ✓ AbstractTrees 1735.7 ms ✓ InitialValues 3081.3 ms ✓ PrettyPrinting 1120.0 ms ✓ ComputationalResources 1108.0 ms ✓ Bijections 2331.7 ms ✓ FillArrays 1013.7 ms ✓ ExprTools 864.9 ms ✓ UnPack 1323.7 ms ✓ OrderedCollections 1008.2 ms ✓ HashArrayMappedTries 1520.1 ms ✓ ADTypes 1193.2 ms ✓ DocStringExtensions 945.6 ms ✓ DefineSingletons 856.6 ms ✓ IteratorInterfaceExtensions 862.0 ms ✓ PackageExtensionCompat 2063.0 ms ✓ Crayons 1047.9 ms ✓ DelimitedFiles 1123.3 ms ✓ NaNMath 1232.7 ms ✓ Requires 1538.5 ms ✓ ConcurrentUtilities 1831.4 ms ✓ PDMats 971.8 ms ✓ Scratch 2189.7 ms ✓ SentinelArrays 1790.2 ms ✓ StructTypes 1149.3 ms ✓ LoggingExtras 1971.8 ms ✓ ProgressMeter 1498.5 ms ✓ ScientificTypesBase 1194.0 ms ✓ Compat 1211.9 ms ✓ Preferences 1592.7 ms ✓ ExceptionUnwrapping 11991.2 ms ✓ MutableArithmetics 1766.0 ms ✓ CommonSubexpressions 3551.8 ms ✓ SimpleTraits 862.4 ms ✓ ConstructionBase → ConstructionBaseLinearAlgebraExt 922.1 ms ✓ NameResolution 1014.0 ms ✓ CodecZlib 24319.7 ms ✓ TestItemRunner 1352.3 ms ✓ Statistics → SparseArraysExt 4456.8 ms ✓ FixedPointNumbers 1665.7 ms ✓ Distances 1945.0 ms ✓ LossFunctions 1371.0 ms ✓ EarlyStopping 954.5 ms ✓ DiffResults 1056.8 ms ✓ AliasTables 1049.9 ms ✓ Missings 1075.8 ms ✓ Atomix 939.6 ms ✓ InverseFunctions → InverseFunctionsDatesExt 1876.3 ms ✓ InverseFunctions → InverseFunctionsTestExt 878.2 ms ✓ CompositionsBase → CompositionsBaseInverseFunctionsExt 4332.5 ms ✓ OpenSSL 1660.2 ms ✓ FillArrays → FillArraysSparseArraysExt 1035.4 ms ✓ FillArrays → FillArraysStatisticsExt 3467.1 ms ✓ TimerOutputs 968.9 ms ✓ RuntimeGeneratedFunctions 1016.8 ms ✓ Parameters 3792.7 ms ✓ DataStructures 1022.7 ms ✓ ScopedValues 824.9 ms ✓ ADTypes → ADTypesConstructionBaseExt 1984.5 ms ✓ DifferentiationInterface 1475.2 ms ✓ LogExpFunctions 820.1 ms ✓ TableTraits 994.3 ms ✓ Adapt 1504.8 ms ✓ FillArrays → FillArraysPDMatsExt 1189.4 ms ✓ RelocatableFolders 1520.0 ms ✓ StatisticalTraits 932.6 ms ✓ Compat → CompatLinearAlgebraExt 1016.5 ms ✓ PrecompileTools 1326.2 ms ✓ JLLWrappers 1656.8 ms ✓ LearnAPI 4500.9 ms ✓ DispatchDoctor 1339.7 ms ✓ Unityper 3226.0 ms ✓ Setfield 12718.0 ms ✓ JuliaVariables 2984.0 ms ✓ ColorTypes 1351.4 ms ✓ Distances → DistancesSparseArraysExt 3598.5 ms ✓ IterationControl 5462.9 ms ✓ Accessors 1131.2 ms ✓ SortingAlgorithms 2484.4 ms ✓ QuadGK 4888.9 ms ✓ MultivariatePolynomials 1383.5 ms ✓ DifferentiationInterface → DifferentiationInterfaceSparseArraysExt 894.7 ms ✓ LogExpFunctions → LogExpFunctionsInverseFunctionsExt 1901.7 ms ✓ Tables 1222.0 ms ✓ ArrayInterface 1314.8 ms ✓ Adapt → AdaptSparseArraysExt 1291.9 ms ✓ GPUArraysCore 3303.7 ms ✓ MLJModelInterface 2879.2 ms ✓ ChainRulesCore 2258.9 ms ✓ FilePathsBase 7295.9 ms ✓ Aqua 1100.0 ms ✓ ContextVariablesX 3277.1 ms ✓ CategoricalArrays 3459.6 ms ✓ StringManipulation 14510.0 ms ✓ StaticArrays 2338.3 ms ✓ RecipesBase 15799.5 ms ✓ Parsers 1576.4 ms ✓ Rmath_jll 1572.9 ms ✓ OpenSpecFun_jll 1534.9 ms ✓ MbedTLS_jll 10205.6 ms ✓ DynamicQuantities 3808.3 ms ✓ SplittablesBase 1326.8 ms ✓ ColorTypes → StyledStringsExt 1739.4 ms ✓ Accessors → TestExt 