Package evaluation to test MarSwitching on Julia 1.14.0-DEV.1613 (8dab3f0623*) started at 2026-01-25T19:53:18.246 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Activating project at `~/.julia/environments/v1.14` Set-up completed after 9.9s ################################################################################ # Installation # Installing MarSwitching... Resolving package versions... Installed Adapt ─────────────────── v4.4.0 Installed Rmath_jll ─────────────── v0.5.1+0 Installed MacroTools ────────────── v0.5.16 Installed DataStructures ────────── v0.19.3 Installed HypergeometricFunctions ─ v0.3.28 Installed ConstructionBase ──────── v1.6.0 Installed FillArrays ────────────── v1.16.0 Installed OrderedCollections ────── v1.8.1 Installed AliasTables ───────────── v1.1.3 Installed DataAPI ───────────────── v1.16.0 Installed StatsAPI ──────────────── v1.8.0 Installed StatsBase ─────────────── v0.34.10 Installed Statistics ────────────── v1.11.1 Installed ArrayInterface ────────── v7.22.0 Installed CEnum ─────────────────── v0.5.0 Installed OpenSpecFun_jll ───────── v0.5.6+0 Installed IrrationalConstants ───── v0.2.6 Installed StaticArraysCore ──────── v1.4.4 Installed Requires ──────────────── v1.3.1 Installed QuadGK ────────────────── v2.11.2 Installed MarSwitching ──────────── v0.2.3 Installed PtrArrays ─────────────── v1.3.0 Installed StatsFuns ─────────────── v1.5.2 Installed LogExpFunctions ───────── v0.3.29 Installed Setfield ──────────────── v1.1.2 Installed FiniteDiff ────────────── v2.29.0 Installed Rmath ─────────────────── v0.9.0 Installed SpecialFunctions ──────── v2.6.1 Installed Distributions ─────────── v0.25.123 Installed Missings ──────────────── v1.2.0 Installed Reexport ──────────────── v1.2.2 Installed Preferences ───────────── v1.5.1 Installed JLLWrappers ───────────── v1.7.1 Installed PDMats ────────────────── v0.11.37 Installed SortingAlgorithms ─────── v1.2.2 Installed DocStringExtensions ───── v0.9.5 Installed NLopt ─────────────────── v1.2.1 Installed NLopt_jll ─────────────── v2.10.0+0 Installing 3 artifacts Installed artifact Rmath 121.9 KiB Installed artifact OpenSpecFun 194.9 KiB Installed artifact NLopt 322.7 KiB Updating `~/.julia/environments/v1.14/Project.toml` [b2b8a7f1] + MarSwitching v0.2.3 Updating `~/.julia/environments/v1.14/Manifest.toml` [79e6a3ab] + Adapt v4.4.0 [66dad0bd] + AliasTables v1.1.3 [4fba245c] + ArrayInterface v7.22.0 [fa961155] + CEnum v0.5.0 [187b0558] + ConstructionBase v1.6.0 [9a962f9c] + DataAPI v1.16.0 [864edb3b] + DataStructures v0.19.3 [31c24e10] + Distributions v0.25.123 [ffbed154] + DocStringExtensions v0.9.5 [1a297f60] + FillArrays v1.16.0 [6a86dc24] + FiniteDiff v2.29.0 [34004b35] + HypergeometricFunctions v0.3.28 [92d709cd] + IrrationalConstants v0.2.6 [692b3bcd] + JLLWrappers v1.7.1 [2ab3a3ac] + LogExpFunctions v0.3.29 [1914dd2f] + MacroTools v0.5.16 [b2b8a7f1] + MarSwitching v0.2.3 [e1d29d7a] + Missings v1.2.0 [76087f3c] + NLopt v1.2.1 [bac558e1] + OrderedCollections v1.8.1 [90014a1f] + PDMats v0.11.37 [21216c6a] + Preferences v1.5.1 [43287f4e] + PtrArrays v1.3.0 [1fd47b50] + QuadGK v2.11.2 [189a3867] + Reexport v1.2.2 [ae029012] + Requires v1.3.1 [79098fc4] + Rmath v0.9.0 [efcf1570] + Setfield v1.1.2 [a2af1166] + SortingAlgorithms v1.2.2 [276daf66] + SpecialFunctions v2.6.1 [1e83bf80] + StaticArraysCore v1.4.4 [10745b16] + Statistics v1.11.1 [82ae8749] + StatsAPI v1.8.0 [2913bbd2] + StatsBase v0.34.10 [4c63d2b9] + StatsFuns v1.5.2 [079eb43e] + NLopt_jll v2.10.0+0 [efe28fd5] + OpenSpecFun_jll v0.5.6+0 [f50d1b31] + Rmath_jll v0.5.1+0 [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 [2f01184e] + SparseArrays v1.13.0 [4607b0f0] + SuiteSparse [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 [05823500] + OpenLibm_jll v0.8.7+0 [bea87d4a] + SuiteSparse_jll v7.10.1+0 [8e850b90] + libblastrampoline_jll v5.15.0+0 Installation completed after 8.2s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling packages... 