Package evaluation of RandomFeatures on Julia 1.11.4 (a71dd056e0*) started at 2025-04-09T00:47:30.446 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Set-up completed after 9.04s ################################################################################ # Installation # Installing RandomFeatures... Resolving package versions... Updating `~/.julia/environments/v1.11/Project.toml` [36c3bae2] + RandomFeatures v0.3.4 Updating `~/.julia/environments/v1.11/Manifest.toml` [47edcb42] + ADTypes v1.14.0 [14f7f29c] + AMD v0.5.3 [621f4979] + AbstractFFTs v1.5.0 [1520ce14] + AbstractTrees v0.4.5 [79e6a3ab] + Adapt v4.3.0 [66dad0bd] + AliasTables v1.1.3 [7d9fca2a] + Arpack v0.5.4 [4fba245c] + ArrayInterface v7.18.0 [13072b0f] + AxisAlgorithms v1.1.0 [6e4b80f9] + BenchmarkTools v1.6.0 [d1d4a3ce] + BitFlags v0.1.9 [62783981] + BitTwiddlingConvenienceFunctions v0.1.6 [2a0fbf3d] + CPUSummary v0.2.6 [d360d2e6] + ChainRulesCore v1.25.1 [fb6a15b2] + CloseOpenIntervals v0.1.13 [523fee87] + CodecBzip2 v0.8.5 [944b1d66] + CodecZlib v0.7.8 [35d6a980] + ColorSchemes v3.29.0 [3da002f7] + ColorTypes v0.12.1 [c3611d14] + ColorVectorSpace v0.11.0 [5ae59095] + Colors v0.13.0 [bbf7d656] + CommonSubexpressions v0.3.1 [f70d9fcc] + CommonWorldInvalidations v1.0.0 [34da2185] + Compat v4.16.0 [f0e56b4a] + ConcurrentUtilities v2.5.0 [187b0558] + 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CompilerSupportLibraries_jll v1.1.1+0 [deac9b47] + LibCURL_jll v8.6.0+0 [e37daf67] + LibGit2_jll v1.7.2+0 [29816b5a] + LibSSH2_jll v1.11.0+1 [c8ffd9c3] + MbedTLS_jll v2.28.6+0 [14a3606d] + MozillaCACerts_jll v2023.12.12 [4536629a] + OpenBLAS_jll v0.3.27+1 [05823500] + OpenLibm_jll v0.8.5+0 [efcefdf7] + PCRE2_jll v10.42.0+1 [bea87d4a] + SuiteSparse_jll v7.7.0+0 [83775a58] + Zlib_jll v1.2.13+1 [8e850b90] + libblastrampoline_jll v5.11.0+0 [8e850ede] + nghttp2_jll v1.59.0+0 [3f19e933] + p7zip_jll v17.4.0+2 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 To see why use `status --outdated -m` Installation completed after 6.46s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling package dependencies... Precompilation completed after 432.01s ################################################################################ # Testing # Testing RandomFeatures Status `/tmp/jl_qjZjWq/Project.toml` [35d6a980] ColorSchemes v3.29.0 [31c24e10] Distributions v0.25.118 [ffbed154] DocStringExtensions v0.9.4 [aa8a2aa5] EnsembleKalmanProcesses v2.3.1 [c87230d0] FFMPEG v0.4.2 [bdcacae8] LoopVectorization v0.12.172 [91a5bcdd] Plots v1.40.11 [36c3bae2] RandomFeatures v0.3.4 [276daf66] SpecialFunctions v2.5.0 [860ef19b] StableRNGs v1.0.2 [10745b16] Statistics v1.11.1 [2913bbd2] StatsBase v0.34.4 [bc48ee85] Tullio v0.3.8 [37e2e46d] LinearAlgebra v1.11.0 [9a3f8284] Random v1.11.0 [8dfed614] Test v1.11.0 Status `/tmp/jl_qjZjWq/Manifest.toml` [47edcb42] ADTypes v1.14.0 [14f7f29c] AMD v0.5.3 [621f4979] AbstractFFTs