2622.6 ms ✓ Accessors → LinearAlgebraExt 4794.3 ms ✓ StatsBase 4609.5 ms ✓ DynamicPolynomials 1289.6 ms ✓ TableOperations 3313.4 ms ✓ MLCore 795.1 ms ✓ ArrayInterface → ArrayInterfaceStaticArraysCoreExt 1290.6 ms ✓ ArrayInterface → ArrayInterfaceSparseArraysExt 823.8 ms ✓ DifferentiationInterface → DifferentiationInterfaceGPUArraysCoreExt 837.0 ms ✓ ArrayInterface → ArrayInterfaceGPUArraysCoreExt 3310.5 ms ✓ FeatureSelection 1382.4 ms ✓ ChainRulesCore → ChainRulesCoreSparseArraysExt 882.7 ms ✓ ADTypes → ADTypesChainRulesCoreExt 935.2 ms ✓ Distances → DistancesChainRulesCoreExt 950.9 ms ✓ DifferentiationInterface → DifferentiationInterfaceChainRulesCoreExt 3590.0 ms ✓ LogExpFunctions → LogExpFunctionsChainRulesCoreExt 1536.8 ms ✓ DispatchDoctor → DispatchDoctorChainRulesCoreExt 5579.4 ms ✓ MultivariatePolynomials → MultivariatePolynomialsChainRulesCoreExt 892.0 ms ✓ ArrayInterface → ArrayInterfaceChainRulesCoreExt 2907.4 ms ✓ FilePathsBase → FilePathsBaseTestExt 953.1 ms ✓ FilePathsBase → FilePathsBaseMmapExt 1036.5 ms ✓ FLoopsBase 1075.6 ms ✓ CategoricalArrays → CategoricalArraysSentinelArraysExt 1004.1 ms ✓ CategoricalArrays → CategoricalArraysStructTypesExt 1358.4 ms ✓ LossFunctions → LossFunctionsCategoricalArraysExt 43333.7 ms ✓ PrettyTables 2718.0 ms ✓ BitBasis 1579.0 ms ✓ StaticArrays → StaticArraysStatisticsExt 1550.9 ms ✓ StaticArrays → StaticArraysChainRulesCoreExt 1606.0 ms ✓ ConstructionBase → ConstructionBaseStaticArraysExt 1758.3 ms ✓ FillArrays → FillArraysStaticArraysExt 1581.6 ms ✓ DifferentiationInterface → DifferentiationInterfaceStaticArraysExt 1534.5 ms ✓ Adapt → AdaptStaticArraysExt 1680.3 ms ✓ Accessors → StaticArraysExt 1602.3 ms ✓ CategoricalArrays → CategoricalArraysRecipesBaseExt 15625.4 ms ✓ JSON3 4206.5 ms ✓ JSON 2744.6 ms ✓ ARFFFiles 1680.3 ms ✓ Rmath 5666.2 ms ✓ SpecialFunctions 2288.6 ms ✓ MbedTLS 2037.4 ms ✓ DynamicQuantities → DynamicQuantitiesLinearAlgebraExt 1770.5 ms ✓ BangBang 2145.6 ms ✓ LatinHypercubeSampling 1497.1 ms ✓ PDMats → StatsBaseExt 1595.5 ms ✓ CategoricalArrays → CategoricalArraysStatsBaseExt 1423.8 ms ✓ FiniteDiff 4177.9 ms ✓ SymbolicIndexingInterface 22246.3 ms ✓ DynamicExpressions 9350.6 ms ✓ KernelAbstractions 1193.3 ms ✓ CategoricalArrays → CategoricalArraysJSONExt 4557.2 ms ✓ SpecialFunctions → SpecialFunctionsChainRulesCoreExt 2405.8 ms ✓ HypergeometricFunctions 1385.7 ms ✓ DiffRules 26955.5 ms ✓ HTTP 1279.8 ms ✓ BangBang → BangBangChainRulesCoreExt 1180.2 ms ✓ BangBang → BangBangTablesExt 1830.9 ms ✓ BangBang → BangBangStaticArraysExt 3040.2 ms ✓ MicroCollections 1587.4 ms ✓ FiniteDiff → FiniteDiffStaticArraysExt 1328.6 ms ✓ FiniteDiff → FiniteDiffSparseArraysExt 1080.9 ms ✓ DifferentiationInterface → DifferentiationInterfaceFiniteDiffExt 3763.4 ms ✓ SymbolicIndexingInterface → SymbolicIndexingInterfacePrettyTablesExt 3123.7 ms ✓ KernelAbstractions → SparseArraysExt 2220.5 ms ✓ KernelAbstractions → LinearAlgebraExt 46135.6 ms ✓ SymbolicUtils 3033.3 ms ✓ StatsFuns 7467.7 ms ✓ ForwardDiff 12804.7 ms ✓ StreamCallbacks 4077.1 ms ✓ OpenAI 7211.8 ms ✓ MLFlowClient 