Package evaluation of BagOfWords on Julia 1.13.0-DEV.1222 (39e1473f3b*) started at 2025-10-01T01:45:45.894 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Set-up completed after 9.35s ################################################################################ # Installation # Installing BagOfWords... Resolving package versions... Updating `~/.julia/environments/v1.13/Project.toml` [87b137f8] + BagOfWords v0.4.2 Updating `~/.julia/environments/v1.13/Manifest.toml` [47edcb42] + ADTypes v1.18.0 [7d9f7c33] + Accessors v0.1.42 [79e6a3ab] + Adapt v4.4.0 [66dad0bd] + AliasTables v1.1.3 [dce04be8] + ArgCheck v2.5.0 [ec485272] + ArnoldiMethod v0.4.0 [7d9fca2a] + Arpack v0.5.4 [4fba245c] + ArrayInterface v7.20.0 [87b137f8] + BagOfWords v0.4.2 [198e06fe] + BangBang v0.4.4 [9718e550] + Baselet v0.1.1 [62783981] + BitTwiddlingConvenienceFunctions v0.1.6 [2a0fbf3d] + CPUSummary v0.2.7 [d360d2e6] + ChainRulesCore v1.26.0 [fb6a15b2] + CloseOpenIntervals v0.1.13 [da1fd8a2] + CodeTracking v2.0.1 [944b1d66] + CodecZlib v0.7.8 [861a8166] + Combinatorics v1.0.3 [bbf7d656] + CommonSubexpressions v0.3.1 [f70d9fcc] + CommonWorldInvalidations v1.0.0 [34da2185] + Compat v4.18.0 [807dbc54] + Compiler v0.1.1 [a33af91c] + CompositionsBase v0.1.2 [187b0558] + ConstructionBase v1.6.0 [6add18c4] + ContextVariablesX v0.1.3 [adafc99b] + CpuId v0.3.1 [a8cc5b0e] + Crayons v4.1.1 [9a962f9c] + DataAPI v1.16.0 [a93c6f00] + DataFrames v1.8.0 ⌅ [864edb3b] + DataStructures v0.18.22 [e2d170a0] + DataValueInterfaces v1.0.0 [244e2a9f] + DefineSingletons v0.1.2 [8bb1440f] + DelimitedFiles v1.9.1 [163ba53b] + DiffResults v1.1.0 [b552c78f] + DiffRules v1.15.1 [a0c0ee7d] + DifferentiationInterface v0.7.8 [b4f34e82] + Distances v0.10.12 [31c24e10] + Distributions v0.25.120 [ffbed154] + DocStringExtensions v0.9.5 [cc61a311] + FLoops v0.2.2 [b9860ae5] + FLoopsBase v0.1.1 [5789e2e9] + FileIO v1.17.0 [1a297f60] + FillArrays v1.14.0 [6a86dc24] + FiniteDiff v2.28.1 [9c68100b] + FoldsThreads v0.1.2 ⌅ [f6369f11] + ForwardDiff v0.10.39 [069b7b12] + FunctionWrappers v1.1.3 [86223c79] + Graphs v1.13.1 [076d061b] + HashArrayMappedTries v0.2.0 [34004b35] + HypergeometricFunctions v0.3.28 [615f187c] + IfElse v0.1.1 [d25df0c9] + Inflate v0.1.5 [22cec73e] + InitialValues v0.3.1 [842dd82b] + InlineStrings v1.4.5 [6d0fbc77] + Intersections v0.4.0 [3587e190] + InverseFunctions v0.1.17 [b20bd276] + InvertedFiles v0.8.1 [41ab1584] + InvertedIndices v1.3.1 [92d709cd] + IrrationalConstants v0.2.4 [82899510] + IteratorInterfaceExtensions v1.0.0 [c3a54625] + JET v0.10.7 ⌅ [033835bb] + JLD2 v0.5.15 [692b3bcd] + JLLWrappers v1.7.1 [682c06a0] + JSON v0.21.4 [aa1ae85d] + JuliaInterpreter v0.10.5 [70703baa] + JuliaSyntax v1.0.2 [b14d175d] + JuliaVariables v0.2.4 [2d691ee1] + LIBLINEAR v0.7.1 [b1bec4e5] + LIBSVM v0.8.1 [b964fa9f] + LaTeXStrings v1.4.0 [10f19ff3] + LayoutPointers v0.1.17 [2ab3a3ac] + LogExpFunctions v0.3.29 [6f1432cf] + LoweredCodeUtils v3.4.4 ⌅ [2fda8390] + LsqFit v0.12.1 [d8e11817] + MLStyle v0.4.17 ⌅ [f1d291b0] + MLUtils v0.2.11 [1914dd2f] + MacroTools v0.5.16 [06eb3307] + ManifoldLearning v0.9.0 [d125e4d3] + ManualMemory v0.1.8 [128add7d] + MicroCollections v0.2.0 [e1d29d7a] + Missings v1.2.0 ⌅ [6f286f6a] + MultivariateStats v0.9.0 [d41bc354] + NLSolversBase v7.10.0 [77ba4419] + NaNMath v1.1.3 [71a1bf82] + NameResolution v0.1.5 [87e2bd06] + OptimBase v2.0.2 [bac558e1] + OrderedCollections v1.8.1 [90014a1f] + PDMats v0.11.35 [d96e819e] + Parameters v0.12.3 [69de0a69] + Parsers v2.8.3 [f517fe37] + Polyester v0.7.18 [1d0040c9] + PolyesterWeave v0.2.2 [2dfb63ee] + PooledArrays v1.4.3 [aea7be01] + PrecompileTools v1.3.3 [21216c6a] + Preferences v1.5.0 [8162dcfd] + PrettyPrint v0.2.0 [08abe8d2] + PrettyTables