Package evaluation of MonotoneDecomposition on Julia 1.13.0-DEV.1265 (cd62cf9a08*) started at 2025-10-06T08:55:59.559 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Set-up completed after 9.42s ################################################################################ # Installation # Installing MonotoneDecomposition... Resolving package versions... Installed RCall ─────────── v0.13.18 Installed Conda ─────────── v1.10.2 Installed MonotoneSplines ─ v0.1.3 Installed Gurobi ────────── v0.11.5 Updating `~/.julia/environments/v1.13/Project.toml` [985e57c0] + MonotoneDecomposition v0.1.1 Updating `~/.julia/environments/v1.13/Manifest.toml` [47edcb42] + ADTypes v1.18.0 [621f4979] + AbstractFFTs v1.5.0 [7d9f7c33] + Accessors v0.1.42 [79e6a3ab] + Adapt v4.4.0 [dce04be8] + ArgCheck v2.5.0 [7d9fca2a] + Arpack v0.5.4 [4fba245c] + ArrayInterface v7.20.0 [a9b6321e] + Atomix v1.1.2 [13072b0f] + AxisAlgorithms v1.1.0 [fbb218c0] + BSON v0.3.9 [198e06fe] + BangBang v0.4.4 [9718e550] + Baselet v0.1.1 [6e4b80f9] + BenchmarkTools v1.6.0 [d1d4a3ce] + BitFlags v0.1.9 [fa961155] + CEnum v0.5.0 ⌅ [324d7699] + CategoricalArrays v0.10.8 [082447d4] + ChainRules v1.72.6 [d360d2e6] + ChainRulesCore v1.26.0 [aaaa29a8] + Clustering v0.15.8 [523fee87] + CodecBzip2 v0.8.5 [944b1d66] + CodecZlib v0.7.8 [35d6a980] + ColorSchemes v3.31.0 [3da002f7] + ColorTypes 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[05823500] + OpenLibm_jll v0.8.7+0 [458c3c95] + OpenSSL_jll v3.5.4+0 [efcefdf7] + PCRE2_jll v10.46.0+0 [bea87d4a] + SuiteSparse_jll v7.10.1+0 [83775a58] + Zlib_jll v1.3.1+2 [3161d3a3] + Zstd_jll v1.5.7+1 [8e850b90] + libblastrampoline_jll v5.13.1+0 [8e850ede] + nghttp2_jll v1.67.1+0 [3f19e933] + p7zip_jll v17.6.0+0 Info Packages marked with ⌃ and ⌅ have new versions available. Those with ⌃ may be upgradable, but those with ⌅ are restricted by compatibility constraints from upgrading. To see why use `status --outdated -m` Building Conda ──────────→ `~/.julia/scratchspaces/44cfe95a-1eb2-52ea-b672-e2afdf69b78f/b19db3927f0db4151cb86d073689f2428e524576/build.log` Building RCall ──────────→ `~/.julia/scratchspaces/44cfe95a-1eb2-52ea-b672-e2afdf69b78f/3084689b18f9e5e817a6ce9a83a7654d8ad0f2f6/build.log` Building Gurobi ─────────→ `~/.julia/scratchspaces/44cfe95a-1eb2-52ea-b672-e2afdf69b78f/82a44a86f4dc4fa4510c9d49b0a74d3d73914d5c/build.log` Building MonotoneSplines → `~/.julia/scratchspaces/44cfe95a-1eb2-52ea-b672-e2afdf69b78f/b4838ebcbbbcf7b2af0d810b3a2203f286106b24/build.log` Installation completed after 155.24s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling package dependencies... Precompilation completed after 678.28s ################################################################################ # Testing # Testing MonotoneDecomposition Status `/tmp/jl_4bsByn/Project.toml` [8bb1440f] DelimitedFiles v1.9.1 ⌅ [31c24e10] Distributions v0.25.102 [e2685f51] ECOS v1.1.3 [38e38edf] GLM v1.9.0 [891a1506] GaussianProcesses v0.12.5 [906ccaf3] GoldfarbIdnaniSolver v1.1.3 ⌅ [2e9cd046] Gurobi v0.11.5 [4076af6c] JuMP v1.29.1 [b964fa9f] LaTeXStrings v1.4.0 [7a882280] LaTeXTables v0.1.7 [985e57c0] MonotoneDecomposition v0.1.1 [92812004] MonotoneSplines v0.1.3 [91a5bcdd] Plots