Package evaluation of MarSwitching on Julia 1.13.0-DEV.873 (be59b3b2f4*) started at 2025-07-17T23:48:01.759 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Set-up completed after 9.8s ################################################################################ # Installation # Installing MarSwitching... Resolving package versions... Updating `~/.julia/environments/v1.13/Project.toml` [b2b8a7f1] + MarSwitching v0.2.3 Updating `~/.julia/environments/v1.13/Manifest.toml` [79e6a3ab] + Adapt v4.3.0 [66dad0bd] + AliasTables v1.1.3 [4fba245c] + ArrayInterface v7.19.0 [fa961155] + CEnum v0.5.0 [34da2185] + Compat v4.17.0 [187b0558] + ConstructionBase v1.6.0 [9a962f9c] + DataAPI v1.16.0 [864edb3b] + DataStructures v0.18.22 [31c24e10] + Distributions v0.25.120 [ffbed154] + DocStringExtensions v0.9.5 [1a297f60] + FillArrays v1.13.0 [6a86dc24] + FiniteDiff v2.27.0 [34004b35] + HypergeometricFunctions v0.3.28 [92d709cd] + IrrationalConstants v0.2.4 [692b3bcd] + JLLWrappers v1.7.0 [2ab3a3ac] + LogExpFunctions v0.3.29 [1914dd2f] + MacroTools v0.5.16 [b2b8a7f1] + MarSwitching v0.2.3 [e1d29d7a] + Missings v1.2.0 [76087f3c] + NLopt v1.2.0 [bac558e1] + OrderedCollections v1.8.1 [90014a1f] + PDMats v0.11.35 [21216c6a] + Preferences v1.4.3 [43287f4e] + PtrArrays v1.3.0 [1fd47b50] + QuadGK v2.11.2 [189a3867] + Reexport v1.2.2 [ae029012] + Requires v1.3.1 [79098fc4] + Rmath v0.8.0 [efcf1570] + Setfield v1.1.2 [a2af1166] + SortingAlgorithms v1.2.1 [276daf66] + SpecialFunctions v2.5.1 [1e83bf80] + StaticArraysCore v1.4.3 [10745b16] + Statistics v1.11.1 [82ae8749] + StatsAPI v1.7.1 [2913bbd2] + StatsBase v0.34.5 [4c63d2b9] + StatsFuns v1.5.0 [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 v1.12.0 [8f399da3] + Libdl v1.11.0 [37e2e46d] + LinearAlgebra v1.12.0 [d6f4376e] + Markdown v1.11.0 [de0858da] + Printf v1.11.0 [9a3f8284] + Random v1.11.0 [ea8e919c] + SHA v0.7.0 [9e88b42a] + Serialization v1.11.0 [2f01184e] + SparseArrays v1.12.0 [f489334b] + StyledStrings v1.11.0 [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 v0.3.29+0 [05823500] + OpenLibm_jll v0.8.5+0 [bea87d4a] + SuiteSparse_jll v7.10.1+0 [8e850b90] + libblastrampoline_jll v5.13.1+0 Installation completed after 4.73s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling package dependencies... Precompilation completed after 26.73s ################################################################################ # Testing # Testing MarSwitching Status `/tmp/jl_Ght5KI/Project.toml` [31c24e10] Distributions v0.25.120 [6a86dc24] FiniteDiff v2.27.0 [b2b8a7f1] MarSwitching v0.2.3 [76087f3c] NLopt v1.2.0 [2913bbd2] StatsBase v0.34.5 [37e2e46d] LinearAlgebra v1.12.0 [de0858da] Printf v1.11.0 [9a3f8284] Random v1.11.0 [8dfed614] Test v1.11.0 Status `/tmp/jl_Ght5KI/Manifest.toml` [79e6a3ab] Adapt v4.3.0 [66dad0bd] AliasTables v1.1.3 [4fba245c] ArrayInterface v7.19.0 [fa961155] CEnum v0.5.0 [34da2185] Compat v4.17.0 [187b0558] ConstructionBase v1.6.0 [9a962f9c] DataAPI v1.16.0 [864edb3b] DataStructures v0.18.22 [31c24e10] Distributions v0.25.120 [ffbed154] DocStringExtensions v0.9.5 [1a297f60] FillArrays v1.13.0 [6a86dc24] FiniteDiff v2.27.0 [34004b35] HypergeometricFunctions v0.3.28 [92d709cd] IrrationalConstants v0.2.4 [692b3bcd] JLLWrappers v1.7.0 [2ab3a3ac] LogExpFunctions v0.3.29 [1914dd2f] MacroTools v0.5.16 [b2b8a7f1] MarSwitching v0.2.3 [e1d29d7a] Missings v1.2.0 [76087f3c] NLopt v1.2.0 [bac558e1] OrderedCollections v1.8.1 [90014a1f] PDMats v0.11.35 [21216c6a] Preferences v1.4.3 [43287f4e] PtrArrays v1.3.0 [1fd47b50] QuadGK v2.11.2 [189a3867] Reexport v1.2.2 [ae029012] Requires v1.3.1 [79098fc4] Rmath v0.8.0 [efcf1570] Setfield v1.1.2 [a2af1166] SortingAlgorithms v1.2.1 [276daf66] SpecialFunctions v2.5.1 [1e83bf80] StaticArraysCore v1.4.3 [10745b16] Statistics v1.11.1 [82ae8749] StatsAPI v1.7.1 [2913bbd2] StatsBase v0.34.5 [4c63d2b9] StatsFuns v1.5.0 [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 v1.12.0 [8f399da3] Libdl v1.11.0 [37e2e46d] LinearAlgebra v1.12.0 [56ddb016] Logging v1.11.0 [d6f4376e] Markdown v1.11.0 [de0858da] Printf v1.11.0 [9a3f8284] Random v1.11.0 [ea8e919c] SHA v0.7.0 [9e88b42a] Serialization v1.11.0 [2f01184e] SparseArrays v1.12.0 [f489334b] StyledStrings v1.11.0 [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 v0.3.29+0 [05823500] OpenLibm_jll v0.8.5+0 [bea87d4a] SuiteSparse_jll v7.10.1+0 [8e850b90] libblastrampoline_jll v5.13.1+0 Testing Running tests... Seed: 76 β_i,1: 1.021 -1.55 0.89 0.328 ------------------------------ β_i,2: -0.499 -0.01 0.557 0.328 ------------------------------ β_i,3: 0.137 -1.796 0.464 0.328 ------------------------------ σ = [0.39, 0.869, 0.195] ---------------------------- P = 0.801 0.049 0.171 0.11 0.867 0.051 0.089 0.084 0.778 NLopt msg: XTOL_REACHED ------------------------------ Summary of regime 1: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | 1.021 | 0.025 | 40.701 | < 1e-3 β_1 | -1.55 | 0.024 | -65.725 | < 1e-3 β_2 | 0.89 | 0.024 | 36.554 | < 1e-3 β_3 | 0.328 | 0.011 | 30.418 | < 1e-3 σ | 0.39 | 0.015 | 25.823 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 5.02 periods ------------------------------------------------------------------- left-stochastic transition matrix: | regime 1 | regime 2 | regime 3 ---------------------------------------------------- regime 1 | 80.08% | 4.87% | 17.13% | regime 2 | 10.97% | 86.73% | 5.1% | regime 3 | 8.94% | 8.4% | 77.77% | Markov Switching Model with 3 regimes ================================================================= # of observations: 1000 AIC: 2088.642 # of estimated parameters: 19 BIC: 2181.89 Error distribution: Gaussian Instant. adj. R^2: 0.8588 Loglikelihood: -1025.3 Step-ahead adj. R^2: 0.6864 ----------------------------------------------------------------- ------------------------------ Summary of regime 1: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | 1.021 | 0.025 | 40.701 | < 1e-3 β_1 | -1.55 | 0.024 | -65.725 | < 1e-3 β_2 | 0.89 | 0.024 | 36.554 | < 1e-3 β_3 | 0.328 | 0.011 | 30.418 | < 1e-3 σ | 0.39 | 0.015 | 25.823 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 5.02 periods ------------------------------------------------------------------- ------------------------------ Summary of regime 2: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | -0.499 | 0.048 | -10.491 | < 1e-3 β_1 | -0.01 | 0.048 | -0.214 | 0.831 β_2 | 0.557 | 0.045 | 12.253 | < 1e-3 β_3 | 0.328 | 0.011 | 30.418 | < 1e-3 σ | 0.869 | 0.018 | 47.266 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 7.53 periods ------------------------------------------------------------------- ------------------------------ Summary of regime 3: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | 0.137 | 0.013 | 10.576 | < 1e-3 β_1 | -1.796 | 0.012 | -144.024 | < 1e-3 β_2 | 0.464 | 0.012 | 38.947 | < 1e-3 β_3 | 0.328 | 0.011 | 30.418 | < 1e-3 σ | 0.195 | 0.011 | 18.35 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 4.50 periods ------------------------------------------------------------------- left-stochastic transition matrix: | regime 1 | regime 2 | regime 3 ---------------------------------------------------- regime 1 | 80.085% | 4.87% | 17.131% | regime 2 | 10.973% | 86.727% | 5.1% | regime 3 | 8.942% | 8.403% | 77.769% | Test Summary: | Pass Total Time minimal test | 20 20 1m11.6s EM algorithm random search: 1 out of 3 | Q = 867.0 vs. Q_0 = 867.0 EM algorithm random search: 2 out of 3 | Q = 520.0 vs. Q_0 = 867.0 EM algorithm random search: 3 out of 3 | Q = 606.0 vs. Q_0 = 867.0 Q improvement with random search: 867.0 -> 867.0) EM algorithm random search: 1 out of 4 | Q = 