Package evaluation of MarSwitching on Julia 1.13.0-DEV.1080 (ed57414aec*) started at 2025-09-04T18:43:44.740 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Set-up completed after 9.6s ################################################################################ # 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 v7.20.0 [fa961155] + CEnum v0.5.0 [187b0558] + ConstructionBase v1.6.0 [9a962f9c] + DataAPI v1.16.0 [864edb3b] + DataStructures v0.19.1 [31c24e10] + Distributions v0.25.120 [ffbed154] + DocStringExtensions v0.9.5 [1a297f60] + FillArrays v1.13.0 [6a86dc24] + FiniteDiff v2.28.1 [34004b35] + HypergeometricFunctions v0.3.28 [92d709cd] + IrrationalConstants v0.2.4 [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 v0.11.35 [21216c6a] + Preferences v1.5.0 [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 v1.2.2 [276daf66] + SpecialFunctions v2.5.1 [1e83bf80] + StaticArraysCore v1.4.3 [10745b16] + Statistics v1.11.1 [82ae8749] + StatsAPI v1.7.1 [2913bbd2] + StatsBase v0.34.6 [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 [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 v0.7.0 [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 v0.3.29+0 [05823500] + OpenLibm_jll v0.8.7+0 [bea87d4a] + SuiteSparse_jll v7.10.1+0 [8e850b90] + libblastrampoline_jll v5.13.1+0 Installation completed after 4.5s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling package dependencies... Precompilation completed after 25.07s ################################################################################ # Testing # Testing MarSwitching Status `/tmp/jl_iwXvRw/Project.toml` [31c24e10] Distributions v0.25.120 [6a86dc24] FiniteDiff v2.28.1 [b2b8a7f1] MarSwitching v0.2.3 [76087f3c] NLopt v1.2.1 [2913bbd2] StatsBase v0.34.6 [37e2e46d] LinearAlgebra v1.13.0 [de0858da] Printf v1.11.0 [9a3f8284] Random v1.11.0 [8dfed614] Test v1.11.0 Status `/tmp/jl_iwXvRw/Manifest.toml` [79e6a3ab] Adapt v4.3.0 [66dad0bd] AliasTables v1.1.3 [4fba245c] ArrayInterface v7.20.0 [fa961155] CEnum v0.5.0 [187b0558] ConstructionBase v1.6.0 [9a962f9c] DataAPI v1.16.0 [864edb3b] DataStructures v0.19.1 [31c24e10] Distributions v0.25.120 [ffbed154] DocStringExtensions v0.9.5 [1a297f60] FillArrays v1.13.0 [6a86dc24] FiniteDiff v2.28.1 [34004b35] HypergeometricFunctions v0.3.28 [92d709cd] IrrationalConstants v0.2.4 [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 v0.11.35 [21216c6a] Preferences v1.5.0 [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 v1.2.2 [276daf66] SpecialFunctions v2.5.1 [1e83bf80] StaticArraysCore v1.4.3 [10745b16] Statistics v1.11.1 [82ae8749] StatsAPI v1.7.1 [2913bbd2] StatsBase v0.34.6 [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 v1.13.0 [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 v1.13.0 [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 v0.8.7+0 [bea87d4a] SuiteSparse_jll v7.10.1+0 [8e850b90] libblastrampoline_jll v5.13.1+0 Testing Running tests... Seed: 59 β_i,1: -0.515 -0.018 0.691 0.327 ------------------------------ β_i,2: 1.015 -1.521 0.882 0.327 ------------------------------ β_i,3: 0.11 -1.798 0.46 0.327 ------------------------------ σ = [0.777, 0.407, 0.167] ---------------------------- P = 0.882 0.096 0.064 0.029 0.794 0.192 0.088 0.111 0.745 NLopt msg: XTOL_REACHED ------------------------------ Summary of regime 1: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | -0.515 | 0.041 | -12.5 | < 1e-3 β_1 | -0.018 | 0.041 | -0.449 | 0.653 β_2 | 