4743.2 ms ✓ TestEnv 1 dependency successfully precompiled in 5 seconds. 27 already precompiled. Precompiling package dependencies... Precompiling packages... 4397.1 ms ✓ MacroTools 787.5 ms ✓ Reexport 1733.2 ms ✓ Statistics 1325.6 ms ✓ DataAPI 1243.1 ms ✓ ConstructionBase 1805.8 ms ✓ IrrationalConstants 923.2 ms ✓ StaticArraysCore 877.7 ms ✓ StatsAPI 1147.2 ms ✓ Requires 1255.6 ms ✓ OrderedCollections 1152.4 ms ✓ DocStringExtensions 863.2 ms ✓ CEnum 2094.2 ms ✓ FillArrays 826.8 ms ✓ PtrArrays 1816.4 ms ✓ PDMats 1110.8 ms ✓ Preferences 1330.4 ms ✓ Statistics → SparseArraysExt 988.1 ms ✓ Missings 801.4 ms ✓ ConstructionBase → ConstructionBaseLinearAlgebraExt 965.1 ms ✓ Adapt 3593.8 ms ✓ DataStructures 1377.2 ms ✓ LogExpFunctions 1504.4 ms ✓ FillArrays → FillArraysSparseArraysExt 935.6 ms ✓ FillArrays → FillArraysStatisticsExt 991.4 ms ✓ AliasTables 1473.2 ms ✓ FillArrays → FillArraysPDMatsExt 1290.3 ms ✓ JLLWrappers 3292.0 ms ✓ Setfield 1312.3 ms ✓ ArrayInterface 1319.3 ms ✓ Adapt → AdaptSparseArraysExt 1265.0 ms ✓ SortingAlgorithms 2383.2 ms ✓ QuadGK 1812.1 ms ✓ NLopt_jll 1885.2 ms ✓ Rmath_jll 1825.3 ms ✓ OpenSpecFun_jll 859.7 ms ✓ ArrayInterface → ArrayInterfaceStaticArraysCoreExt 1355.3 ms ✓ ArrayInterface → ArrayInterfaceSparseArraysExt 4289.1 ms ✓ StatsBase 1994.6 ms ✓ NLopt 1591.1 ms ✓ Rmath 4437.3 ms ✓ SpecialFunctions 1326.4 ms ✓ FiniteDiff 1667.4 ms ✓ PDMats → StatsBaseExt 2112.8 ms ✓ HypergeometricFunctions 1233.7 ms ✓ FiniteDiff → FiniteDiffSparseArraysExt 2720.9 ms ✓ StatsFuns 8498.6 ms ✓ Distributions 3289.6 ms ✓ MarSwitching 3776.6 ms ✓ Distributions → DistributionsTestExt 49 dependencies successfully precompiled in 93 seconds. 18 already precompiled. Precompilation completed after 108.26s ################################################################################ # Testing # Testing MarSwitching Status `/tmp/jl_IX82k8/Project.toml` [31c24e10] Distributions v0.25.123 [6a86dc24] FiniteDiff v2.29.0 [b2b8a7f1] MarSwitching v0.2.3 [76087f3c] NLopt v1.2.1 [2913bbd2] StatsBase v0.34.10 [37e2e46d] LinearAlgebra v1.13.0 [de0858da] Printf v1.11.0 [9a3f8284] Random v1.11.0 [8dfed614] Test v1.11.0 Status `/tmp/jl_IX82k8/Manifest.toml` [79e6a3ab] Adapt v4.4.0 [66dad0bd] AliasTables v1.1.3 [4fba245c] ArrayInterface v7.22.0 [fa961155] CEnum v0.5.0 [187b0558] ConstructionBase v1.6.0 [9a962f9c] DataAPI v1.16.0 [864edb3b] DataStructures v0.19.3 [31c24e10] Distributions v0.25.123 [ffbed154] DocStringExtensions v0.9.5 [1a297f60] FillArrays v1.16.0 [6a86dc24] FiniteDiff v2.29.0 [34004b35] HypergeometricFunctions v0.3.28 [92d709cd] IrrationalConstants v0.2.6 [692b3bcd] JLLWrappers v1.7.1 [2ab3a3ac] LogExpFunctions v0.3.29 [1914dd2f] MacroTools v0.5.16 [b2b8a7f1] MarSwitching v0.2.3 [e1d29d7a] Missings v1.2.0 [76087f3c] NLopt v1.2.1 [bac558e1] OrderedCollections v1.8.1 [90014a1f] PDMats v0.11.37 [21216c6a] Preferences v1.5.1 [43287f4e] PtrArrays v1.3.0 [1fd47b50] QuadGK v2.11.2 [189a3867] Reexport v1.2.2 [ae029012] Requires v1.3.1 [79098fc4] Rmath v0.9.0 [efcf1570] Setfield v1.1.2 [a2af1166] SortingAlgorithms v1.2.2 [276daf66] SpecialFunctions v2.6.1 [1e83bf80] StaticArraysCore v1.4.4 [10745b16] Statistics v1.11.1 [82ae8749] StatsAPI v1.8.0 [2913bbd2] StatsBase v0.34.10 [4c63d2b9] StatsFuns v1.5.2 [079eb43e] NLopt_jll v2.10.0+0 [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 [9fa8497b] Future v1.11.0 [b77e0a4c] InteractiveUtils v1.11.0 [ac6e5ff7] JuliaSyntaxHighlighting v1.13.0 [8f399da3] Libdl v1.11.0 [37e2e46d] LinearAlgebra v1.13.0 [56ddb016] Logging v1.11.0 [d6f4376e] Markdown v1.11.0 [de0858da] Printf v1.11.0 [9a3f8284] Random v1.11.0 [ea8e919c] SHA v1.0.0 [9e88b42a] Serialization 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 v1.3.0+1 [4536629a] OpenBLAS_jll v0.3.30+0 [05823500] OpenLibm_jll v0.8.7+0 [bea87d4a] SuiteSparse_jll v7.10.1+0 [8e850b90] libblastrampoline_jll v5.15.0+0 Testing Running tests... Seed: 89 β_i,1: -0.497 -0.014 0.564 0.324 ------------------------------ β_i,2: 0.118 -1.808 0.458 0.324 ------------------------------ β_i,3: 0.988 -1.443 0.871 0.324 ------------------------------ σ = [0.791, 0.193, 0.409] ---------------------------- P = 0.881 0.058 0.113 0.077 0.735 0.118 0.042 0.207 0.769 NLopt msg: XTOL_REACHED ------------------------------ Summary of regime 1: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | -0.497 | 0.041 | -12.12 | < 1e-3 β_1 | -0.014 | 0.041 | -0.336 | 0.737 β_2 | 0.564 | 0.042 | 13.545 | < 1e-3 β_3 | 0.324 | 0.012 | 26.844 | < 1e-3 σ | 0.791 | 0.016 | 48.79 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 8.41 periods ------------------------------------------------------------------- left-stochastic transition matrix: | regime 1 | regime 2 | regime 3 ---------------------------------------------------- regime 1 | 88.11% | 5.82% | 11.32% | regime 2 | 7.74% | 73.51% | 11.75% | regime 3 | 4.16% | 20.66% | 76.93% | Markov Switching Model with 3 regimes ================================================================= # of observations: 1000 AIC: 2122.838 # of estimated parameters: 19 BIC: 2216.085 Error distribution: Gaussian Instant. adj. R^2: 0.8684 Loglikelihood: -1042.4 Step-ahead adj. R^2: 0.6488 ----------------------------------------------------------------- ------------------------------ Summary of regime 1: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | -0.497 | 0.041 | -12.12 | < 1e-3 β_1 | -0.014 | 0.041 | -0.336 | 0.737 β_2 | 0.564 | 0.042 | 13.545 | < 1e-3 β_3 | 0.324 | 0.012 | 26.844 | < 1e-3 σ | 0.791 | 0.016 | 48.79 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 8.41 periods ------------------------------------------------------------------- ------------------------------ Summary of regime 2: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | 0.118 | 0.014 | 8.307 | < 1e-3 β_1 | -1.808 | 0.013 | -140.148 | < 1e-3 β_2 | 0.458 | 0.013 | 35.097 | < 1e-3 β_3 | 0.324 | 0.012 | 26.844 | < 1e-3 σ | 0.193 | 0.013 | 15.032 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 3.78 periods ------------------------------------------------------------------- ------------------------------ Summary of regime 3: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | 0.988 | 0.028 | 35.738 | < 1e-3 β_1 | -1.443 | 0.024 | -60.472 | < 1e-3 β_2 | 0.871 | 0.027 | 32.554 | < 1e-3 β_3 | 0.324 | 0.012 | 26.844 | < 1e-3 σ | 0.409 | 0.016 | 26.326 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 4.33 periods ------------------------------------------------------------------- left-stochastic transition matrix: | regime 1 | regime 2 | regime 3 ---------------------------------------------------- regime 1 | 88.106% | 5.824% | 11.322% | regime 2 | 7.736% | 73.511% | 11.753% | regime 3 | 4.158% | 20.664% | 76.925% | Test Summary: | Pass Total Time minimal test | 20 20 55.2s EM algorithm random search: 1 out of 3 | Q = 997.0 vs. Q_0 = 997.0 EM algorithm random search: 2 out of 3 | Q = 997.0 vs. Q_0 = 997.0 EM algorithm