Package evaluation of MarSwitching on Julia 1.13.0-DEV.733 (c0ecfe9bcc*) started at 2025-06-12T19:08:04.784 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Set-up completed after 8.41s ################################################################################ # 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 v4.16.0 [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 v1.1.4 [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 v5.12.0+0 Installation completed after 4.27s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling package dependencies... Precompilation completed after 23.36s ################################################################################ # Testing # Testing MarSwitching Status `/tmp/jl_6hn6jH/Project.toml` [31c24e10] Distributions v0.25.120 [6a86dc24] FiniteDiff v2.27.0 [b2b8a7f1] MarSwitching v0.2.3 [76087f3c] NLopt v1.1.4 [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_6hn6jH/Manifest.toml` [79e6a3ab] Adapt v4.3.0 [66dad0bd] AliasTables v1.1.3 [4fba245c] ArrayInterface v7.19.0 [fa961155] CEnum v0.5.0 [34da2185] Compat v4.16.0 [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 v1.1.4 [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 v5.12.0+0 Testing Running tests... Seed: 35 β_i,1: -0.68 -0.704 -0.24 0.254 ------------------------------ β_i,2: 0.655 -1.616 0.722 0.254 ------------------------------ β_i,3: -0.534 -0.004 0.695 0.254 ------------------------------ σ = [0.531, 0.615, 0.677] ---------------------------- P = 0.0 0.0 0.203 0.392 0.888 0.111 0.608 0.112 0.686 NLopt msg: XTOL_REACHED ------------------------------ Summary of regime 1: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | -0.68 | 0.123 | -5.529 | < 1e-3 β_1 | -0.704 | 0.192 | -3.677 | < 1e-3 β_2 | -0.24 | 0.116 | -2.064 | 0.039 β_3 | 0.254 | 0.023 | 11.071 | < 1e-3 σ | 0.531 | 0.07 | 7.624 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 1.00 periods ------------------------------------------------------------------- left-stochastic transition matrix: | regime 1 | regime 2 | regime 3 ---------------------------------------------------- regime 1 | 0.0% | 0.0% | 20.33% | regime 2 | 39.21% | 88.83% | 11.09% | regime 3 | 60.79% | 11.17% | 68.58% | Markov Switching Model with 3 regimes ================================================================= # of observations: 1000 AIC: 2542.898 # of estimated parameters: 19 BIC: 2636.145 Error distribution: Gaussian Instant. adj. R^2: 0.8343 Loglikelihood: -1252.4 Step-ahead adj. R^2: 0.6384 ----------------------------------------------------------------- ------------------------------ Summary of regime 1: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | -0.68 | 0.123 | -5.529 | < 1e-3 β_1 | -0.704 | 0.192 | -3.677 | < 1e-3 β_2 | -0.24 | 0.116 | -2.064 | 0.039 β_3 | 0.254 | 0.023 | 11.071 | < 1e-3 σ | 0.531 | 0.07 | 7.624 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 1.00 periods ------------------------------------------------------------------- ------------------------------ Summary of regime 2: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | 0.655 | 0.032 | 20.702 | < 1e-3 β_1 | -1.616 | 0.031 | -52.63 | < 1e-3 β_2 | 0.722 | 0.031 | 23.311 | < 1e-3 β_3 | 0.254 | 0.023 | 11.071 | < 1e-3 σ | 0.615 | 0.014 | 45.507 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 8.96 periods ------------------------------------------------------------------- ------------------------------ Summary of regime 3: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | -0.534 | 0.045 | -11.765 | < 1e-3 β_1 | -0.004 | 0.048 | -0.079 | 0.937 β_2 | 0.695 | 0.056 | 12.377 | < 1e-3 β_3 | 0.254 | 0.023 | 11.071 | < 1e-3 σ | 0.677 | 0.021 | 31.506 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 3.18 periods ------------------------------------------------------------------- left-stochastic transition matrix: | regime 1 | regime 2 | regime 3 ---------------------------------------------------- regime 1 | 0.0% | 0.0% | 20.325% | regime 2 | 39.213% | 88.835% | 11.091% | regime 3 | 60.787% | 11.165% | 68.584% | Test Summary: | Pass Total Time minimal test | 20 20 1m17.1s EM algorithm random search: 1 out of 3 | Q = 702.0 vs. Q_0 = 863.0 EM algorithm random search: 2 out of 3 | Q = 863.0 vs. Q_0 = 863.0 EM