900.0 vs. Q_0 = 900.0 EM algorithm random search: 2 out of 4 | Q = 900.0 vs. Q_0 = 900.0 EM algorithm random search: 3 out of 4 | Q = 900.0 vs. Q_0 = 900.0 EM algorithm random search: 4 out of 4 | Q = 900.0 vs. Q_0 = 900.0 Q improvement with random search: 900.0 -> 900.0) Test Summary: | Pass Total Time stochastic component μ, β + generate_msm(model) | 8 8 9.0s EM algorithm random search: 1 out of 3 | Q = 645.0 vs. Q_0 = 634.0 EM algorithm random search: 2 out of 3 | Q = 629.0 vs. Q_0 = 634.0 EM algorithm random search: 3 out of 3 | Q = 571.0 vs. Q_0 = 634.0 Q improvement with random search: 634.0 -> 645.0) Test Summary: | Pass Total Time test set | 2 2 3.5s EM algorithm random search: 1 out of 3 | Q = 271.0 vs. Q_0 = 276.0 EM algorithm random search: 2 out of 3 | Q = 292.0 vs. Q_0 = 276.0 EM algorithm random search: 3 out of 3 | Q = 266.0 vs. Q_0 = 276.0 Q improvement with random search: 276.0 -> 292.0) Test Summary: | Pass Total Time stochastic component - only non-s exogenous | 2 2 8.7s EM algorithm random search: 1 out of 3 | Q = 1270.0 vs. Q_0 = 2718.0 EM algorithm random search: 2 out of 3 | Q = 2718.0 vs. Q_0 = 2718.0 EM algorithm random search: 3 out of 3 | Q = 2718.0 vs. Q_0 = 2718.0 Q improvement with random search: 2718.0 -> 2718.0) Test Summary: | Pass Total Time stochastic component - no intercept model | 4 4 2.6s EM algorithm random search: 1 out of 3 | Q = 867.0 vs. Q_0 = 867.0 EM algorithm random search: 2 out of 3 | Q = 533.0 vs. Q_0 = 867.0 EM algorithm random search: 3 out of 3 | Q = 867.0 vs. Q_0 = 867.0 Q improvement with random search: 867.0 -> 867.0) Optimization random search: 1 out of 2 | LL = NaN Optimization random search: 2 out of 2 | LL = -735.0 loglikelihood improvement with random search: -735.0 -> -735.0 Test Summary: | Pass Total Time stochastic component - 3 state model every exogenous vars | 14 14 7.8s EM algorithm random search: 1 out of 3 | Q = 698.0 vs. Q_0 = 697.0 EM algorithm random search: 2 out of 3 | Q = 698.0 vs. Q_0 = 697.0 EM algorithm random search: 3 out of 3 | Q = 697.0 vs. Q_0 = 697.0 Q improvement with random search: 697.0 -> 698.0) Test Summary: | Pass Total Time stochastic component - non-switching variance | 3 3 1.1s calculating combination 1/3 | criterion: 722.624 calculating combination 2/3 | criterion: 719.379 calculating combination 3/3 | criterion: 727.265 Test Summary: | Pass Total Time stochastic component - model selection | 1 1 5.8s 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 = -120.0 Optimization random search: 2 out of 5 | LL = -120.0 Optimization random search: 3 out of 5 | LL = -120.0 Optimization random search: 4 out of 5 | LL = NaN Optimization random search: 5 out of 5 | LL = -120.0 loglikelihood improvement with random search: -120.0 -> -120.0 Time-varying parameters: =================================================================== Summary of term 1 (slope) in TVTP equations: ------------------------------------------------------------------- Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- δ_1 [1 -> 1] | 1.193 | 0.122 | 9.787 | < 1e-3 δ_1 [2 -> 1] | 0.727 | 0.202 | 3.608 | < 1e-3 ------------------------------------------------------------------- Test Summary: | Pass Total Time stochastic component - tvtp | 11 11 8.3s EM algorithm random search: 1 out of 3 | Q = 620.0 vs. Q_0 = 638.0 EM algorithm random search: 2 out of 3 | Q = 634.0 vs. Q_0 = 638.0 EM algorithm random search: 3 out of 3 | Q = 638.0 vs. Q_0 = 638.0 Q improvement with random search: 638.0 -> 638.0) Test Summary: | Pass Total Time predict function | 4 4 17.0s 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 0.3s Test Summary: | Pass Total Time Less crucial functions | 2 2 4.0s Testing MarSwitching tests passed Testing completed after 153.65s PkgEval succeeded after 207.03s