random search: 3 out of 3 | Q = 997.0 vs. Q_0 = 997.0 Q improvement with random search: 997.0 -> 997.0) EM algorithm random search: 1 out of 4 | Q = 959.0 vs. Q_0 = 959.0 EM algorithm random search: 2 out of 4 | Q = 959.0 vs. Q_0 = 959.0 EM algorithm random search: 3 out of 4 | Q = 959.0 vs. Q_0 = 959.0 EM algorithm random search: 4 out of 4 | Q = 959.0 vs. Q_0 = 959.0 Q improvement with random search: 959.0 -> 959.0) Test Summary: | Pass Total Time stochastic component μ, β + generate_msm(model) | 8 8 5.9s EM algorithm random search: 1 out of 3 | Q = 753.0 vs. Q_0 = 771.0 EM algorithm random search: 2 out of 3 | Q = 756.0 vs. Q_0 = 771.0 EM algorithm random search: 3 out of 3 | Q = 760.0 vs. Q_0 = 771.0 Q improvement with random search: 771.0 -> 771.0) Test Summary: | Pass Total Time test set | 2 2 7.5s EM algorithm random search: 1 out of 3 | Q = 284.0 vs. Q_0 = 284.0 EM algorithm random search: 2 out of 3 | Q = 281.0 vs. Q_0 = 284.0 EM algorithm random search: 3 out of 3 | Q = 295.0 vs. Q_0 = 284.0 Q improvement with random search: 284.0 -> 295.0) Test Summary: | Pass Total Time stochastic component - only non-s exogenous | 2 2 9.5s EM algorithm random search: 1 out of 3 | Q = 2761.0 vs. Q_0 = 2761.0 EM algorithm random search: 2 out of 3 | Q = 2761.0 vs. Q_0 = 2761.0 EM algorithm random search: 3 out of 3 | Q = 2762.0 vs. Q_0 = 2761.0 Q improvement with random search: 2761.0 -> 2762.0) Test Summary: | Pass Total Time stochastic component - no intercept model | 4 4 1.7s EM algorithm random search: 1 out of 3 | Q = 969.0 vs. Q_0 = 969.0 EM algorithm random search: 2 out of 3 | Q = 969.0 vs. Q_0 = 969.0 EM algorithm random search: 3 out of 3 | Q = 969.0 vs. Q_0 = 969.0 Q improvement with random search: 969.0 -> 969.0) Optimization random search: 1 out of 2 | LL = -646.0 Optimization random search: 2 out of 2 | LL = -646.0 loglikelihood improvement with random search: -646.0 -> -646.0 Test Summary: | Pass Total Time stochastic component - 3 state model every exogenous vars | 14 14 6.3s EM algorithm random search: 1 out of 3 | Q = 746.0 vs. Q_0 = 746.0 EM algorithm random search: 2 out of 3 | Q = 746.0 vs. Q_0 = 746.0 EM algorithm random search: 3 out of 3 | Q = 534.0 vs. Q_0 = 746.0 Q improvement with random search: 746.0 -> 746.0) Test Summary: | Pass Total Time stochastic component - non-switching variance | 3 3 0.6s calculating combination 1/3 | criterion: 706.993 calculating combination 2/3 | criterion: 741.258 calculating combination 3/3 | criterion: 687.515 Test Summary: | Pass Total Time stochastic component - model selection | 1 1 3.7s EM algorithm random search: 1 out of 5 | Q = 829.0 vs. Q_0 = 829.0 EM algorithm random search: 2 out of 5 | Q = 829.0 vs. Q_0 = 829.0 EM algorithm random search: 3 out of 5 | Q = 829.0 vs. Q_0 = 829.0 EM algorithm random search: 4 out of 5 | Q = 829.0 vs. Q_0 = 829.0 EM algorithm random search: 5 out of 5 | Q = 829.0 vs. Q_0 = 829.0 Q improvement with random search: 829.0 -> 829.0) Optimization random search: 1 out of 5 | LL = -90.0 Optimization random search: 2 out of 5 | LL = -90.0 Optimization random search: 3 out of 5 | LL = -90.0 Optimization random search: 4 out of 5 | LL = -293.0 Optimization random search: 5 out of 5 | LL = -90.0 loglikelihood improvement with random search: -90.0 -> -90.0 Time-varying parameters: =================================================================== Summary of term 1 (slope) in TVTP equations: ------------------------------------------------------------------- Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- δ_1 [1 -> 1] | 1.525 | 0.139 | 11.002 | < 1e-3 δ_1 [2 -> 1] | 0.719 | 0.235 | 