Package evaluation to test DiscreteChoiceModels on Julia 1.14.0-DEV.2275 (3ea3bac2a3*) started at 2026-06-05T01:19:35.076 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Activating project at `~/.julia/environments/v1.14` Set-up completed after 15.18s ################################################################################ # Installation # Installing DiscreteChoiceModels... Resolving package versions... Updating `~/.julia/environments/v1.14/Project.toml` [c2e53169] + DiscreteChoiceModels v0.1.1 Updating `~/.julia/environments/v1.14/Manifest.toml` [47edcb42] + ADTypes v1.22.0 [1520ce14] + AbstractTrees v0.4.5 [7d9f7c33] + Accessors v0.1.44 [79e6a3ab] + Adapt v4.6.0 [66dad0bd] + AliasTables v1.1.3 [dce04be8] + ArgCheck v2.5.0 [ec485272] + ArnoldiMethod v0.4.0 [4fba245c] + ArrayInterface v7.25.0 [a9b6321e] + Atomix v1.1.3 [198e06fe] + BangBang v0.4.9 [9718e550] + Baselet v0.1.1 [336ed68f] + CSV v0.10.16 [944b1d66] + CodecZlib v0.7.8 [bbf7d656] + CommonSubexpressions v0.3.1 [34da2185] + Compat v4.18.1 [a33af91c] + CompositionsBase v0.1.2 [187b0558] + ConstructionBase v1.6.0 [6add18c4] + ContextVariablesX v0.1.3 [a8cc5b0e] + Crayons v4.1.1 ⌅ [20c56dc6] + DTables v0.4.3 ⌅ [d58978e5] + Dagger v0.18.17 [9a962f9c] + DataAPI v1.16.0 [a93c6f00] + DataFrames v1.8.2 ⌅ [864edb3b] + DataStructures v0.18.22 [e2d170a0] + DataValueInterfaces v1.0.0 [244e2a9f] + DefineSingletons v0.1.2 [163ba53b] + DiffResults v1.1.0 [b552c78f] + DiffRules v1.16.0 [a0c0ee7d] + DifferentiationInterface v0.7.18 [c2e53169] + DiscreteChoiceModels v0.1.1 [fab6aee4] + DistributedNext v1.3.1 [31c24e10] + Distributions v0.25.126 [ffbed154] + DocStringExtensions v0.9.5 [4e289a0a] + EnumX v1.0.7 [cc61a311] + FLoops v0.2.2 [b9860ae5] + FLoopsBase v0.1.1 [48062228] + FilePathsBase v0.9.24 [1a297f60] + FillArrays v1.16.0 [6a86dc24] + FiniteDiff v2.31.0 [f6369f11] + ForwardDiff v1.3.3 [069b7b12] + FunctionWrappers v1.1.3 ⌃ [86223c79] + Graphs v1.13.1 [13907d55] + HaltonSequences v0.2.0 [076d061b] + HashArrayMappedTries v0.2.0 [34004b35] + HypergeometricFunctions v0.3.28 [d25df0c9] + Inflate v0.1.5 [22cec73e] + InitialValues v0.3.1 [842dd82b] + InlineStrings v1.4.5 [18e54dd8] + IntegerMathUtils v0.1.3 [3587e190] + InverseFunctions v0.1.17 [41ab1584] + InvertedIndices v1.3.1 [92d709cd] + IrrationalConstants v0.2.6 [82899510] + IteratorInterfaceExtensions v1.0.0 [692b3bcd] + JLLWrappers v1.8.0 [b14d175d] + JuliaVariables v0.2.4 [63c18a36] + KernelAbstractions v0.9.41 [b964fa9f] + LaTeXStrings v1.4.0 ⌃ [d3d80556] + LineSearches v7.5.1 ⌅ [2ab3a3ac] + LogExpFunctions v0.3.29 [d8e11817] + MLStyle v0.4.17 [1914dd2f] + MacroTools v0.5.16 [f9f48841] + MemPool v0.4.15 [128add7d] + MicroCollections v0.2.0 [e1d29d7a] + Missings v1.2.0 ⌅ [d41bc354] + NLSolversBase v7.10.0 [77ba4419] + NaNMath v1.1.3 [71a1bf82] + NameResolution v0.1.5 ⌃ [a15396b6] + OnlineStats v1.5.14 [925886fa] + OnlineStatsBase v1.7.1 ⌅ [429524aa] + Optim v1.13.3 ⌅ [bac558e1] + OrderedCollections v1.8.2 ⌃ [90014a1f] + PDMats v0.11.35 [69de0a69] + Parsers v2.8.4 [2dfb63ee] + PooledArrays v1.4.3 [85a6dd25] + PositiveFactorizations v0.2.4 [aea7be01] + PrecompileTools v1.3.4 [21216c6a] + Preferences v1.5.2 [8162dcfd] + PrettyPrint v0.2.0 ⌅ [08abe8d2] + PrettyTables v2.4.0 [27ebfcd6] + Primes v0.5.7 [43287f4e] + PtrArrays v1.4.0 [1fd47b50] + QuadGK v2.11.3 [3cdcf5f2] + RecipesBase v1.3.4 [189a3867] + Reexport v1.2.2 [42d2dcc6] + Referenceables v0.1.3 [ae029012] + Requires v1.3.1 [79098fc4] + Rmath v0.9.0 [7e506255] + ScopedValues v1.6.2 [91c51154] + SentinelArrays v1.4.10 [efcf1570] + Setfield v1.1.2 [699a6c99] + SimpleTraits v0.9.6 [a2af1166] + SortingAlgorithms v1.2.2 [276daf66] + SpecialFunctions v2.8.0 [171d559e] + SplittablesBase v0.1.15 [90137ffa] + StaticArrays v1.9.18 [1e83bf80] + StaticArraysCore v1.4.4 [10745b16] + Statistics v1.11.1 [82ae8749] + StatsAPI v1.8.0 ⌅ [2913bbd2] + StatsBase v0.33.21 [4c63d2b9] + StatsFuns v2.0.1 [892a3eda] + StringManipulation v0.4.4 [ab02a1b2] + TableOperations v1.2.0 [3783bdb8] + TableTraits v1.0.1 [bd369af6] + Tables v1.12.1 [ed4db957] + TaskLocalValues v0.1.3 [ac1d9e8a] + ThreadsX v0.1.12 [a526e669] + TimespanLogging v0.1.1 [3bb67fe8] + TranscodingStreams v0.11.3 [28d57a85] + Transducers v0.4.85 [013be700] + UnsafeAtomics v0.3.1 [ea10d353] + WeakRefStrings v1.4.3 [76eceee3] + WorkerUtilities v1.6.1 [efe28fd5] + OpenSpecFun_jll v0.5.6+0 [f50d1b31] + Rmath_jll v0.5.1+0 [56f22d72] + Artifacts v1.11.0 [2a0f44e3] + Base64 v1.11.0 [ade2ca70] + Dates v1.11.0 [8ba89e20] + Distributed v1.11.0 [9fa8497b] + Future v1.11.0 [b77e0a4c] + InteractiveUtils v1.11.0 [ac6e5ff7] + JuliaSyntaxHighlighting v1.13.0 [8f399da3] + Libdl v1.11.0 [37e2e46d] + LinearAlgebra v1.14.0 [56ddb016] + Logging v1.11.0 [d6f4376e] + Markdown v1.11.0 [a63ad114] + Mmap v1.11.0 [de0858da] + Printf v1.11.0 [9abbd945] + Profile v1.11.0 [9a3f8284] + Random v1.11.0 [ea8e919c] + SHA v1.13.0 [9e88b42a] + Serialization v1.11.0 [1a1011a3] + SharedArrays 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 [8dfed614] + Test v1.11.0 [cf7118a7] + UUIDs v1.11.0 [4ec0a83e] + Unicode v1.11.0 [e66e0078] + CompilerSupportLibraries_jll v1.5.2+0 [4536629a] + OpenBLAS_jll v0.3.33+0 [05823500] + OpenLibm_jll v0.8.7+0 [bea87d4a] + SuiteSparse_jll v7.10.1+0 [83775a58] + Zlib_jll v1.3.2+0 [8e850b90] + libblastrampoline_jll v5.15.0+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 6.3s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling package dependencies... Precompiling project... 9.4 s ✓ DistributedNext → ReviseExt ┌ Warning: Precompile failed to clean up all tasks └ @ Dagger ~/.julia/packages/Dagger/kpFnb/src/precompile.jl:21 45.7 s ✓ Dagger 7.7 s ✓ Dagger → DistributionsExt 12.5 s ✓ DTables 19.8 s ✓ DiscreteChoiceModels 5 dependencies successfully precompiled in 98 seconds. 203 already precompiled. 