v1.41.1 [92933f4c] ProgressMeter v1.11.0 [1fd47b50] QuadGK v2.11.2 ⌅ [6f49c342] RCall v0.13.18 ⌃ [102930c3] SmoothingSplines v0.3.1 [10745b16] Statistics v1.11.1 ⌅ [2913bbd2] StatsBase v0.33.21 [f3b207a7] StatsPlots v0.15.8 [37e2e46d] LinearAlgebra v1.13.0 [de0858da] Printf v1.11.0 [9a3f8284] Random v1.11.0 [9e88b42a] Serialization v1.11.0 [8dfed614] Test v1.11.0 Status `/tmp/jl_4bsByn/Manifest.toml` 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Those with ⌃ may be upgradable, but those with ⌅ are restricted by compatibility constraints from upgrading. Testing Running tests... Test Summary: | Pass Total Time confidence bands | 2 2 10.5s Test Summary: | Pass Total Time folds | 1 1 1.8s Test Summary: | Pass Total Time one standard rule in cross-validation | 2 2 2.2s [ Info: μrange for compatible terms: [1.1117123814321277e-19, 5.207729963823866e-5] [ Info: s0 = 44.69139299331162, s_residual = 8.595906980715262e-5, s_smoothness = 0.0010401506375991687, s_discrepancy = [2.220446049250313e-16, 0.10401506375991687] [ Info: μrange: [1.1117123814321277e-19, 0.1] [ Info: Smoothing Splines with fixed λ σ = 0.001, MDSS: | mean(yup) - mean(ydown) | = 0.008499252566250448 σ = 0.001, MDCS: | mean(yup) - mean(ydown) | = 0.009134844427335753 ┌ Warning: the optimal is on the left boundary of λs └ @ MonotoneDecomposition ~/.julia/packages/MonotoneDecomposition/poKp3/src/mono_decomp.jl:197 [ Info: μrange for compatible terms: [1.5915353760537545e-19, 0.0002564016745795239] [ Info: s0 = 37.35183689946744, s_residual = 0.003577212884534959, s_smoothness = 4.6135476374677023e-11, s_discrepancy = [2.220446049250313e-16, 0.3577212884534959] [ Info: μrange: [1.5915353760537545e-19, 0.1] [ Info: Smoothing Splines with fixed λ σ = 0.01, MDSS: | mean(yup) - mean(ydown) | = 0.0022867873582506637 σ = 0.01, MDCS: | mean(yup) - mean(ydown) | = 0.0034441274123298282 [ Info: μrange for compatible terms: [1.2504230851351165e-19, 0.03153341050680435] [ Info: s0 = 42.13971763898374, s_residual = 0.5599563668616698, s_smoothness = 0.550946442832824, s_discrepancy = [2.220446049250313e-16, 55.99563668616698] [ Info: μrange: [1.2504230851351165e-19, 0.1] [ Info: Smoothing Splines with fixed λ σ = 0.1, MDSS: | mean(yup) - mean(ydown) | = 0.009217683639399052 σ = 0.1, MDCS: | mean(yup) - mean(ydown) | = 0.011340058128601189 Test Summary: | Total Time mean(yup) == mean(ydown) | 0 5m57.8s [ Info: μrange for compatible terms: [1.1117123814321277e-19, 5.207729963823866e-5] [ Info: s0 = 44.69139299331162, s_residual = 8.595906980715262e-5, s_smoothness = 0.0010401506375991687, s_discrepancy = [2.220446049250313e-16, 0.10401506375991687] [ Info: μrange: [1.1117123814321277e-19, 0.1] [ Info: Smoothing Splines with fixed λ Test Summary: | Total Time one se rule | 0 1m35.2s Test Summary: | Total Time gcv in ss | 0 12.2s Progress: 20%|████████▎ | ETA: 0:00:16 Progress: 40%|████████████████▍ | ETA: 0:00:07 Progress: 50%|████████████████████▌ | ETA: 0:00:05 Progress: 60%|████████████████████████▋ | ETA: 0:00:03 Progress: 70%|████████████████████████████▊ | ETA: 0:00:02 Progress: 80%|████████████████████████████████▊ | ETA: 0:00:01 Progress: 90%|████████████████████████████████████▉ | ETA: 