3.059 | 0.002 ------------------------------------------------------------------- Test Summary: | Pass Total Time stochastic component - tvtp | 11 11 5.5s EM algorithm random search: 1 out of 3 | Q = 745.0 vs. Q_0 = 743.0 EM algorithm random search: 2 out of 3 | Q = 744.0 vs. Q_0 = 743.0 EM algorithm random search: 3 out of 3 | Q = 745.0 vs. Q_0 = 743.0 Q improvement with random search: 743.0 -> 745.0) Test Summary: | Pass Total Time predict function | 4 4 3.5s k: 2, n_β: 0, n_β_ns: 0, intercept: switching k: 2, n_β: 0, n_β_ns: 0, intercept: non-switching k: 2, n_β: 0, n_β_ns: 1, intercept: switching k: 2, n_β: 0, n_β_ns: 1, intercept: non-switching k: 2, n_β: 0, n_β_ns: 2, intercept: switching k: 2, n_β: 0, n_β_ns: 2, intercept: non-switching k: 2, n_β: 0, n_β_ns: 3, intercept: switching k: 2, n_β: 0, n_β_ns: 3, intercept: non-switching k: 2, n_β: 0, n_β_ns: 4, intercept: switching k: 2, n_β: 0, n_β_ns: 4, intercept: non-switching k: 2, n_β: 0, n_β_ns: 5, intercept: switching k: 2, n_β: 0, n_β_ns: 5, intercept: non-switching k: 2, n_β: 1, n_β_ns: 0, intercept: switching k: 2, n_β: 1, n_β_ns: 0, intercept: non-switching k: 2, n_β: 1, n_β_ns: 1, intercept: switching k: 2, n_β: 1, n_β_ns: 1, intercept: non-switching k: 2, n_β: 1, n_β_ns: 2, intercept: switching k: 2, n_β: 1, n_β_ns: 2, intercept: non-switching k: 2, n_β: 1, n_β_ns: 3, intercept: switching k: 2, n_β: 1, n_β_ns: 3, intercept: non-switching k: 2, n_β: 1, n_β_ns: 4, intercept: switching k: 2, n_β: 1, n_β_ns: 4, intercept: non-switching k: 2, n_β: 1, n_β_ns: 5, intercept: switching k: 2, n_β: 1, n_β_ns: 5, intercept: non-switching k: 2, n_β: 2, n_β_ns: 0, intercept: switching k: 2, n_β: 2, n_β_ns: 0, intercept: non-switching k: 2, n_β: 2, n_β_ns: 1, intercept: switching k: 2, n_β: 2, n_β_ns: 1, intercept: non-switching k: 2, n_β: 2, n_β_ns: 2, intercept: switching k: 2, n_β: 2, n_β_ns: 2, intercept: non-switching k: 2, n_β: 2, n_β_ns: 3, intercept: switching k: 2, n_β: 2, n_β_ns: 3, intercept: non-switching k: 2, n_β: 2, n_β_ns: 4, intercept: switching k: 2, n_β: 2, n_β_ns: 4, intercept: non-switching k: 2, n_β: 2, n_β_ns: 5, intercept: switching k: 2, n_β: 2, n_β_ns: 5, intercept: non-switching k: 2, n_β: 3, n_β_ns: 0, intercept: switching k: 2, n_β: 3, n_β_ns: 0, intercept: non-switching k: 2, n_β: 3, n_β_ns: 1, intercept: switching k: 2, n_β: 3, n_β_ns: 1, intercept: non-switching k: 2, n_β: 3, n_β_ns: 2, intercept: switching k: 2, n_β: 3, n_β_ns: 2, intercept: non-switching k: 2, n_β: 3, n_β_ns: 3, intercept: switching k: 2, n_β: 3, n_β_ns: 3, intercept: non-switching k: 2, n_β: 3, n_β_ns: 4, intercept: switching k: 2, n_β: 3, n_β_ns: 4, intercept: non-switching k: 2, n_β: 3, n_β_ns: 5, intercept: switching k: 2, n_β: 3, n_β_ns: 5, intercept: non-switching k: 2, n_β: 4, n_β_ns: 0, intercept: switching k: 2, n_β: 4, n_β_ns: 0, intercept: non-switching k: 2, n_β: 4, n_β_ns: 1, intercept: switching k: 2, n_β: 4, n_β_ns: 1, intercept: non-switching k: 2, n_β: 4, n_β_ns: 2, intercept: switching k: 2, n_β: 4, n_β_ns: 2, intercept: non-switching k: 2, n_β: 4, n_β_ns: 3, intercept: switching k: 2, n_β: 4, n_β_ns: 3, intercept: non-switching k: 2, n_β: 4, n_β_ns: 4, intercept: switching k: 2, n_β: 4, n_β_ns: 4, intercept: non-switching k: 2, n_β: 4, n_β_ns: 5, intercept: switching k: 2, n_β: 4, n_β_ns: 5, intercept: non-switching k: 2, n_β: 5, n_β_ns: 0, intercept: switching k: 2, n_β: 5, n_β_ns: 0, intercept: non-switching k: 2, n_β: 5, n_β_ns: 1, intercept: switching k: 2, n_β: 5, n_β_ns: 1, intercept: non-switching k: 2, n_β: 5, n_β_ns: 2, intercept: switching k: 2, n_β: 5, n_β_ns: 2, intercept: non-switching