4439.0 ms ✓ OpenML 8495.2 ms ✓ Transducers 14475.7 ms ✓ NNlib 7854.1 ms ✓ DynamicExpressions → DynamicExpressionsSymbolicUtilsExt 3896.1 ms ✓ StatsFuns → StatsFunsChainRulesCoreExt 1034.1 ms ✓ StatsFuns → StatsFunsInverseFunctionsExt 9427.1 ms ✓ Distributions 2177.4 ms ✓ ForwardDiff → ForwardDiffStaticArraysExt 1552.1 ms ✓ DifferentiationInterface → DifferentiationInterfaceForwardDiffExt 3349.8 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 41413.4 ms ✓ PromptingTools 2082.8 ms ✓ Transducers → TransducersAdaptExt 17134.5 ms ✓ FLoops 2820.5 ms ✓ NNlib → NNlibSpecialFunctionsExt 2875.2 ms ✓ NNlib → NNlibForwardDiffExt 3653.0 ms ✓ Distributions → DistributionsTestExt 3331.0 ms ✓ Distributions → DistributionsChainRulesCoreExt 6580.8 ms ✓ ScientificTypes 2313.6 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 17363.0 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 16759.1 ms ✓ PromptingTools → MarkdownPromptingToolsExt 23602.0 ms ✓ MLUtils 6121.5 ms ✓ DynamicQuantities → DynamicQuantitiesScientificTypesExt 8217.6 ms ✓ CategoricalDistributions 11971.7 ms ✓ MLJTransforms 2714.6 ms ✓ LineSearches 19797.9 ms ✓ StatisticalMeasuresBase 19758.7 ms ✓ MLJModels 8091.8 ms ✓ Optim 48421.3 ms ✓ StatisticalMeasures 14173.2 ms ✓ MLJEnsembles 19887.1 ms ✓ MLJBase 3846.4 ms ✓ DynamicExpressions → DynamicExpressionsOptimExt 12180.2 ms ✓ StatisticalMeasures → ScientificTypesExt 12064.1 ms ✓ StatisticalMeasures → LossFunctionsExt 12006.2 ms ✓ MLJBase → DefaultMeasuresExt 14782.0 ms ✓ MLJBalancing 21099.2 ms ✓ MLJTestInterface 16276.9 ms ✓ MLJIteration 14347.2 ms ✓ MLJFlow 15537.2 ms ✓ MLJTuning 133773.2 ms ✓ SymbolicRegression 24543.4 ms ✓ MLJ 29539.9 ms ✓ SymbolicRegression → SymbolicRegressionSymbolicUtilsExt 21742.6 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 127359.4 ms ✓ LibraryAugmentedSymbolicRegression 253 dependencies successfully precompiled in 1476 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 → 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 └ ┌ 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 └ Precompilation completed after 1507.04s ################################################################################ # Testing # Testing LibraryAugmentedSymbolicRegression Status `/tmp/jl_Rq8aIE/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 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[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 v3.5.5+0 [efcefdf7] PCRE2_jll v10.47.0+0 [bea87d4a] SuiteSparse_jll v7.10.1+0 [83775a58] Zlib_jll v1.3.2+0 [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 1 3.611e-02 3.604e+01 y = a 3 1.548e-04 2.726e+00 y = a * a 5 3.319e-05 7.701e-01 y = (a + -0.018458) * a 11 2.592e-05 4.122e-02 y = (-0.025981 + (a + (0.001335 / (0.16709 / a)))) * a 13 2.247e-05 7.129e-02 y = ((-0.025981 + a) + ((0.001335 / (0.16709 * 0.67149)) *... a)) * a 15 1.495e-05 2.039e-01 y = ((-0.025981 + a) + ((0.001335 / 0.16709) * ((a / 0.529... 