0.691 | 0.044 | 15.558 | < 1e-3 β_3 | 0.327 | 0.01 | 33.612 | < 1e-3 σ | 0.777 | 0.017 | 46.56 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 8.49 periods ------------------------------------------------------------------- left-stochastic transition matrix: | regime 1 | regime 2 | regime 3 ---------------------------------------------------- regime 1 | 88.22% | 9.58% | 6.38% | regime 2 | 2.93% | 79.36% | 19.17% | regime 3 | 8.85% | 11.06% | 74.45% | Markov Switching Model with 3 regimes ================================================================= # of observations: 1000 AIC: 1979.86 # of estimated parameters: 19 BIC: 2073.108 Error distribution: Gaussian Instant. adj. R^2: 0.8818 Loglikelihood: -970.9 Step-ahead adj. R^2: 0.7349 ----------------------------------------------------------------- ------------------------------ Summary of regime 1: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | -0.515 | 0.041 | -12.5 | < 1e-3 β_1 | -0.018 | 0.041 | -0.449 | 0.653 β_2 | 0.691 | 0.044 | 15.558 | < 1e-3 β_3 | 0.327 | 0.01 | 33.612 | < 1e-3 σ | 0.777 | 0.017 | 46.56 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 8.49 periods ------------------------------------------------------------------- ------------------------------ Summary of regime 2: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | 1.015 | 0.027 | 37.977 | < 1e-3 β_1 | -1.521 | 0.025 | -60.277 | < 1e-3 β_2 | 0.882 | 0.025 | 34.902 | < 1e-3 β_3 | 0.327 | 0.01 | 33.612 | < 1e-3 σ | 0.407 | 0.015 | 26.793 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 4.84 periods ------------------------------------------------------------------- ------------------------------ Summary of regime 3: ------------------------------ Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- β_0 | 0.11 | 0.012 | 9.411 | < 1e-3 β_1 | -1.798 | 0.012 | -154.724 | < 1e-3 β_2 | 0.46 | 0.011 | 41.636 | < 1e-3 β_3 | 0.327 | 0.01 | 33.612 | < 1e-3 σ | 0.167 | 0.011 | 14.806 | < 1e-3 ------------------------------------------------------------------- Expected regime duration: 3.91 periods ------------------------------------------------------------------- left-stochastic transition matrix: | regime 1 | regime 2 | regime 3 ---------------------------------------------------- regime 1 | 88.218% | 9.582% | 6.38% | regime 2 | 2.935% | 79.359% | 19.168% | regime 3 | 8.847% | 11.059% | 74.451% | Test Summary: | Pass Total Time minimal test | 20 20 1m09.1s EM algorithm random search: 1 out of 3 | Q = 652.0 vs. Q_0 = 919.0 EM algorithm random search: 2 out of 3 | Q = 919.0 vs. Q_0 = 919.0 EM algorithm random search: 3 out of 3 | Q = 919.0 vs. Q_0 = 919.0 Q improvement with random search: 919.0 -> 919.0) EM algorithm random search: 1 out of 4 | Q = 864.0 vs. Q_0 = 864.0 EM algorithm random search: 2 out of 4 | Q = 864.0 vs. Q_0 = 864.0 EM algorithm random search: 3 out of 4 | Q = 864.0 vs. Q_0 = 864.0 EM algorithm random search: 4 out of 4 | Q = 864.0 vs. Q_0 = 864.0 Q improvement with random search: 864.0 -> 864.0) Test Summary: | Pass Total Time stochastic component μ, β + generate_msm(model) | 8 8 10.2s EM algorithm random search: 1 out of 3 | Q = 668.0 vs. Q_0 = 733.0 EM algorithm random search: 2 out of 3 | Q = 687.0 vs. Q_0 = 733.0 EM algorithm random search: 3 out of 3 | Q = 640.0 vs. Q_0 = 733.0 Q improvement with random search: 733.0 -> 733.0) Test Summary: | Pass Total Time test set | 2 2 4.4s EM algorithm random search: 1 out of 3 | Q = 268.0 vs. Q_0 = 224.0 EM algorithm random search: 2 out of 3 | Q = 261.0 vs. Q_0 = 224.0 EM algorithm random search: 3 out of 3 | Q = 264.0 vs. Q_0 = 224.0 Q improvement with random search: 224.0 -> 268.0) Test Summary: | Pass Total Time stochastic component - only non-s exogenous | 2 2 23.7s EM algorithm random search: 1 out of 3 | Q = 2932.0 vs. Q_0 = 2932.0 EM algorithm random search: 2 out of 3 | Q = 2932.0 vs. Q_0 = 2932.0 EM algorithm random search: 3 out of 3 | Q = 2932.0 vs. Q_0 = 2932.0 Q improvement with random search: 2932.0 -> 2932.0) Test Summary: | Pass Total Time stochastic component - no intercept model | 4 4 2.8s EM algorithm random search: 1 out of 3 | Q = 505.0 vs. Q_0 = 952.0 EM algorithm random search: 2 out of 3 | Q = 952.0 vs. Q_0 = 952.0 EM algorithm random search: 3 out of 3 | Q = 952.0 vs. Q_0 = 952.0 Q improvement with random search: 952.0 -> 952.0) Optimization random search: 1 out of 2 | LL = -721.0 Optimization random search: 2 out of 2 | LL = -721.0 loglikelihood improvement with random search: -721.0 -> -721.0 Test Summary: | Pass Total Time stochastic component - 3 state model every exogenous vars | 14 14 9.9s EM algorithm random search: 1 out of 3 | Q = 713.0 vs. Q_0 = 713.0 EM algorithm random search: 2 out of 3 | Q = 713.0 vs. Q_0 = 713.0 EM algorithm random search: 3 out of 3 | Q = 717.0 vs. Q_0 = 713.0 Q improvement with random search: 713.0 -> 717.0) Test Summary: | Pass Total Time stochastic component - non-switching variance | 3 3 1.2s calculating combination 1/3 | criterion: 659.518 calculating combination 2/3 | criterion: 652.078 calculating combination 3/3 | criterion: 686.301 Test Summary: | Pass Total Time stochastic component - model selection | 1 1 4.5s EM algorithm random search: 1 out of 5 | Q = 847.0 vs. Q_0 = 847.0 EM algorithm random search: 2 out of 5 | Q = 847.0 vs. Q_0 = 847.0 EM algorithm random search: 3 out of 5 | Q = 847.0 vs. Q_0 = 847.0 EM algorithm random search: 4 out of 5 | Q = 694.0 vs. Q_0 = 847.0 EM algorithm random search: 5 out of 5 | Q = 847.0 vs. Q_0 = 847.0 Q improvement with random search: 847.0 -> 847.0) Optimization random search: 1 out of 5 | LL = -64.0 Optimization random search: 2 out of 5 | LL = -64.0 Optimization random search: 3 out of 5 | LL = -137.0 Optimization random search: 4 out of 5 | LL = -350.0 Optimization random search: 5 out of 5 | LL = -64.0 loglikelihood improvement with random search: -64.0 -> -64.0 Time-varying parameters: =================================================================== Summary of term 1 (slope) in TVTP equations: ------------------------------------------------------------------- Coefficient | Estimate | Std. Error | z value | Pr(>|z|) ------------------------------------------------------------------- δ_1 [1 -> 1] | -0.962 | 0.249 | -3.857 | < 1e-3 δ_1 [2 -> 1] | -1.634 | 0.14 | -11.7 | < 1e-3 ------------------------------------------------------------------- Test Summary: | Pass Total Time stochastic component - tvtp | 11 11 9.4s EM algorithm random search: 1 out of 3 | Q = 673.0 vs. Q_0 = 673.0 EM algorithm random search: 2 out of 3 | Q = 671.0 vs. Q_0 = 673.0 EM algorithm random search: 3 out of 3 | Q = 672.0 vs. Q_0 = 673.0 Q improvement with random search: 673.0 -> 673.0) Test Summary: | Pass Total Time predict function | 4 4 7.1s 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 4.6s Testing MarSwitching tests passed Testing completed after 160.39s PkgEval succeeded after 224.39s