0:00:01 Progress: 100%|█████████████████████████████████████████| Time: 0:00:05 Test Summary: | Total Time shrinkage on ss | 0 5.9s ┌ Warning: the proportion to the boundary 0.05 is better to be smaller than 1/nμ, otherwise the boundary solution is not detected └ @ MonotoneDecomposition ~/.julia/packages/MonotoneDecomposition/poKp3/src/mono_decomp.jl:1483 divide the search region of μ: searching [0, 5.0] divide the search region of μ: searching [0, 2.5] divide the search region of μ: searching [0, 1.25] divide the search region of μ: searching [0, 0.625] divide the search region of μ: searching [0, 0.3125] divide the search region of μ: searching [0, 0.15625] divide the search region of μ: searching [0, 0.078125] extend the search region of μ: searching [0, 0.02] extend the search region of μ: searching [0, 0.04] extend the search region of λ: searching [1-0.15000000000000002, 1+0.15000000000000002] * 0.0007407236370986508 extend the search region of λ: searching [1-0.2, 1+0.2] * 0.0007407236370986508 extend the search region of λ: searching [1-0.25, 1+0.25] * 0.0007407236370986508 extend the search region of λ: searching [1-0.3, 1+0.3] * 0.0007407236370986508 extend the search region of λ: searching [1-0.35, 1+0.35] * 0.0007407236370986508 extend the search region of λ: searching [1-0.39999999999999997, 1+0.39999999999999997] * 0.0007407236370986508 extend the search region of λ: searching [1-0.15000000000000002, 1+0.15000000000000002] * 0.0006666512733887858 extend the search region of λ: searching [1-0.2, 1+0.2] * 0.0006666512733887858 extend the search region of λ: searching [1-0.25, 1+0.25] * 0.0006666512733887858 extend the search region of λ: searching [1-0.3, 1+0.3] * 0.0006666512733887858 extend the search region of λ: searching [1-0.35, 1+0.35] * 0.0006666512733887858 extend the search region of λ: searching [1-0.39999999999999997, 1+0.39999999999999997] * 0.0006666512733887858 extend the search region of λ: searching [1-0.44999999999999996, 1+0.44999999999999996] * 0.0006666512733887858 extend the search region of λ: searching [1-0.49999999999999994, 1+0.49999999999999994] * 0.0006666512733887858 extend the search region of λ: searching [1-0.5499999999999999, 1+0.5499999999999999] * 0.0006666512733887858 extend the search region of λ: searching [1-0.6, 1+0.6] * 0.0006666512733887858 extend the search region of λ: searching [1-0.65, 1+0.65] * 0.0006666512733887858 extend the search region of λ: searching [1-0.7000000000000001, 1+0.7000000000000001] * 0.0006666512733887858 extend the search region of λ: searching [1-0.7500000000000001, 1+0.7500000000000001] * 0.0006666512733887858 extend the search region of λ: searching [1-0.8000000000000002, 1+0.8000000000000002] * 0.0006666512733887858 extend the search region of λ: searching [1-0.8500000000000002, 1+0.8500000000000002] * 0.0006666512733887858 extend the search region of λ: searching [1-0.9000000000000002, 1+0.9000000000000002] * 0.0006666512733887858 extend the search region of λ: searching [1-0.9500000000000003, 1+0.9500000000000003] * 0.0006666512733887858 extend the search region of λ: searching [1-1.0000000000000002, 1+1.0000000000000002] * 0.0006666512733887858 Test Summary: | Pass