1 dependency had output during precompilation: ┌ Dagger │ ┌ Warning: Precompile failed to clean up all tasks │ └ @ Dagger ~/.julia/packages/Dagger/kpFnb/src/precompile.jl:21 └ Precompilation completed after 121.47s ################################################################################ # Testing # Testing DiscreteChoiceModels Status `/tmp/jl_D0iFjz/Project.toml` [336ed68f] CSV v0.10.16 ⌅ [20c56dc6] DTables v0.4.3 ⌅ [d58978e5] Dagger v0.18.17 [9a962f9c] DataAPI v1.16.0 [a93c6f00] DataFrames v1.8.2 [c2e53169] DiscreteChoiceModels v0.1.1 [31c24e10] Distributions v0.25.126 ⌅ [2ab3a3ac] LogExpFunctions v0.3.29 [1914dd2f] MacroTools 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IteratorInterfaceExtensions v1.0.0 [692b3bcd] JLLWrappers v1.8.0 [aa1ae85d] JuliaInterpreter v0.10.12 [b14d175d] JuliaVariables v0.2.4 [63c18a36] KernelAbstractions v0.9.41 [b964fa9f] LaTeXStrings v1.4.0 ⌃ [d3d80556] LineSearches v7.5.1 ⌅ [2ab3a3ac] LogExpFunctions v0.3.29 [6f1432cf] LoweredCodeUtils v3.5.3 [d8e11817] MLStyle v0.4.17 [1914dd2f] MacroTools v0.5.16 [f9f48841] MemPool v0.4.15 [128add7d] MicroCollections v0.2.0 [e1d29d7a] Missings v1.2.0 ⌅ [d41bc354] NLSolversBase v7.10.0 [77ba4419] NaNMath v1.1.3 [71a1bf82] NameResolution v0.1.5 ⌃ [a15396b6] OnlineStats v1.5.14 [925886fa] OnlineStatsBase v1.7.1 ⌅ [429524aa] Optim v1.13.3 ⌅ [bac558e1] OrderedCollections v1.8.2 ⌃ [90014a1f] PDMats v0.11.35 [69de0a69] Parsers v2.8.4 [2dfb63ee] PooledArrays v1.4.3 [85a6dd25] PositiveFactorizations v0.2.4 [aea7be01] PrecompileTools v1.3.4 [21216c6a] Preferences v1.5.2 [8162dcfd] PrettyPrint v0.2.0 ⌅ [08abe8d2] PrettyTables v2.4.0 [27ebfcd6] Primes v0.5.7 [43287f4e] PtrArrays v1.4.0 [1fd47b50] 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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 v1.5.2+0 [deac9b47] LibCURL_jll v8.20.0+1 [e37daf67] LibGit2_jll v1.9.4+0 [29816b5a] LibSSH2_jll v1.11.101+0 [14a3606d] MozillaCACerts_jll v2026.5.14 [4536629a] OpenBLAS_jll v0.3.33+0 [05823500] OpenLibm_jll v0.8.7+0 [458c3c95] OpenSSL_jll v3.5.6+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 v1.69.0+0 [3f19e933] p7zip_jll v17.8.0+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... [ Info: Log-likelihood at starting values -6964.662979191462 [ Info: Calculating log-likelihood at constants [ Info: Log-likelihood at starting values -6964.662979191462 [ Info: Optimization converged successfully after 7 iterations ┌ Info: Using method BFGS, └ 26 function evaluations, 26 gradient evaluations [ Info: Log-likelihood at constants: -5864.998302853351 [ Info: Optimization converged successfully after 12 iterations ┌ Info: Using method BFGS, └ 45 function evaluations, 45 gradient evaluations [ Info: Calculating and inverting Hessian ┌ Warning: No nests in nested logit model, it is equivalent to multinomial logit but less computationally efficient └ @ DiscreteChoiceModels ~/.julia/packages/DiscreteChoiceModels/4OEz1/src/nl.jl:157 [ Info: Log-likelihood at starting values -6964.662979191462 [ Info: Optimization converged successfully after 12 iterations ┌ Info: Using method BFGS, └ 45 function evaluations, 