Package evaluation to test MichiBoost on Julia 1.14.0-DEV.2064 (1d5dcac2d2*) started at 2026-04-21T14:02:20.875 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Activating project at `~/.julia/environments/v1.14` Set-up completed after 14.81s ################################################################################ # Installation # Installing MichiBoost... Resolving package versions... Installed MichiBoost ─ v0.2.0 Updating `~/.julia/environments/v1.14/Project.toml` [d4c3b8e2] + MichiBoost v0.2.0 Updating `~/.julia/environments/v1.14/Manifest.toml` [324d7699] + CategoricalArrays v1.1.0 [34da2185] + Compat v4.18.1 [9a962f9c] + DataAPI v1.16.0 [e2d170a0] + DataValueInterfaces v1.0.0 [82899510] + IteratorInterfaceExtensions v1.0.0 [d4c3b8e2] + MichiBoost v0.2.0 [e1d29d7a] + Missings v1.2.0 [bac558e1] + OrderedCollections v1.8.1 [ae029012] + Requires v1.3.1 [10745b16] + Statistics v1.11.1 [3783bdb8] + TableTraits v1.0.1 [bd369af6] + Tables v1.12.1 [56f22d72] + Artifacts v1.11.0 [ade2ca70] + Dates v1.11.0 [9fa8497b] + Future v1.11.0 [8f399da3] + Libdl v1.11.0 [37e2e46d] + LinearAlgebra v1.13.0 [de0858da] + Printf v1.11.0 [9a3f8284] + Random v1.11.0 [ea8e919c] + SHA v1.0.0 [9e88b42a] + Serialization v1.11.0 [fa267f1f] + TOML v1.0.3 [cf7118a7] + UUIDs v1.11.0 [4ec0a83e] + Unicode v1.11.0 [e66e0078] + CompilerSupportLibraries_jll v1.3.0+1 [4536629a] + OpenBLAS_jll v0.3.30+0 [8e850b90] + libblastrampoline_jll v5.15.0+0 Installation completed after 5.08s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling package dependencies... Precompiling project... 2.3 s ✓ MichiBoost 1 dependency successfully precompiled in 4 seconds. 61 already precompiled. Precompilation completed after 29.97s ################################################################################ # Testing # Testing MichiBoost Status `/tmp/jl_4hECvs/Project.toml` [4c88cf16] Aqua v0.8.14 [324d7699] CategoricalArrays v1.1.0 [a93c6f00] DataFrames v1.8.2 [d4c3b8e2] MichiBoost v0.2.0 [10745b16] Statistics v1.11.1 [bd369af6] Tables v1.12.1 [9a3f8284] Random v1.11.0 [9e88b42a] Serialization v1.11.0 [8dfed614] Test v1.11.0 Status `/tmp/jl_4hECvs/Manifest.toml` [4c88cf16] Aqua v0.8.14 [324d7699] CategoricalArrays v1.1.0 [34da2185] Compat v4.18.1 [a8cc5b0e] Crayons v4.1.1 [9a962f9c] DataAPI v1.16.0 [a93c6f00] DataFrames v1.8.2 [864edb3b] DataStructures v0.19.4 [e2d170a0] DataValueInterfaces v1.0.0 [842dd82b] InlineStrings v1.4.5 [41ab1584] InvertedIndices v1.3.1 [82899510] IteratorInterfaceExtensions v1.0.0 [b964fa9f] LaTeXStrings v1.4.0 [d4c3b8e2] MichiBoost v0.2.0 [e1d29d7a] Missings v1.2.0 [bac558e1] OrderedCollections v1.8.1 [2dfb63ee] PooledArrays v1.4.3 [aea7be01] PrecompileTools v1.3.3 [21216c6a] Preferences v1.5.2 [08abe8d2] PrettyTables v3.3.2 [189a3867] Reexport v1.2.2 [ae029012] Requires v1.3.1 [91c51154] SentinelArrays v1.4.9 [a2af1166] SortingAlgorithms v1.2.2 [10745b16] Statistics v1.11.1 [892a3eda] StringManipulation v0.4.4 [3783bdb8] TableTraits v1.0.1 [bd369af6] Tables v1.12.1 [0dad84c5] ArgTools v1.1.2 [56f22d72] Artifacts v1.11.0 [2a0f44e3] Base64 v1.11.0 [ade2ca70] Dates 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 [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 [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 v8.19.0+0 [e37daf67] LibGit2_jll v1.9.2+0 [29816b5a] LibSSH2_jll v1.11.3+1 [14a3606d] MozillaCACerts_jll v2026.3.19 [4536629a] OpenBLAS_jll v0.3.30+0 [458c3c95] OpenSSL_jll v3.5.6+0 [efcefdf7] PCRE2_jll v10.47.0+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 Testing Running tests... Test Summary: | Pass Total Time Data | 20 20 49.9s Pool construction from table | 4 4 3.1s Pool construction with categorical features | 4 4 2.0s Pool construction from matrix | 2 2 1.2s Pool with feature_names and weight | 2 2 0.8s Sample weights are honored during training | 1 1 32.8s Pool slicing | 2 2 1.7s fit! with unlabeled Pool preserves categorical columns | 4 4 7.4s encode_categorical on empty input | 1 1 0.0s Test Summary: | Pass Total Time Training | 19 19 27.4s Regression training and prediction | 2 2 1.1s MAE loss function | 2 2 1.1s Binary classification | 3 3 0.9s Multiclass training and prediction | 4 4 13.6s String class labels | 1 1 1.8s Categorical features — ordered encoding | 1 1 1.2s Categorical features — plain encoding | 1 1 0.6s RSM feature subsampling | 3 3 1.2s Early stopping | 2 2 5.7s Test Summary: | Pass Total Time API | 37 37 26.5s prediction_type RawFormulaVal | 2 2 0.1s prediction_type Probability | 1 1 0.0s Feature importance returns real names | 3 3 2.2s Model save/load round-trip | 1 1 4.9s Regression CV | 4 4 9.0s cv() forwards all params | 1 1 0.8s Binary classification CV | 6 6 1.1s Multiclass classification CV | 6 6 1.0s Multiclass CV class-imbalanced folds | 1 1 0.5s SHAP values — regression | 3 3 3.6s SHAP values — binary classification | 2 2 0.4s SHAP values — multiclass | 2 2 1.2s SHAP values — rows sum to prediction minus baseline (regression) | 1 1 1.0s SHAP values — rows sum to prediction minus baseline (multiclass) | 3 3 0.5s SHAP values — accepts raw matrix | 1 1 0.1s Test Summary: | Pass Total Time Method ambiguity | 1 1 7.5s Test Summary: | Pass Total Time Unbound type parameters | 1 1 0.1s Test Summary: | Pass Total Time Undefined exports | 1 1 0.0s Test Summary: | Pass Total Time Compare Project.toml and test/Project.toml | 1 1 0.0s Test Summary: | Pass Total Time Stale dependencies | 1 1 4.4s Test Summary: | Pass Total Time Compat bounds | 4 4 0.8s Test Summary: | Pass Total Time Piracy | 1 1 0.2s Test Summary: | Pass Total Time Persistent tasks | 1 1 1m17.4s Testing MichiBoost tests passed Testing completed after 235.72s PkgEval succeeded after 297.77s