v1.5.0 [1520ce14] AbstractTrees v0.4.5 [79e6a3ab] Adapt v4.3.0 [66dad0bd] AliasTables v1.1.3 [7d9fca2a] Arpack v0.5.4 [4fba245c] ArrayInterface v7.18.0 [13072b0f] AxisAlgorithms v1.1.0 [6e4b80f9] BenchmarkTools v1.6.0 [d1d4a3ce] BitFlags v0.1.9 [62783981] BitTwiddlingConvenienceFunctions v0.1.6 [2a0fbf3d] CPUSummary v0.2.6 [d360d2e6] ChainRulesCore v1.25.1 [fb6a15b2] CloseOpenIntervals v0.1.13 [523fee87] CodecBzip2 v0.8.5 [944b1d66] CodecZlib v0.7.8 [35d6a980] ColorSchemes v3.29.0 [3da002f7] ColorTypes v0.12.1 [c3611d14] ColorVectorSpace v0.11.0 [5ae59095] Colors v0.13.0 [bbf7d656] CommonSubexpressions v0.3.1 [f70d9fcc] CommonWorldInvalidations v1.0.0 [34da2185] Compat v4.16.0 [f0e56b4a] ConcurrentUtilities v2.5.0 [187b0558] ConstructionBase v1.5.8 [d38c429a] Contour v0.6.3 [f65535da] Convex v0.16.4 [adafc99b] CpuId v0.3.1 [9a962f9c] DataAPI v1.16.0 [864edb3b] DataStructures v0.18.22 [8bb1440f] DelimitedFiles v1.9.1 [163ba53b] DiffResults v1.1.0 [b552c78f] DiffRules v1.15.1 [a0c0ee7d] DifferentiationInterface v0.6.50 [31c24e10] Distributions v0.25.118 [ffbed154] DocStringExtensions v0.9.4 [aa8a2aa5] EnsembleKalmanProcesses v2.3.1 [4e289a0a] EnumX v1.0.5 [460bff9d] ExceptionUnwrapping v0.1.11 [c87230d0] FFMPEG v0.4.2 [7a1cc6ca] FFTW v1.8.1 [442a2c76] FastGaussQuadrature v1.0.2 [1a297f60] FillArrays v1.13.0 [6a86dc24] FiniteDiff v2.27.0 [53c48c17] FixedPointNumbers v0.8.5 [1fa38f19] Format v1.3.7 [f6369f11] ForwardDiff v1.0.1 [28b8d3ca] GR v0.73.13 [e4b2fa32] GaussianRandomFields v2.2.5 [42e2da0e] Grisu v1.0.2 [cd3eb016] HTTP v1.10.15 [3e5b6fbb] HostCPUFeatures v0.1.17 [34004b35] HypergeometricFunctions v0.3.28 [615f187c] IfElse v0.1.1 [a98d9a8b] Interpolations v0.15.1 [92d709cd] IrrationalConstants v0.2.4 [1019f520] JLFzf v0.1.10 [692b3bcd] JLLWrappers v1.7.0 [682c06a0] JSON v0.21.4 [0f8b85d8] JSON3 v1.14.2 [40e66cde] LDLFactorizations v0.10.1 [b964fa9f] LaTeXStrings v1.4.0 [23fbe1c1] Latexify v0.16.7 [10f19ff3] LayoutPointers v0.1.17 [d3d80556] LineSearches v7.3.0 [2ab3a3ac] LogExpFunctions v0.3.29 [e6f89c97] LoggingExtras v1.1.0 [bdcacae8] LoopVectorization v0.12.172 [1914dd2f] MacroTools v0.5.15 [d125e4d3] ManualMemory v0.1.8 [b8f27783] 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Test v1.11.0 [cf7118a7] UUIDs v1.11.0 [4ec0a83e] Unicode v1.11.0 [e66e0078] CompilerSupportLibraries_jll v1.1.1+0 [deac9b47] LibCURL_jll v8.6.0+0 [e37daf67] LibGit2_jll v1.7.2+0 [29816b5a] LibSSH2_jll v1.11.0+1 [c8ffd9c3] MbedTLS_jll v2.28.6+0 [14a3606d] MozillaCACerts_jll v2023.12.12 [4536629a] OpenBLAS_jll v0.3.27+1 [05823500] OpenLibm_jll v0.8.5+0 [efcefdf7] PCRE2_jll v10.42.0+1 [bea87d4a] SuiteSparse_jll v7.7.0+0 [83775a58] Zlib_jll v1.2.13+1 [8e850b90] libblastrampoline_jll v5.11.0+0 [8e850ede] nghttp2_jll v1.59.0+0 [3f19e933] p7zip_jll v17.4.0+2 Info Packages marked with ⌃ and ⌅ have new versions available. Those with ⌃ may be upgradable, but those with ⌅ are