algorithm random search: 3 out of 3 | Q = 863.0 vs. Q_0 = 863.0 Q improvement with random search: 863.0 -> 863.0) EM algorithm random search: 1 out of 4 | Q = 827.0 vs. Q_0 = 828.0 EM algorithm random search: 2 out of 4 | Q = 827.0 vs. Q_0 = 828.0 EM algorithm random search: 3 out of 4 | Q = 827.0 vs. Q_0 = 828.0 EM algorithm random search: 4 out of 4 | Q = 828.0 vs. Q_0 = 828.0 Q improvement with random search: 828.0 -> 828.0) Test Summary: | Pass Total Time stochastic component μ, β + generate_msm(model) | 8 8 9.5s EM algorithm random search: 1 out of 3 | Q = 887.0 vs. Q_0 = 684.0 EM algorithm random search: 2 out of 3 | Q = 697.0 vs. Q_0 = 684.0 EM algorithm random search: 3 out of 3 | Q = 683.0 vs. Q_0 = 684.0 Q improvement with random search: 684.0 -> 887.0) Test Summary: | Pass Total Time test set | 2 2 4.0s EM algorithm random search: 1 out of 3 | Q = 248.0 vs. Q_0 = 254.0 EM algorithm random search: 2 out of 3 | Q = 247.0 vs. Q_0 = 254.0 EM algorithm random search: 3 out of 3 | Q = 247.0 vs. Q_0 = 254.0 Q improvement with random search: 254.0 -> 254.0) Test Summary: | Pass Total Time stochastic component - only non-s exogenous | 2 2 5.1s EM algorithm random search: 1 out of 3 | Q = 1316.0 vs. Q_0 = 2756.0 EM algorithm random search: 2 out of 3 | Q = 2756.0 vs. Q_0 = 2756.0 EM algorithm random search: 3 out of 3 | Q = 1312.0 vs. Q_0 = 2756.0 Q improvement with random search: 2756.0 -> 2756.0) Test Summary: | Pass Total Time stochastic component - no intercept model | 4 4 2.5s EM algorithm random search: 1 out of 3 | Q = 873.0 vs. Q_0 = 873.0 EM algorithm random search: 2 out of 3 | Q = 508.0 vs. Q_0 = 873.0 EM algorithm random search: 3 out of 3 | Q = 873.0 vs. Q_0 = 873.0 Q improvement with random search: 873.0 -> 873.0) Optimization random search: 1 out of 2 | LL = -728.0 Optimization random search: 2 out of 2 | LL = -728.0 loglikelihood improvement with random search: -728.0 -> -728.0 Test Summary: | Pass Total Time stochastic component - 3 state model every exogenous vars | 14 14 8.5s EM algorithm random search: 1 out of 3 | Q = 737.0 vs. Q_0 = 737.0 EM algorithm random search: 2 out of 3 | Q = 738.0 vs. Q_0 = 737.0 EM algorithm random search: 3 out of 3 | Q = 738.0 vs. Q_0 = 737.0 Q improvement with random search: 737.0 -> 738.0) Test Summary: | Pass Total Time stochastic component - non-switching variance | 3 3 1.1s calculating combination 1/3 | criterion: 759.51 calculating combination 2/3 | criterion: 741.51 calculating combination 3/3 | criterion: 729.137 Test Summary: | Pass Total Time stochastic component - model selection | 1 1 5.6s EM algorithm random search: 1 out of 5 | Q = 861.0 vs. Q_0 = 861.0 EM algorithm random search: 2 out of 5 | Q = 861.0 vs. Q_0 = 861.0 EM algorithm random search: 3 out of 5 | Q = 861.0 vs. Q_0 = 861.0 EM algorithm random search: 4 out of 5 | Q = 861.0 vs. Q_0 = 861.0 EM algorithm random search: 5 out of 5 | Q = 861.0 vs. Q_0 = 861.0 Q improvement with random search: 861.0 -> 861.0) Optimization random search: 1 out of 5 | LL = -79.0 Optimization random search: 2 out of 5 | LL = -79.0 Optimization random search: 3 out of 5 | LL = -79.0 Optimization random search: 4 out of 5 | LL = -79.0 Optimization random search: 5 out of 5 | LL = -79.0 loglikelihood improvement with random search: -79.0 -> -79.0 Time-varying parameters: =================================================================== Summary of term 1 (slope) in TVTP equations: ------------------------------------------------------------------- Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- δ_1 [1 -> 1] | -0.618 | 0.21 | -2.939 | 0.003 δ_1 [2 -> 1] | -1.424 | 0.133 | -10.731 | < 1e-3 ------------------------------------------------------------------- Test Summary: | Pass Total Time stochastic component - tvtp | 11 11 9.5s EM algorithm random search: 1 out of 3 | Q = 747.0 vs. Q_0 = 672.0 EM algorithm random search: 2 out of 3 | Q = 696.0 vs. Q_0 = 672.0 EM algorithm random search: 3 out of 3 | Q = 690.0 vs. Q_0 = 672.0 Q improvement with random search: 672.0 -> 747.0) Test Summary: | Pass Total Time predict function | 4 4 6.4s 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 4.4s Testing MarSwitching tests passed Testing completed after 147.18s PkgEval succeeded after 197.73s