Package evaluation of RandomFeatures on Julia 1.13.0-DEV.449 (8d6b63c3a6*) started at 2025-04-29T08:31:25.331 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Set-up completed after 7.74s ################################################################################ # Installation # Installing RandomFeatures... Resolving package versions... Updating `~/.julia/environments/v1.13/Project.toml` [36c3bae2] + RandomFeatures v0.3.4 Updating `~/.julia/environments/v1.13/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 [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 [bbf7d656] + CommonSubexpressions v0.3.1 [f70d9fcc] + CommonWorldInvalidations v1.0.0 [34da2185] + Compat v4.16.0 [187b0558] + ConstructionBase v1.5.8 [f65535da] + Convex v0.16.4 [adafc99b] + CpuId v0.3.1 [9a962f9c] + DataAPI v1.16.0 [864edb3b] + DataStructures v0.18.22 [163ba53b] + DiffResults v1.1.0 [b552c78f] + DiffRules v1.15.1 [a0c0ee7d] + DifferentiationInterface v0.6.52 [31c24e10] + Distributions v0.25.119 [ffbed154] + DocStringExtensions v0.9.4 [aa8a2aa5] + EnsembleKalmanProcesses v2.4.1 [4e289a0a] + EnumX v1.0.5 [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 [f6369f11] + ForwardDiff v1.0.1 [e4b2fa32] + GaussianRandomFields v2.2.6 [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 [692b3bcd] + JLLWrappers v1.7.0 [682c06a0] + JSON v0.21.4 [0f8b85d8] + JSON3 v1.14.2 [40e66cde] + LDLFactorizations v0.10.1 [10f19ff3] + LayoutPointers v0.1.17 [d3d80556] + LineSearches v7.3.0 [2ab3a3ac] + LogExpFunctions v0.3.29 [bdcacae8] + LoopVectorization v0.12.172 [1914dd2f] + MacroTools v0.5.16 [d125e4d3] + ManualMemory v0.1.8 [b8f27783] + MathOptInterface v1.39.0 [e1d29d7a] + Missings v1.2.0 [d8a4904e] + MutableArithmetics v1.6.4 [d41bc354] + NLSolversBase v7.9.1 [77ba4419] + NaNMath v1.1.3 [6fe1bfb0] + OffsetArrays v1.17.0 [429524aa] + Optim v1.12.0 [bac558e1] + OrderedCollections v1.8.0 [90014a1f] + PDMats v0.11.34 [d96e819e] + Parameters v0.12.3 [69de0a69] + Parsers v2.8.3 [1d0040c9] + PolyesterWeave v0.2.2 [85a6dd25] + PositiveFactorizations v0.2.4 [aea7be01] + PrecompileTools v1.3.2 [21216c6a] + Preferences v1.4.3 [43287f4e] + PtrArrays v1.3.0 [1fd47b50] + QuadGK v2.11.2 [36c3bae2] + RandomFeatures v0.3.4 [c84ed2f1] + Ratios v0.4.5 [3cdcf5f2] + RecipesBase v1.3.4 [189a3867] + Reexport v1.2.2 [ae029012] + Requires v1.3.1 [79098fc4] + Rmath v0.8.0 [c946c3f1] + SCS v2.1.0 [94e857df] + SIMDTypes v0.1.0 [476501e8] + SLEEFPirates v0.6.43 [efcf1570] + Setfield v1.1.2 [a2af1166] + SortingAlgorithms v1.2.1 [276daf66] + SpecialFunctions v2.5.1 [aedffcd0] + Static v1.2.0 [0d7ed370] + StaticArrayInterface v1.8.0 [90137ffa] + StaticArrays v1.9.13 [1e83bf80] + StaticArraysCore v1.4.3 [10745b16] + Statistics v1.11.1 [82ae8749] + StatsAPI v1.7.0 [2913bbd2] + StatsBase v0.34.4 [4c63d2b9] + StatsFuns v1.5.0 [856f2bd8] + StructTypes v1.11.0 [9449cd9e] + TSVD v0.4.4 [8290d209] + ThreadingUtilities v0.5.3 [3bb67fe8] + TranscodingStreams v0.11.3 [bc48ee85] + Tullio v0.3.8 [3a884ed6] + UnPack v1.0.2 [3d5dd08c] + VectorizationBase v0.21.71 [efce3f68] + WoodburyMatrices v1.0.0 ⌅ [68821587] + Arpack_jll v3.5.1+1 [6e34b625] + Bzip2_jll v1.0.9+0 ⌃ [83423d85] + Cairo_jll v1.18.4+0 [2e619515] + Expat_jll v2.6.5+0 ⌅ [b22a6f82] + FFMPEG_jll v4.4.4+1 [f5851436] + FFTW_jll v3.3.11+0 [a3f928ae] + Fontconfig_jll v2.16.0+0 [d7e528f0] + FreeType2_jll v2.13.4+0 [559328eb] + FriBidi_jll v1.0.17+0 [78b55507] + Gettext_jll v0.21.0+0 ⌃ [7746bdde] + Glib_jll v2.82.4+0 [3b182d85] + Graphite2_jll v1.3.15+0 [2e76f6c2] + HarfBuzz_jll v8.5.0+0 [1d5cc7b8] + IntelOpenMP_jll v2025.0.4+0 [c1c5ebd0] + LAME_jll v3.100.2+0 [1d63c593] + LLVMOpenMP_jll v18.1.8+0 [dd4b983a] + LZO_jll v2.10.3+0 ⌅ [e9f186c6] + Libffi_jll v3.2.2+2 [94ce4f54] + Libiconv_jll v1.18.0+0 [4b2f31a3] + Libmount_jll v2.41.0+0 [38a345b3] + Libuuid_jll v2.41.0+0 [856f044c] + MKL_jll v2025.0.1+1 [e7412a2a] + Ogg_jll v1.3.5+1 [656ef2d0] + OpenBLAS32_jll v0.3.29+0 [efe28fd5] + OpenSpecFun_jll v0.5.6+0 [91d4177d] + Opus_jll v1.3.3+0 [30392449] + Pixman_jll v0.44.2+0 [f50d1b31] + Rmath_jll v0.5.1+0 [f4f2fc5b] + SCS_jll v3.2.7+0 ⌅ [02c8fc9c] + XML2_jll v2.13.6+1 [4f6342f7] + Xorg_libX11_jll v1.8.12+0 [0c0b7dd1] + Xorg_libXau_jll v1.0.13+0 [a3789734] + Xorg_libXdmcp_jll v1.1.6+0 [1082639a] + Xorg_libXext_jll v1.3.7+0 [ea2f1a96] + Xorg_libXrender_jll v0.9.12+0 [c7cfdc94] + Xorg_libxcb_jll v1.17.1+0 [c5fb5394] + Xorg_xtrans_jll v1.6.0+0 [a4ae2306] + libaom_jll v3.11.0+0 [0ac62f75] + libass_jll v0.15.2+0 [f638f0a6] + libfdk_aac_jll v2.0.3+0 [b53b4c65] + libpng_jll v1.6.47+0 [f27f6e37] + libvorbis_jll v1.3.7+2 [1317d2d5] + oneTBB_jll v2022.0.0+0 ⌅ [1270edf5] + x264_jll v2021.5.5+0 ⌅ [dfaa095f] + x265_jll v3.5.0+0 [0dad84c5] + ArgTools v1.1.2 [56f22d72] + Artifacts v1.11.0 [2a0f44e3] + Base64 v1.11.0 [ade2ca70] + Dates v1.11.0 [8ba89e20] + Distributed v1.11.0 [f43a241f] + Downloads v1.7.0 [7b1f6079] + FileWatching v1.11.0 [9fa8497b] + Future v1.11.0 [b77e0a4c] + InteractiveUtils v1.11.0 [ac6e5ff7] + JuliaSyntaxHighlighting v1.12.0 [4af54fe1] + LazyArtifacts v1.11.0 [b27032c2] + LibCURL v0.6.4 [76f85450] + LibGit2 v1.11.0 [8f399da3] + Libdl v1.11.0 [37e2e46d] + LinearAlgebra v1.12.0 [56ddb016] + Logging v1.11.0 [d6f4376e] + Markdown v1.11.0 [a63ad114] + Mmap v1.11.0 [ca575930] + NetworkOptions v1.3.0 [44cfe95a] + Pkg v1.12.0 [de0858da] + Printf