45 gradient evaluations [ Info: Calculating and inverting Hessian [ Info: Simulated log-likelihood at starting values -2253.777965473557 [ Info: Calculating log-likelihood at constants [ Info: Log-likelihood at constants: -2420.387479639125 Iter Function value Gradient norm 0 2.253778e+03 3.928589e+02 * time: 0.10767102241516113 1 2.136619e+03 1.013743e+02 * time: 70.62074995040894 2 2.115663e+03 1.061072e+02 * time: 140.3890700340271 3 1.823042e+03 4.627239e+02 * time: 318.9952630996704 4 1.820886e+03 4.578917e+02 * time: 447.1742260456085 5 1.697163e+03 6.109471e+01 * time: 474.70745396614075 6 1.673621e+03 3.045734e+01 * time: 516.2517929077148 7 1.669288e+03 2.443739e+01 * time: 544.7534840106964 8 1.666438e+03 2.412652e+01 * time: 587.4529800415039 9 1.586598e+03 1.208766e+02 * time: 658.6689989566803 10 1.581018e+03 1.002140e+02 * time: 715.7699129581451 11 1.538291e+03 7.795267e+01 * time: 772.6764841079712 12 1.536249e+03 7.455246e+01 * time: 813.6624579429626 13 1.523583e+03 3.499537e+01 * time: 842.0330898761749 14 1.482686e+03 4.702097e+01 * time: 913.0545768737793 15 1.480122e+03 3.487165e+01 * time: 955.9541549682617 16 1.468948e+03 2.498649e+01 * time: 984.2793209552765 17 1.465448e+03 2.511640e+01 * time: 1026.9055988788605 18 1.463922e+03 1.539095e+01 * time: 1068.7330310344696 19 1.446931e+03 2.973512e+01 * time: 1168.5110108852386 20 1.446910e+03 2.705017e+01 * time: 1239.8349828720093 21 1.443570e+03 9.951163e+00 * time: 1268.5038080215454 22 1.442855e+03 1.139677e+01 * time: 1296.9861199855804 23 1.442593e+03 4.582050e+00 * time: 1339.6487200260162 24 1.442518e+03 1.136092e+00 * time: 1381.8274540901184 25 1.442503e+03 3.418602e-01 * time: 1425.2244229316711 26 1.442501e+03 9.793628e-02 * time: 1454.4315700531006 27 1.442501e+03 4.025107e-02 * time: 1497.0647249221802 28 1.442501e+03 1.735867e-02 * time: 1539.4462690353394 29 1.442501e+03 5.366761e-03 * time: 1581.529808998108 30 1.442501e+03 4.175313e-04 * time: 1623.9549269676208 31 1.442501e+03 7.991753e-06 * time: 1666.1770648956299 32 1.442501e+03 1.063926e-07 * time: 1707.188877105713 33 1.442501e+03 1.339127e-09 * time: 1733.2073800563812 [ Info: Optimization converged successfully after 33 iterations ┌ Info: Using method BFGS, └ 124 function evaluations, 124 gradient evaluations [ Info: Calculating and inverting Hessian [ Info: Log-likelihood at starting values -12117.44904609395 [ Info: Optimization converged successfully after 53 iterations ┌ Info: Using method BFGS, └ 223 function evaluations, 223 gradient evaluations [ Info: Calculating and inverting Hessian Nested logit model Initial log-likelhood (at starting values): -12117.44904609395 Final log-likelihood: -3493.0397298632492 ┌───────────────────┬──────────┬───────────┬───────────┐ │ │ Coef │ Std. Err. │ Z-stat │ ├───────────────────┼──────────┼───────────┼───────────┤ │ θCar │ 0.25931 │ 0.18087 │ 1.43373 │ │ θMotor │ 0.80165 │ 0.20089 │ 3.99051 │ │ θNonMotor │ 0.85378 │ 0.11216 │ 7.61221 │ │ βInVehTime │ -0.12372 │ 0.02921 │ -4.23591 │ │ βCost │ -0.17571 │ 0.11966 │ -1.46840 │ │ αSR │ 1.42298 │ 1.00238 │ 1.41960 │ │ βLogIncomeSR │ -0.19382 │ 0.13555 │ -1.42991 │ │ αWalk │ 8.62155 │ 1.13894 │ 7.56979 │ │ βNonMotorTime │ -0.26558 │ 0.01631 │ -16.28627 │ │ βLogIncomeWalk │ -0.52279 │ 0.10038 │ -5.20803 │ │ αBike │ -0.25812 │ 1.33959 │ -0.19268 │ │ βLogIncomeBike │ -0.19697 │ 0.12355 │ -1.59435 │ │ αTransit │ 6.75466 │ 2.06499 │ 3.27103 │ │ βOutVehTime │ -0.25481 │ 0.06458 │ -3.94584 │ │ βLogIncomeTransit │ -0.55717 │ 0.16930 │ -3.29094 │ └───────────────────┴──────────┴───────────┴───────────┘ Nesting structure: - Motor - 5 - Car - 2 - 1 - NonMotor - 3 - 4 [ Info: Log-likelihood at starting values -486.4775372638265 [ Info: Optimization converged successfully after 36 iterations ┌ Info: Using method BFGS, └ 144 function evaluations, 144 gradient evaluations [ Info: Calculating and inverting Hessian Dict(:βcool_op_cost => -1.105, :βheat_install_cost => -0.554, :βheat_op_cost => -0.867, :θcooling => 0.601, :θnoncooling => 0.446, :αcooling => -6.064, :βcool_install_cost => -0.225, :βinc_cooling => 0.252, :βinc_room => -0.378) [ Info: Log-likelihood at starting values -6964.662979191462 [ Info: Optimization converged successfully after 16 iterations ┌ Info: Using method BFGS, └ 78 function evaluations, 78 gradient evaluations [ Info: Calculating and inverting Hessian Dict(:βtravel_time => -0.899, :αtrain => -0.512, :θExisting => 0.487, :αcar => -0.167, :αswissmetro => 0.0, :βcost => -0.857) (coefnames = [:βinc_tr, :βinc_cp], starting_values = [0.0, 0.0], fixed_coefs = Dict{Symbol, Number}(), utility_functions = Function[Main.var"##162".var"#4#5"(), Main.var"##162".var"#6#7"(), Main.var"##162".var"#8#9"()], alt_numbers = Dict{Any, Int64}("SOV" => 1, "Transit" => 2, "Carpool" => 3), columnnames = Set(Any[:income]), mixed_coefs = Any[], mixed_coefnames = Symbol[], mixed_levels = Union{Nothing, Symbol}[], groupcol = nothing, nests = [-1, -1, -1], iv_param_indices = [-1, -1, -1]) [ Info: Log-likelihood at starting values -5.493061443340549 [ Info: Calculating log-likelihood at constants [ Info: Log-likelihood at starting values -5.493061443340549 [ Info: Optimization converged successfully after 5 iterations ┌ Info: Using method BFGS, └ 14 function evaluations, 14 gradient evaluations [ Info: Log-likelihood at constants: -5.27460083993072 [ Info: Optimization converged successfully after 7 iterations ┌ Info: Using method BFGS, └ 28 function evaluations, 28 gradient evaluations [ Info: Calculating and inverting Hessian [ Info: Log-likelihood at starting values -5.493061443340547 [ Info: Optimization converged successfully after 14 iterations ┌ Info: Using method BFGS, └ 52 function evaluations, 52 gradient evaluations [ Info: Calculating and inverting Hessian Test Summary: | Pass Broken Total Time Package | 728 1 729 38m27.0s Testing DiscreteChoiceModels tests passed Testing completed after 2366.58s PkgEval succeeded after 2524.53s