Total Time cross-validation for monotone decomposition with smoothing splines | 5 5 3m20.0s Test Summary: | Pass Total Time fix lambda in ss | 2 2 4.6s k = 0.1, ratio = [0.10015305814335539, 0.10017550700827288, 0.10076053092994079, 0.1025110811470163, 0.07999500551906212, 0.09567246157774849, 0.0961647985434249, 0.09963884428879495, 0.09968711458191835, 0.09983979246925677] k = 0.2, ratio = [0.20147437947492042, 0.20231824187787867, 0.21047499805119663, 0.22547989906600896, 0.2363989416918761, 0.3049985872278533, 0.18057466614430814, 0.1916135108791592, 0.19772382546728504, 0.198293175291211] k = 0.3, ratio = [0.2978999072028876, 0.2961096446151829, 0.2908842578654147, 0.25944846953344103, 0.21517145828754553, 0.9275032310237319, 0.32154071374718435, 0.311141333930632, 0.30340152473904763, 0.30256714152844866] k = 0.4, ratio = [0.4002110454365149, 0.40028402812789216, 0.4008164656300573, 0.40331980533028156, 0.4384800378701397, 0.39493428002756115, 0.3977608367651128, 0.3993434787944572, 0.3996506470942736, 0.399811084431726] k = 0.5, ratio = [0.5001749858580876, 0.5001804261265899, 0.500160239463893, 0.5002200763315745, 0.5000092115080127, 0.5004723568620704, 0.5002658259887979, 0.5001537398888516, 0.5001870574505085, 0.50017699851398] k = 0.6, ratio = [0.5994709293770931, 0.5991049614885816, 0.5983075424366998, 0.5912404683036981, 0.5099831668666712, 0.032780440258500576, 0.6076621545810799, 0.6025458662214059, 0.6009130498045511, 0.6007460779245498] k = 0.7, ratio = [0.7008085292895332, 0.70101667732846, 0.7022884620776836, 0.7151998187785429, -0.9139885551925913, 0.4690853978980264, 0.6934537435986026, 0.696267727160269, 0.6990323053094861, 0.6992808181982014] k = 0.8, ratio = [0.8102661039360137, 0.8113539004922363, 0.8607909608924244, 1.0058440246284845, 1.4539862773963586, 0.4144286368981121, 0.6913803151649873, 0.7720210411809452, 0.7928628609634211, 0.7938892442840944] k = 0.9, ratio = [0.8951571283390984, 0.8942048098538137, 0.8872584375684042, 0.6502994892454347, 0.6087042537268464, 0.25660610838698045, 1.0503227485825988, 0.9185306542720446, 0.9070786721007013, 0.9054829475079242] k = 0.8461791203257939 k = 0.8632703291784835 k = 0.880361538031173 k = 0.8974527468838626 k = 0.9145439557365521 k = 0.9316351645892418 k = 0.9487263734419313 k = 0.9658175822946209 k = 0.9829087911473104 k = 1.0 Test Summary: | Pass Total Time verify proposition (y = x^3) | 20 20 36.2s Test Summary: | Total Time null space of B | 0 2.6s Test Summary: | Pass Total Time GI solver for MDCS | 6 6 6.4s k = 0.5, err = 0.07149164337115073 k = 0.55, err = 0.02730728116317004 k = 0.6, err = 0.05490633702933949 k = 0.65, err = 0.10196194439481314 k = 0.7, err = 0.05770002623727641 k = 0.75, err = 0.1671918595819569 k = 0.8, err = 0.12622235217799396 k = 0.85, err = 0.10131342145750888 k = 0.9, err = 0.17930799270610534 Test Summary: | Total Time verify proposition (y = x^2) | 0 5.6s Test Summary: | Total Time explore | 0 0.6s Test Summary: | Pass Total Time fda::bspl vs splines::bs | 1 1 0.1s [ Info: Benchmarking x^3 with 1 repetitions [ Info: μrange for compatible terms: [1.996065622943921e-17, 8.181260232458321] [ Info: s0 = 3.3352831176173834, s_residual = 