k: 2, n_β: 5, n_β_ns: 3, intercept: switching k: 2, n_β: 5, n_β_ns: 3, intercept: non-switching k: 2, n_β: 5, n_β_ns: 4, intercept: switching k: 2, n_β: 5, n_β_ns: 4, intercept: non-switching k: 2, n_β: 5, n_β_ns: 5, intercept: switching k: 2, n_β: 5, n_β_ns: 5, intercept: non-switching k: 3, n_β: 0, n_β_ns: 0, intercept: switching k: 3, n_β: 0, n_β_ns: 0, intercept: non-switching k: 3, n_β: 0, n_β_ns: 1, intercept: switching k: 3, n_β: 0, n_β_ns: 1, intercept: non-switching k: 3, n_β: 0, n_β_ns: 2, intercept: switching k: 3, n_β: 0, n_β_ns: 2, intercept: non-switching k: 3, n_β: 0, n_β_ns: 3, intercept: switching k: 3, n_β: 0, n_β_ns: 3, intercept: non-switching k: 3, n_β: 0, n_β_ns: 4, intercept: switching k: 3, n_β: 0, n_β_ns: 4, intercept: non-switching k: 3, n_β: 0, n_β_ns: 5, intercept: switching k: 3, n_β: 0, n_β_ns: 5, intercept: non-switching k: 3, n_β: 1, n_β_ns: 0, intercept: switching k: 3, n_β: 1, n_β_ns: 0, intercept: non-switching k: 3, n_β: 1, n_β_ns: 1, intercept: switching k: 3, n_β: 1, n_β_ns: 1, intercept: non-switching k: 3, n_β: 1, n_β_ns: 2, intercept: switching k: 3, n_β: 1, n_β_ns: 2, intercept: non-switching k: 3, n_β: 1, n_β_ns: 3, intercept: switching k: 3, n_β: 1, n_β_ns: 3, intercept: non-switching k: 3, n_β: 1, n_β_ns: 4, intercept: switching k: 3, n_β: 1, n_β_ns: 4, intercept: non-switching k: 3, n_β: 1, n_β_ns: 5, intercept: switching k: 3, n_β: 1, n_β_ns: 5, intercept: non-switching k: 3, n_β: 2, n_β_ns: 0, intercept: switching k: 3, n_β: 2, n_β_ns: 0, intercept: non-switching k: 3, n_β: 2, n_β_ns: 1, intercept: switching k: 3, n_β: 2, n_β_ns: 1, intercept: non-switching k: 3, n_β: 2, n_β_ns: 2, intercept: switching k: 3, n_β: 2, n_β_ns: 2, intercept: non-switching k: 3, n_β: 2, n_β_ns: 3, intercept: switching k: 3, n_β: 2, n_β_ns: 3, intercept: non-switching k: 3, n_β: 2, n_β_ns: 4, intercept: switching k: 3, n_β: 2, n_β_ns: 4, intercept: non-switching k: 3, n_β: 2, n_β_ns: 5, intercept: switching k: 3, n_β: 2, n_β_ns: 5, intercept: non-switching k: 3, n_β: 3, n_β_ns: 0, intercept: switching k: 3, n_β: 3, n_β_ns: 0, intercept: non-switching k: 3, n_β: 3, n_β_ns: 1, intercept: switching k: 3, n_β: 3, n_β_ns: 1, intercept: non-switching k: 3, n_β: 3, n_β_ns: 2, intercept: switching k: 3, n_β: 3, n_β_ns: 2, intercept: non-switching k: 3, n_β: 3, n_β_ns: 3, intercept: switching k: 3, n_β: 3, n_β_ns: 3, intercept: non-switching k: 3, n_β: 3, n_β_ns: 4, intercept: switching k: 3, n_β: 3, n_β_ns: 4, intercept: non-switching k: 3, n_β: 3, n_β_ns: 5, intercept: switching k: 3, n_β: 3, n_β_ns: 5, intercept: non-switching k: 3, n_β: 4, n_β_ns: 0, intercept: switching k: 3, n_β: 4, n_β_ns: 0, intercept: non-switching k: 3, n_β: 4, n_β_ns: 1, intercept: switching k: 3, n_β: 4, n_β_ns: 1, intercept: non-switching k: 3, n_β: 4, n_β_ns: 2, intercept: switching k: 3, n_β: 4, n_β_ns: 2, intercept: non-switching k: 3, n_β: 4, n_β_ns: 3, intercept: switching k: 3, n_β: 4, n_β_ns: 3, intercept: non-switching k: 3, n_β: 4, n_β_ns: 4, intercept: switching k: 3, n_β: 4, n_β_ns: 4, intercept: non-switching k: 3, n_β: 4, n_β_ns: 5, intercept: switching k: 3, n_β: 4, n_β_ns: 5, intercept: non-switching k: 3, n_β: 5, n_β_ns: 0, intercept: switching k: 3, n_β: 5, n_β_ns: 0, intercept: non-switching k: 3, n_β: 5, n_β_ns: 1, intercept: switching k: 3, n_β: 5, n_β_ns: 1, intercept: non-switching k: 3, n_β: 5, n_β_ns: 2, intercept: switching k: 3, n_β: 5, n_β_ns: 2, intercept: non-switching k: 3, n_β: 5, n_β_ns: 3, intercept: switching k: 3, n_β: 5, n_β_ns: 3, intercept: non-switching k: 3, n_β: 5, n_β_ns: 4, intercept: switching k: 3, n_β: 5, n_β_ns: 4, intercept: non-switching k: 3, n_β: 5, n_β_ns: 5, intercept: switching k: 3, n_β: 5, n_β_ns: 5, intercept: non-switching k: 4, n_β: 0, n_β_ns: 0, intercept: switching k: 4, n_β: 0, n_β_ns: 0, intercept: non-switching k: 4, n_β: 0, n_β_ns: 1, intercept: switching k: 4, n_β: 0, n_β_ns: 1, intercept: non-switching k: 4, n_β: 0, n_β_ns: 2, intercept: switching k: 4, n_β: 0, n_β_ns: 2, intercept: non-switching k: 4, n_β: 0, n_β_ns: 3, intercept: switching k: 4, n_β: 0, n_β_ns: 3, intercept: non-switching k: 4, n_β: 0, n_β_ns: 4, intercept: switching k: 4, n_β: 0, n_β_ns: 4, intercept: non-switching k: 4, n_β: 0, n_β_ns: 5, intercept: switching k: 4, n_β: 0, n_β_ns: 5, intercept: non-switching k: 4, n_β: 1, n_β_ns: 0, intercept: switching k: 4, n_β: 1, n_β_ns: 0, intercept: non-switching k: 4, n_β: 1, n_β_ns: 1, intercept: switching k: 4, n_β: 1, n_β_ns: 1, intercept: non-switching k: 4, n_β: 1, n_β_ns: 2, intercept: switching k: 4, n_β: 1, n_β_ns: 2, intercept: non-switching k: 4, n_β: 1, n_β_ns: 3, intercept: switching k: 4, n_β: 1, n_β_ns: 3, intercept: non-switching k: 4, n_β: 1, n_β_ns: 4, intercept: switching k: 4, n_β: 1, n_β_ns: 4, intercept: non-switching k: 4, n_β: 1, n_β_ns: 5, intercept: switching k: 4, n_β: 1, n_β_ns: 5, intercept: non-switching k: 4, n_β: 2, n_β_ns: 0, intercept: switching k: 4, n_β: 2, n_β_ns: 0, intercept: non-switching k: 4, n_β: 2, n_β_ns: 1, intercept: switching k: 4, n_β: 2, n_β_ns: 1, intercept: non-switching k: 4, n_β: 2, n_β_ns: 2, intercept: switching k: 4, n_β: 2, n_β_ns: 2, intercept: non-switching k: 4, n_β: 2, n_β_ns: 3, intercept: switching k: 4, n_β: 2, n_β_ns: 3, intercept: non-switching k: 4, n_β: 2, n_β_ns: 4, intercept: switching k: 4, n_β: 2, n_β_ns: 4, intercept: non-switching k: 4, n_β: 2, n_β_ns: 5, intercept: switching k: 4, n_β: 2, n_β_ns: 5, intercept: non-switching k: 4, n_β: 3, n_β_ns: 0, intercept: switching k: 4, n_β: 3, n_β_ns: 0, intercept: non-switching k: 4, n_β: 3, n_β_ns: 1, intercept: switching k: 4, n_β: 3, n_β_ns: 1, intercept: non-switching k: 4, n_β: 3, n_β_ns: 2, intercept: switching k: 4, n_β: 3, n_β_ns: 2, intercept: non-switching k: 4, n_β: 3, n_β_ns: 3, intercept: switching k: 4, n_β: 3, n_β_ns: 3, intercept: non-switching k: 4, n_β: 3, n_β_ns: 4, intercept: switching k: 4, n_β: 3, n_β_ns: 4, intercept: non-switching k: 4, n_β: 3, n_β_ns: 5, intercept: switching k: 4, n_β: 3, n_β_ns: 5, intercept: non-switching k: 4, n_β: 4, n_β_ns: 0, intercept: switching k: 4, n_β: 4, n_β_ns: 0, intercept: non-switching k: 4, n_β: 4, n_β_ns: 1, intercept: switching k: 4, n_β: 4, n_β_ns: 1, intercept: non-switching k: 4, n_β: 4, n_β_ns: 2, intercept: switching k: 4, n_β: 4, n_β_ns: 2, intercept: non-switching k: 4, n_β: 4, n_β_ns: 3, intercept: switching k: 4, n_β: 4, n_β_ns: 3, intercept: non-switching k: 4, n_β: 4, n_β_ns: 4, intercept: switching k: 4, n_β: 4, n_β_ns: 4, intercept: non-switching k: 4, n_β: 4, n_β_ns: 5, intercept: switching k: 4, n_β: 4, n_β_ns: 5, intercept: non-switching k: 4, n_β: 5, n_β_ns: 0, intercept: switching k: 4, n_β: 5, n_β_ns: 0, intercept: non-switching k: 4, n_β: 5, n_β_ns: 1, intercept: switching k: 4, n_β: 5, n_β_ns: 1, intercept: non-switching k: 4, n_β: 5, n_β_ns: 2, intercept: switching k: 4, n_β: 5, n_β_ns: 2, intercept: non-switching k: 4, n_β: 5, n_β_ns: 3, intercept: switching k: 4, n_β: 5, n_β_ns: 3, intercept: non-switching k: 4, n_β: 5, n_β_ns: 4, intercept: switching k: 4, n_β: 5, n_β_ns: 4, intercept: non-switching k: 4, n_β: 5, n_β_ns: 5, intercept: switching k: 4, n_β: 5, n_β_ns: 5, intercept: non-switching k: 5, n_β: 0, n_β_ns: 0, intercept: switching k: 5, n_β: 