v1.11.0 [9abbd945] + Profile v1.11.0 [9a3f8284] + Random v1.11.0 [ea8e919c] + SHA v0.7.0 [9e88b42a] + Serialization v1.11.0 [1a1011a3] + SharedArrays v1.11.0 [6462fe0b] + Sockets v1.11.0 [2f01184e] + SparseArrays v1.12.0 [f489334b] + StyledStrings v1.11.0 [4607b0f0] + SuiteSparse [fa267f1f] + TOML v1.0.3 [a4e569a6] + Tar v1.10.0 [8dfed614] + Test v1.11.0 [cf7118a7] + UUIDs v1.11.0 [4ec0a83e] + Unicode v1.11.0 [e66e0078] + CompilerSupportLibraries_jll v1.3.0+1 [deac9b47] + LibCURL_jll v8.12.1+1 [e37daf67] + LibGit2_jll v1.9.0+0 [29816b5a] + LibSSH2_jll v1.11.3+1 [14a3606d] + MozillaCACerts_jll v2024.12.31 [4536629a] + OpenBLAS_jll v0.3.29+0 [05823500] + OpenLibm_jll v0.8.5+0 [458c3c95] + OpenSSL_jll v3.0.16+0 [efcefdf7] + PCRE2_jll v10.44.0+1 [bea87d4a] + SuiteSparse_jll v7.10.1+0 [83775a58] + Zlib_jll v1.3.1+2 [8e850b90] + libblastrampoline_jll v5.12.0+0 [8e850ede] + nghttp2_jll v1.65.0+0 [3f19e933] + p7zip_jll v17.5.0+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 4.63s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling package dependencies... Precompilation completed after 620.74s ################################################################################ # Testing # Testing RandomFeatures Status `/tmp/jl_jeZris/Project.toml` [35d6a980] ColorSchemes v3.29.0 [31c24e10] Distributions v0.25.119 [ffbed154] DocStringExtensions v0.9.4 [aa8a2aa5] EnsembleKalmanProcesses v2.4.1 [c87230d0] FFMPEG v0.4.2 [bdcacae8] LoopVectorization v0.12.172 [91a5bcdd] Plots v1.40.13 [36c3bae2] RandomFeatures v0.3.4 [276daf66] SpecialFunctions v2.5.1 [860ef19b] StableRNGs v1.0.2 [10745b16] Statistics v1.11.1 [2913bbd2] StatsBase v0.34.4 [bc48ee85] Tullio v0.3.8 [37e2e46d] LinearAlgebra v1.12.0 [9a3f8284] Random v1.11.0 [8dfed614] Test v1.11.0 Status `/tmp/jl_jeZris/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 v0.6.52 [31c24e10] Distributions v0.25.119 [ffbed154] DocStringExtensions v0.9.4 [aa8a2aa5] EnsembleKalmanProcesses v2.4.1 [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 v0.73.14 [e4b2fa32] GaussianRandomFields v2.2.6 [42e2da0e] Grisu v1.0.2 [cd3eb016] HTTP v1.10.16 [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 v0.1.11 [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 v0.5.16 [d125e4d3] ManualMemory v0.1.8 [b8f27783] 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[6c6a2e73] Scratch v1.2.1 [efcf1570] Setfield v1.1.2 [992d4aef] Showoff v1.0.3 [777ac1f9] SimpleBufferStream v1.2.0 [a2af1166] SortingAlgorithms v1.2.1 [276daf66] SpecialFunctions v2.5.1 [860ef19b] StableRNGs v1.0.2 [aedffcd0] Static v1.2.0 [0d7ed370] StaticArrayInterface v1.8.0 [90137ffa] StaticArrays v1.9.13 [1e83bf80] StaticArraysCore