15) * a))) * a 17 1.301e-05 6.946e-02 y = (-0.025981 + (a + (((0.001335 / ((0.16709 / a) / a)) *... a) / 0.55462))) * a 19 9.723e-06 1.456e-01 y = (-0.025981 + (a + (((((0.001335 / (0.16709 / a)) * a) ... * a) / 0.55462) / 0.74113))) * a 21 1.578e-06 9.091e-01 y = ((a + -0.025981) + ((((((a / 0.52915) * (a + 0.42405))... * a) + -0.78885) / 0.66334) * 0.0079894)) * a 25 5.127e-07 2.811e-01 y = ((a + (((((((a / 0.34782) * (a * (a + 0.61872))) * a) ... * 0.53443) + -0.93552) * 0.014303) / 0.96147)) + -0.021061... ) * a 27 3.067e-07 2.569e-01 y = ((a + (((((((((a / 0.52883) * 1.0871) * a) * (a + 0.27... 598)) - a) + -0.57439) / 0.94359) * 0.011408) / 0.61855)) ... + -0.019008) * a ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Results saved to: - /tmp/jl_GhCfOB/20260303_230902_5pZaNc/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 1.125e-04 1.597e-01 y₁ = (a + -0.0035535) * a 7 4.909e-06 1.566e+00 y₁ = ((a + -0.05448) * 1.0511) * a ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Output 2: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation 1 3.611e-02 3.604e+01 y₂ = a 3 1.548e-04 2.726e+00 y₂ = a * a 5 3.319e-05 7.701e-01 y₂ = a * (a + -0.018458) 11 3.319e-05 6.106e-16 y₂ = ((a - -0.52597) - ((a - -0.54443) - a)) * a 19 3.302e-05 6.346e-04 y₂ = (a + 0.0099773) * (a / ((((a * (a * 0.74304)) - (a *... -0.20492)) * -0.061346) + 1.0694)) 23 2.096e-05 1.136e-01 y₂ = (((((b / ((((b * 0.8062) / 0.51245) / 0.94009) - b))... + a) * (a + 0.26208)) * a) + -0.036766) * 0.32686 25 2.092e-05 1.052e-03 y₂ = ((((((b / ((((b * 0.80729) / 0.51358) / 0.93989) - b... )) + a) * (a + 0.24548)) * a) - -0.13331) + -0.16607) * 0... .33115 29 9.748e-06 1.909e-01 y₂ = (a - -0.41062) * (a * (((a - (a * 0.35158)) - -0.189... 49) + ((((a + 0.19246) * -0.017174) * ((a + a) * (a / 0.2... 9695))) * a))) ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Output 3: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation 1 9.837e-02 3.604e+01 y₃ = 0.45516 3 1.548e-04 3.227e+00 y₃ = a * a 5 6.309e-05 4.489e-01 y₃ = (a * a) * 0.97934 7 6.309e-05 4.441e-16 y₃ = ((a / -1.2692) * a) / -0.80451 11 1.938e-06 8.707e-01 y₃ = ((a * -0.23323) - 1.6886) * (a * (a * -0.52067)) 13 1.349e-06 1.810e-01 y₃ = (((a * -0.42651) / 1.64) - 1.6831) * (a * (a * -0.51... 63)) ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Results saved to: - /tmp/jl_29BFdA/20260303_230950_lN9kxC/hall_of_fame_output1.csv - /tmp/jl_29BFdA/20260303_230950_lN9kxC/hall_of_fame_output2.csv - /tmp/jl_29BFdA/20260303_230950_lN9kxC/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 3 1.228e+00 1.201e+01 y₁ = b2 * -0.069775 5 8.265e-01 1.979e-01 y₁ = b2 * (-0.056201 - 0.55177) 7 6.837e-02 1.246e+00 y₁ = b2 * (-0.12167 - (-0.71989 * b1)) 9 1.307e-21 1.802e+01 y₁ = b2 * (-1.7876e-11 - ((b1 * -0.63474) / 0.63474)) ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Output 2: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation 3 1.610e+00 1.201e+01 y₂ = -0.49073 * 0.65138 5 0.000e+00 1.802e+01 y₂ = (b1 + b2) * 1 ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Results saved to: - /tmp/jl_0cXajZ/20260303_231010_77mDUV/hall_of_fame_output1.csv - /tmp/jl_0cXajZ/20260303_231010_77mDUV/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 