0, n_β_ns: 0, intercept: non-switching k: 5, n_β: 0, n_β_ns: 1, intercept: switching k: 5, n_β: 0, n_β_ns: 1, intercept: non-switching k: 5, n_β: 0, n_β_ns: 2, intercept: switching k: 5, n_β: 0, n_β_ns: 2, intercept: non-switching k: 5, n_β: 0, n_β_ns: 3, intercept: switching k: 5, n_β: 0, n_β_ns: 3, intercept: non-switching k: 5, n_β: 0, n_β_ns: 4, intercept: switching k: 5, n_β: 0, n_β_ns: 4, intercept: non-switching k: 5, n_β: 0, n_β_ns: 5, intercept: switching k: 5, n_β: 0, n_β_ns: 5, intercept: non-switching k: 5, n_β: 1, n_β_ns: 0, intercept: switching k: 5, n_β: 1, n_β_ns: 0, intercept: non-switching k: 5, n_β: 1, n_β_ns: 1, intercept: switching k: 5, n_β: 1, n_β_ns: 1, intercept: non-switching k: 5, n_β: 1, n_β_ns: 2, intercept: switching k: 5, n_β: 1, n_β_ns: 2, intercept: non-switching k: 5, n_β: 1, n_β_ns: 3, intercept: switching k: 5, n_β: 1, n_β_ns: 3, intercept: non-switching k: 5, n_β: 1, n_β_ns: 4, intercept: switching k: 5, n_β: 1, n_β_ns: 4, intercept: non-switching k: 5, n_β: 1, n_β_ns: 5, intercept: switching k: 5, n_β: 1, n_β_ns: 5, intercept: non-switching k: 5, n_β: 2, n_β_ns: 0, intercept: switching k: 5, n_β: 2, n_β_ns: 0, intercept: non-switching k: 5, n_β: 2, n_β_ns: 1, intercept: switching k: 5, n_β: 2, n_β_ns: 1, intercept: non-switching k: 5, n_β: 2, n_β_ns: 2, intercept: switching k: 5, n_β: 2, n_β_ns: 2, intercept: non-switching k: 5, n_β: 2, n_β_ns: 3, intercept: switching k: 5, n_β: 2, n_β_ns: 3, intercept: non-switching k: 5, n_β: 2, n_β_ns: 4, intercept: switching k: 5, n_β: 2, n_β_ns: 4, intercept: non-switching k: 5, n_β: 2, n_β_ns: 5, intercept: switching k: 5, n_β: 2, n_β_ns: 5, intercept: non-switching k: 5, n_β: 3, n_β_ns: 0, intercept: switching k: 5, n_β: 3, n_β_ns: 0, intercept: non-switching k: 5, n_β: 3, n_β_ns: 1, intercept: switching k: 5, n_β: 3, n_β_ns: 1, intercept: non-switching k: 5, n_β: 3, n_β_ns: 2, intercept: switching k: 5, n_β: 3, n_β_ns: 2, intercept: non-switching k: 5, n_β: 3, n_β_ns: 3, intercept: switching k: 5, n_β: 3, n_β_ns: 3, intercept: non-switching k: 5, n_β: 3, n_β_ns: 4, intercept: switching k: 5, n_β: 3, n_β_ns: 4, intercept: non-switching k: 5, n_β: 3, n_β_ns: 5, intercept: switching k: 5, n_β: 3, n_β_ns: 5, intercept: non-switching k: 5, n_β: 4, n_β_ns: 0, intercept: switching k: 5, n_β: 4, n_β_ns: 0, intercept: non-switching k: 5, n_β: 4, n_β_ns: 1, intercept: switching k: 5, n_β: 4, n_β_ns: 1, intercept: non-switching k: 5, n_β: 4, n_β_ns: 2, intercept: switching k: 5, n_β: 4, n_β_ns: 2, intercept: non-switching k: 5, n_β: 4, n_β_ns: 3, intercept: switching k: 5, n_β: 4, n_β_ns: 3, intercept: non-switching k: 5, n_β: 4, n_β_ns: 4, intercept: switching k: 5, n_β: 4, n_β_ns: 4, intercept: non-switching k: 5, n_β: 4, n_β_ns: 5, intercept: switching k: 5, n_β: 4, n_β_ns: 5, intercept: non-switching k: 5, n_β: 5, n_β_ns: 0, intercept: switching k: 5, n_β: 5, n_β_ns: 0, intercept: non-switching k: 5, n_β: 5, n_β_ns: 1, intercept: switching k: 5, n_β: 5, n_β_ns: 1, intercept: non-switching k: 5, n_β: 5, n_β_ns: 2, intercept: switching k: 5, n_β: 5, n_β_ns: 2, intercept: non-switching k: 5, n_β: 5, n_β_ns: 3, intercept: switching k: 5, n_β: 5, n_β_ns: 3, intercept: non-switching k: 5, n_β: 5, n_β_ns: 4, intercept: switching k: 5, n_β: 5, n_β_ns: 4, intercept: non-switching k: 5, n_β: 5, n_β_ns: 5, intercept: switching k: 5, n_β: 5, n_β_ns: 5, intercept: non-switching Test Summary: | Pass Total Time parameter transformation | 1442 1442 0.1s Test Summary: | Pass Total Time Less crucial functions | 2 2 1.7s Testing MarSwitching tests passed Testing completed after 162.96s PkgEval succeeded after 313.94s