0.9100926719161851, s_smoothness = 0.11369088798839229, s_discrepancy = [2.220446049250313e-16, 91.00926719161852] [ Info: μrange: [1.996065622943921e-17, 8.181260232458321] [ Info: Smoothing Splines with fixed λ [ Info: summarize result /tmp in tex format ┌ Warning: cannot parse nλ and nrep from resfolder, use default nλ=20, nrep=1 └ @ MonotoneDecomposition ~/.julia/packages/MonotoneDecomposition/poKp3/src/mono_decomp.jl:723 ┌ Warning: `cdf(d::UnivariateDistribution, X::AbstractArray)` is deprecated, use `cdf.(d, X)` instead. │ caller = summary(; nλ::Int64, format::String, methodnames::Vector{String}, σs::Vector{Float64}, nrep::Int64, ind::UnitRange{Int64}, curves::Vector{String}, resfolder::String) at mono_decomp.jl:807 └ @ Core ~/.julia/packages/MonotoneDecomposition/poKp3/src/mono_decomp.jl:807 noc = 1 [ Info: μrange for compatible terms: [7.931337413016156e-18, 67.22833192938535] [ Info: s0 = 5.291111332198, s_residual = 18.821149102207322, s_smoothness = 0.6732994796226296, s_discrepancy = [2.220446049250313e-16, 1882.114910220732] [ Info: μrange: [7.931337413016156e-18, 67.22833192938535] [ Info: Smoothing Splines with fixed λ [ Info: μrange for compatible terms: [7.931337413016156e-18, 67.22833192938535] [ Info: s0 = 5.291111332198, s_residual = 18.821149102207322, s_smoothness = 0.6732994796226296, s_discrepancy = [2.220446049250313e-16, 1882.114910220732] [ Info: μrange: [7.931337413016156e-18, 67.22833192938535] [ Info: Smoothing Splines with fixratio strategy [ Info: μrange for compatible terms: [7.931337413016156e-18, 67.22833192938535] [ Info: s0 = 5.291111332198, s_residual = 18.821149102207322, s_smoothness = 0.6732994796226296, s_discrepancy = [2.220446049250313e-16, 1882.114910220732] [ Info: μrange: [7.931337413016156e-18, 67.22833192938535] [ Info: Smoothing Splines with grid-search λ ∈ 8.891397050194613e-5:0.00017782794100389227:0.0002667419115058384, μ ∈ [7.931337413016156e-18, 67.22833192938535] ┌ Warning: the optimal is on the right boundary of λs └ @ MonotoneDecomposition ~/.julia/packages/MonotoneDecomposition/poKp3/src/mono_decomp.jl:195 [ Info: μrange for compatible terms: [3.115725011054962e-17, 310.0450509636238] [ Info: s0 = 2.6695653239653554, s_residual = 22.09560555116802, s_smoothness = 0.00015151227302544548, s_discrepancy = [2.220446049250313e-16, 2209.560555116802] [ Info: μrange: [3.115725011054962e-17, 310.0450509636238] [ Info: Smoothing Splines with fixed λ ┌ Warning: the optimal is on the right boundary of λs └ @ MonotoneDecomposition ~/.julia/packages/MonotoneDecomposition/poKp3/src/mono_decomp.jl:195 [ Info: μrange for compatible terms: [3.115725011054962e-17, 310.0450509636238] [ Info: s0 = 2.6695653239653554, s_residual = 22.09560555116802, s_smoothness = 0.00015151227302544548, s_discrepancy = [2.220446049250313e-16, 2209.560555116802] [ Info: μrange: [3.115725011054962e-17, 310.0450509636238] [ Info: Smoothing Splines with fixratio strategy ┌ Warning: the optimal is on the right boundary of λs └ @ MonotoneDecomposition ~/.julia/packages/MonotoneDecomposition/poKp3/src/mono_decomp.jl:195 [ Info: μrange for compatible terms: [3.115725011054962e-17, 310.0450509636238] [ Info: s0 = 2.6695653239653554, s_residual = 22.09560555116802, s_smoothness = 0.00015151227302544548, s_discrepancy = [2.220446049250313e-16, 2209.560555116802] [ Info: μrange: [3.115725011054962e-17, 310.0450509636238] [ Info: Smoothing Splines with grid-search λ ∈ 50.0:100.0:150.0, μ ∈ [3.115725011054962e-17, 310.0450509636238] Test Summary: | Pass Total Time benchmarking experiments | 11 11 3m02.6s Test Summary: | Pass Total Time GP | 2 2 8.5s Test Summary: | Pass Total Time generate GP | 1 1 1.2s Test Summary: | Total Time Single Layer Multilayer Perceptrons | 0 0.7s [ Info: μrange for compatible terms: [3.97216644811366e-18, 3.97216644811366e-16] [ Info: s0 = 7.4766386829641345, s_residual = 8.998978582723545e-30, s_smoothness = -2.0423965641410308e-17, s_discrepancy = [2.220446049250313e-16, 2.220446049250313e-14] [ Info: μrange: [3.97216644811366e-18, 0.1] ┌ Warning: the optimal is on the left boundary of λs └ @ MonotoneDecomposition ~/.julia/packages/MonotoneDecomposition/poKp3/src/mono_decomp.jl:197 [ Info: μrange for compatible terms: [1.7634628019617228e-18, 1.3096088305507996e-13] [ Info: s0 = 11.221139490469122, s_residual = 1.266610851769441e-21, s_smoothness = 1.6489804891971658e-13, s_discrepancy = [2.220446049250313e-16, 1.6489804891971656e-11] [ Info: μrange: [1.7634628019617228e-18, 0.1] Test Summary: | Pass Total Time simple examples | 6 6 48.0s [ Info: μrange for compatible terms: [3.97216644811366e-18, 3.97216644811366e-16] [ Info: s0 = 7.4766386829641345, s_residual = 8.998978582723545e-30, s_smoothness = -2.0423965641410308e-17, s_discrepancy = [2.220446049250313e-16, 2.220446049250313e-14] [ Info: μrange: [3.97216644811366e-18, 0.1] Test Summary: | Pass Total Time both components are zero | 3 3 17.8s Test Summary: | Pass Total Time ghosal constant | 7 7 7.2s [ Info: μrange for compatible terms: [5.855273076367327e-17, 10.398767668782579] [ Info: s0 = 1.9473613024664085, s_residual = 0.3943437357416195, s_smoothness = 0.012462694177621773, s_discrepancy = [2.220446049250313e-16, 39.43437357416195] [ Info: μrange: [5.855273076367327e-17, 10.398767668782579] ┌ Warning: the optimal is on the right boundary of λs └ @ MonotoneDecomposition ~/.julia/packages/MonotoneDecomposition/poKp3/src/mono_decomp.jl:195 [ Info: μrange for compatible terms: [4.926056889114872e-17, 15.623410053830321] [ Info: s0 = 2.123099759951867, s_residual = 0.7042334246383121, s_smoothness = 4.783071927503407e-6, s_discrepancy = [2.220446049250313e-16, 70.4233424638312] [ Info: μrange: [4.926056889114872e-17, 15.623410053830321] [ Info: μrange for compatible terms: [4.053030824387959e-17, 8.13897729152133] [ Info: s0 = 2.3406159457673623, s_residual = 0.4458924877440476, s_smoothness = 0.043107219243517285, s_discrepancy = [2.220446049250313e-16, 44.58924877440476] [ Info: μrange: [4.053030824387959e-17, 8.13897729152133] [ Info: μrange for compatible terms: [1.723098164321e-17, 2.9672092148510507] [ Info: s0 = 3.5897574282158407, s_residual = 0.3823652137086107, s_smoothness = 0.05718663420558098, s_discrepancy = [2.220446049250313e-16, 38.23652137086107] [ Info: μrange: [1.723098164321e-17, 2.9672092148510507] ┌ Warning: the optimal is on the right boundary of λs └ @ MonotoneDecomposition ~/.julia/packages/MonotoneDecomposition/poKp3/src/mono_decomp.jl:195 [ Info: μrange for compatible terms: [4.815876387679837e-14, 8907.495888282836] [ Info: s0 = 0.06790198138374995, s_residual = 0.4106960491022871, s_smoothness = 4.462096748262063e-6, s_discrepancy = [2.220446049250313e-16, 41.069604910228705] [ Info: μrange: [4.815876387679837e-14, 8907.495888282836] ┌ Warning: due to error ErrorException("ITERATION_LIMIT") in optimization, assign test statistic as Inf └ @ MonotoneDecomposition ~/.julia/packages/MonotoneDecomposition/poKp3/src/mono_test.jl:415 [ Info: μrange for compatible terms: [3.315920025352088e-16, 59.654943210845616] [ Info: s0 = 0.8183104344184666, s_residual = 0.39946856968213257, s_smoothness = 0.03207708787852892, s_discrepancy = [2.220446049250313e-16, 39.946856968213254] [ Info: μrange: [3.315920025352088e-16, 59.654943210845616] [ Info: μrange for compatible terms: [8.938127505620584e-17, 19.806685789560763] [ Info: s0 = 1.5761474361292647, s_residual = 0.49204575771062414, s_smoothness = 0.027700968070548608, s_discrepancy = [2.220446049250313e-16, 49.204575771062416] [ Info: μrange: [8.938127505620584e-17, 19.806685789560763] [ Info: μrange for compatible terms: [6.468177973032394e-18, 0.988193542881747] [ Info: s0 = 5.859076010426437, s_residual = 0.3392347052500399, s_smoothness = 0.103382170436786, s_discrepancy = [2.220446049250313e-16, 33.92347052500399] [ Info: μrange: [6.468177973032394e-18, 0.988193542881747] [ Info: μrange for compatible terms: [5.274401922425142e-17, 7.0299849772359275] [ Info: s0 = 2.051792803467275, s_residual = 0.2959520832613247, s_smoothness = 0.0016617653423397327, s_discrepancy = [2.220446049250313e-16, 29.59520832613247] [ Info: μrange: [5.274401922425142e-17, 7.0299849772359275] [ Info: μrange for compatible terms: [5.998234845938989e-17, 8.869815332035744] [ Info: s0 = 1.9240146741087154, s_residual = 0.32834570365201315, s_smoothness = 0.03345366123956171, s_discrepancy = [2.220446049250313e-16, 32.834570365201316] [ Info: μrange: [5.998234845938989e-17, 8.869815332035744] [ Info: μrange for compatible terms: [2.6137553751741137e-17, 3.0664499724961014] [ Info: s0 = 2.9146582711443982, s_residual = 0.2605020650105456, s_smoothness = 0.03656020377694121, s_discrepancy = [2.220446049250313e-16, 26.05020650105456] [ Info: μrange: [2.6137553751741137e-17, 3.0664499724961014] [ Info: μrange for compatible terms: [2.1850207860784786e-17, 4.06735801678445] [ Info: s0 = 3.1878092490872363, s_residual = 0.4133301200975964, s_smoothness = 0.019582665522913375, s_discrepancy = [2.220446049250313e-16, 41.33301200975964] [ Info: μrange: [2.1850207860784786e-17, 4.06735801678445] [ Info: μrange for compatible terms: [2.445107938608597e-16, 54.40476138150089] [ Info: s0 = 0.9529521514623785, s_residual = 0.4940593237724434, s_smoothness = 0.038426465224009346, s_discrepancy = [2.220446049250313e-16, 49.40593237724434] [ Info: μrange: [2.445107938608597e-16, 54.40476138150089] Test Summary: | Pass Total Time experiments | 3 3 2m07.4s Test Summary: | Pass Total Time demo plot data | 2 2 2.6s Testing MonotoneDecomposition tests passed Testing completed after 1245.63s PkgEval succeeded after 2121.8s