3 3.155e-25 1.201e+01 y₁ = x₁ + 5.6169e-13 ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Output 2: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation 3 2.852e-02 1.201e+01 y₂ = x₂ - -0.16889 5 0.000e+00 1.802e+01 y₂ = (0.90093 - 0.90093) + x₂ ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Output 3: ─────────────────────────────────────────────────────────────────────────────────────────────────── Complexity Loss Score Equation 7 0.000e+00 5.149e+00 y₃ = x₃ - ((x₂ - x₂) * -0.65251) ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Results saved to: - /tmp/jl_cwSj2y/test_run/hall_of_fame_output1.csv - /tmp/jl_cwSj2y/test_run/hall_of_fame_output2.csv - /tmp/jl_cwSj2y/test_run/hall_of_fame_output3.csv cols = SubString{String}["3", "3.1552356534990114e-25", "\"x1 + 5.616895837334823e-13\""] cols = SubString{String}["3", "0.028524075346906784", "\"x2 - -0.16889072013259565\""] cols = SubString{String}["5", "0.0", "\"(0.9009278229827438 - 0.9009278229827438) + x2\""] cols = SubString{String}["7", "0.0", "\"x3 - ((x2 - x2) * -0.6525065048557992)\""] [ 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_o6y6ol/20260303_231051_Sbu1op/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_rKakqF/20260303_231052_ryYEqL/hall_of_fame_output1.csv - /tmp/jl_rKakqF/20260303_231052_ryYEqL/hall_of_fame_output2.csv - /tmp/jl_rKakqF/20260303_231052_ryYEqL/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 2.320e+00 1.594e+01 y = -0.035898 2 2.060e+00 1.188e-01 y = cos(x₁) 3 1.883e+00 8.953e-02 y = x₂ * x₂ 4 1.373e+00 3.158e-01 y = 0.11189 ^ cos(x₂) 5 9.346e-01 3.848e-01 y = cos(x₁) - cos(x₂) 7 2.456e-01 6.682e-01 y = (cos(x₂) - cos(x₁)) / -0.42378 9 1.316e-01 3.120e-01 y = (cos(x₂) - cos(x₁ * -0.83466)) / -0.36574 10 0.000e+00 1.594e+01 y = ((cos(x₁) * 2) + (x₂ * x₂)) - 2 ─────────────────────────────────────────────────────────────────────────────────────────────────── [ Info: Results saved to: - /tmp/jl_qRtk0O/20260303_231148_mx6PlX/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 15m25.2s test/test_backwards_compat.jl | 50 50 7m08.5s Generic interface tests | 2 2 4m46.5s Variable names - single outputs | 4 4 1m12.1s Variable names - multiple outputs | 7 7 18.4s Variable names - named outputs | 3 3 27.8s Good predictions | 23 23 9.4s Helpful errors | 5 5 6.9s Unfinished search | 6 6 7.4s test/runtests.jl | 10084 10084 8m16.7s Test handshake | 0 21.0s Test tutorial | 1 1 2m06.0s Test expression parser | 6058 6058 16.6s Test expression parser round trips | 4000 4000 3.2s Test llm output parser | 6 6 3.3s Test llm prompt construction | 8 8 2.6s Test whether the precompilation script works. | 0 1m20.0s Aqua tests | 11 11 4m03.9s Unbound type parameters | 1 1 0.2s Undefined exports | 1 1 0.0s Compare Project.toml and test/Project.toml | 1 1 0.4s Stale dependencies | 1 1 48.1s Compat bounds | 4 4 0.7s Piracy | 1 1 1.3s Persistent tasks | 1 1 2m03.9s Testing LibraryAugmentedSymbolicRegression tests passed Testing completed after 995.11s PkgEval succeeded after 2554.36s