restricted by compatibility constraints from upgrading. Testing Running tests... Starting tests for Utilities Completed tests for Utilities, 128 seconds elapsed Starting tests for Samplers Completed tests for Samplers, 42 seconds elapsed Starting tests for Features Testing Relu() Testing Lrelu{Float64}(0.01) Testing Gelu() Testing Elu{Float64}(1.0) Testing Selu{Float64}(1.67326, 1.0507) Testing Heaviside() Testing SmoothHeaviside{Float64}(0.01) Testing Sawtooth() Testing Softplus() Testing Tansig() Testing Sigmoid() Testing RandomFeatures.Features.Cosine() Completed tests for Features, 94 seconds elapsed Starting tests for Methods [ Info: input regularization <=0 is invalid, using regularization = 1e12*eps() ┌ Warning: input regularization matrix is not positive definite, replacing with nearby positive definite matrix └ @ RandomFeatures.Methods ~/.julia/packages/RandomFeatures/d156W/src/Methods.jl:81 Prior for 1d->1d: L2 errors: fourier, neuron, sigmoid [29.000668728419168 194.26476172778493 32.10580371224607; 28.97553144578311 113.80011334991885 32.03527300637671; 28.878781209433566 91.97464734299571 31.81305733808375] Posterior for 1d->1d, with increasing data: L2 errors: fourier, neuron, sigmoid [5.426956933299813 6.706843588541614 8.295254716835926; 1.8735382011135744 2.4062121809168673 5.113866236825387; 1.2922216409190521 1.8446019795547182 4.253156870046866] Prior for nd->1d L2 error: 2.050644075216802 Posterior for nd->1d L2 error: 0.8090845047925753 diagonal Prior for 1d->3d L2 error: 17.812121292211994 Posterior for 1d->3d L2 error: 1.5518401464526728 correlated-lambdaconst Prior for 1d->3d L2 error: 18.056884729533817 Posterior for 1d->3d L2 error: 2.3183944750521217 diagonal-lambdamat ┌ Warning: #= /home/pkgeval/.julia/packages/Tullio/2zyFP/src/macro.jl:1093 =#: │ `LoopVectorization.check_args` on your inputs failed; running fallback `@inbounds @fastmath` loop instead. │ Use `warn_check_args=false`, e.g. `@turbo warn_check_args=false ...`, to disable this warning. └ @ RandomFeatures.Methods ~/.julia/packages/LoopVectorization/ImqiY/src/condense_loopset.jl:1166 Prior for 1d->3d L2 error: 17.256822783766882 ┌ Warning: #= /home/pkgeval/.julia/packages/Tullio/2zyFP/src/macro.jl:1093 =#: │ `LoopVectorization.check_args` on your inputs failed; running fallback `@inbounds @fastmath` loop instead. │ Use `warn_check_args=false`, e.g. `@turbo warn_check_args=false ...`, to disable this warning. └ @ RandomFeatures.Methods ~/.julia/packages/LoopVectorization/ImqiY/src/condense_loopset.jl:1166 Posterior for 1d->3d L2 error: 1.450401195962234 correlated-lambdamat Prior for 1d->3d L2 error: 18.52606060669684 Posterior for 1d->3d L2 error: 2.420409716481559 Completed tests for Methods, 127 seconds elapsed Test Summary: | Pass Total Time RandomFeatures | 208 208 6m30.9s Testing RandomFeatures tests passed Testing completed after 398.98s PkgEval succeeded after 886.2s