v1.4.3 [10745b16] Statistics v1.11.1 [82ae8749] StatsAPI v1.7.0 [2913bbd2] StatsBase v0.34.4 [4c63d2b9] StatsFuns v1.5.0 [856f2bd8] StructTypes v1.11.0 [9449cd9e] TSVD v0.4.4 [62fd8b95] TensorCore v0.1.1 [8290d209] ThreadingUtilities v0.5.3 [3bb67fe8] TranscodingStreams v0.11.3 [bc48ee85] Tullio v0.3.8 [5c2747f8] URIs v1.5.2 [3a884ed6] UnPack v1.0.2 [1cfade01] UnicodeFun v0.4.1 [1986cc42] Unitful v1.22.0 [45397f5d] UnitfulLatexify v1.6.4 [41fe7b60] Unzip v0.2.0 [3d5dd08c] VectorizationBase v0.21.71 [efce3f68] WoodburyMatrices v1.0.0 ⌅ [68821587] Arpack_jll v3.5.1+1 [6e34b625] Bzip2_jll v1.0.9+0 ⌃ [83423d85] Cairo_jll v1.18.4+0 [ee1fde0b] Dbus_jll 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CompilerSupportLibraries_jll v1.3.0+1 [deac9b47] LibCURL_jll v8.12.1+1 [e37daf67] LibGit2_jll v1.9.0+0 [29816b5a] LibSSH2_jll v1.11.3+1 [14a3606d] MozillaCACerts_jll v2024.12.31 [4536629a] OpenBLAS_jll v0.3.29+0 [05823500] OpenLibm_jll v0.8.5+0 [458c3c95] OpenSSL_jll v3.0.16+0 [efcefdf7] PCRE2_jll v10.44.0+1 [bea87d4a] SuiteSparse_jll v7.10.1+0 [83775a58] Zlib_jll v1.3.1+2 [8e850b90] libblastrampoline_jll v5.12.0+0 [8e850ede] nghttp2_jll v1.65.0+0 [3f19e933] p7zip_jll v17.5.0+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 WARNING: llvmcall with integer pointers is deprecated. Use actual pointers instead, replacing i32 or i64 with i8* or ptr in initialize_task(Any) at /home/pkgeval/.julia/packages/ThreadingUtilities/nn4y1/src/ThreadingUtilities.jl WARNING: llvmcall with integer pointers is deprecated. Use actual pointers instead, replacing i32 or i64 with i8* or ptr in tile_halves(F, Type{T}, Tuple, Tuple, Tuple, Any, Any) where {F<:Function, T} at /home/pkgeval/.julia/packages/Tullio/2zyFP/src/threads.jl WARNING: llvmcall with integer pointers is deprecated. Use actual pointers instead, replacing i32 or i64 with i8* or ptr in _turbo_!(Base.Val{var"#UNROLL#"}, Base.Val{var"#OPS#"}, Base.Val{var"#ARF#"}, Base.Val{var"#AM#"}, Base.Val{var"#LPSYM#"}, Base.Val{Tuple{var"#LB#", var"#V#"}}, Vararg{Any, var"#num#vargs#"}) where {var"#UNROLL#", var"#OPS#", var"#ARF#", var"#AM#", var"#LPSYM#", var"#LB#", var"#V#", var"#num#vargs#"} at /home/pkgeval/.julia/packages/LoopVectorization/ImqiY/src/reconstruct_loopset.jl Completed tests for Utilities, 127 seconds elapsed Starting tests for Samplers Completed tests for Samplers, 40 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, 74 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, 95 seconds elapsed Test Summary: | Pass Total Time RandomFeatures | 208 208 5m35.5s Testing RandomFeatures tests passed Testing completed after 342.91s PkgEval succeeded after 994.78s