v3.0.11 [92933f4c] + ProgressMeter v1.11.0 [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 [94e857df] + SIMDTypes v0.1.0 [431bcebd] + SciMLPublic v1.0.0 [6e75b9c4] + ScikitLearnBase v0.5.0 [7e506255] + ScopedValues v1.5.0 [0e966ebe] + SearchModels v0.4.1 [91c51154] + SentinelArrays v1.4.8 [efcf1570] + Setfield v1.1.2 [605ecd9f] + ShowCases v0.1.0 [ca7ab67e] + SimSearchManifoldLearning v0.3.2 [053f045d] + SimilaritySearch v0.13.0 [699a6c99] + SimpleTraits v0.9.5 [a2af1166] + SortingAlgorithms v1.2.2 [276daf66] + SpecialFunctions v2.5.1 [171d559e] + SplittablesBase v0.1.15 [aedffcd0] + Static v1.3.0 [0d7ed370] + StaticArrayInterface v1.8.0 [90137ffa] + StaticArrays v1.9.15 [1e83bf80] + StaticArraysCore v1.4.3 [10745b16] + Statistics v1.11.1 [82ae8749] + StatsAPI v1.7.1 ⌅ [2913bbd2] + StatsBase v0.33.21 [4c63d2b9] + StatsFuns v1.5.0 [7792a7ef] + StrideArraysCore v0.5.8 [892a3eda] + StringManipulation v0.4.1 [3783bdb8] + TableTraits v1.0.1 [bd369af6] + Tables v1.12.1 [7f6f6c8a] + TextSearch v0.19.6 [8290d209] + ThreadingUtilities v0.5.5 [3bb67fe8] + TranscodingStreams v0.11.3 [28d57a85] + Transducers v0.4.85 [3a884ed6] + UnPack v1.0.2 ⌅ [68821587] + Arpack_jll v3.5.1+1 [1d63c593] + LLVMOpenMP_jll v18.1.8+0 [efe28fd5] + OpenSpecFun_jll v0.5.6+0 [f50d1b31] + Rmath_jll v0.5.1+0 [275f1f90] + liblinear_jll v2.47.0+0 [08558c22] + libsvm_jll v3.25.0+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 [b27032c2] + LibCURL v0.6.4 [76f85450] + LibGit2 v1.11.0 [8f399da3] + Libdl v1.11.0 [37e2e46d] + LinearAlgebra v1.13.0 [56ddb016] + Logging v1.11.0 [d6f4376e] + Markdown v1.11.0 [a63ad114] + Mmap v1.11.0 [ca575930] + NetworkOptions v1.3.0 [44cfe95a] + Pkg v1.13.0 [de0858da] + Printf v1.11.0 [3fa0cd96] + REPL 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 v1.13.0 [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 v8.16.0+0 [e37daf67] + LibGit2_jll v1.9.1+0 [29816b5a] + LibSSH2_jll v1.11.3+1 [14a3606d] + MozillaCACerts_jll v2025.9.9 [4536629a] + OpenBLAS_jll v0.3.29+0 [05823500] + OpenLibm_jll v0.8.7+0 [458c3c95] + OpenSSL_jll v3.5.2+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 ⌅ have new versions available but compatibility constraints restrict them from upgrading. To see why use `status --outdated -m` Installation completed after 6.58s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling package dependencies... Precompilation completed after 1184.58s ################################################################################ # Testing # Testing BagOfWords Status `/tmp/jl_EAayQE/Project.toml` [87b137f8] BagOfWords v0.4.2 [944b1d66] CodecZlib v0.7.8 [a93c6f00] DataFrames v1.8.0 ⌅ [033835bb] JLD2 v0.5.15 [682c06a0] JSON v0.21.4 [2d691ee1] LIBLINEAR v0.7.1 [b1bec4e5] LIBSVM v0.8.1 ⌅ [f1d291b0] MLUtils v0.2.11 [ca7ab67e] SimSearchManifoldLearning v0.3.2 [053f045d] SimilaritySearch v0.13.0 [82ae8749] StatsAPI v1.7.1 ⌅ [2913bbd2] StatsBase v0.33.21 [7f6f6c8a] TextSearch v0.19.6 [f43a241f] Downloads v1.7.0 [9a3f8284] Random v1.11.0 [8dfed614] Test v1.11.0 Status `/tmp/jl_EAayQE/Manifest.toml` [47edcb42] ADTypes v1.18.0 [7d9f7c33] Accessors v0.1.42 [79e6a3ab] Adapt v4.4.0 [66dad0bd] AliasTables v1.1.3 [dce04be8] ArgCheck v2.5.0 [ec485272] ArnoldiMethod v0.4.0 [7d9fca2a] Arpack v0.5.4 [4fba245c] ArrayInterface v7.20.0 [87b137f8] BagOfWords v0.4.2 [198e06fe] BangBang v0.4.4 [9718e550] Baselet v0.1.1 [62783981] BitTwiddlingConvenienceFunctions v0.1.6 [2a0fbf3d] CPUSummary v0.2.7 [d360d2e6] ChainRulesCore v1.26.0 [fb6a15b2] CloseOpenIntervals v0.1.13 [da1fd8a2] CodeTracking v2.0.1 [944b1d66] CodecZlib v0.7.8 [861a8166] Combinatorics v1.0.3 [bbf7d656] CommonSubexpressions v0.3.1 [f70d9fcc] CommonWorldInvalidations v1.0.0 [34da2185] Compat v4.18.0 [807dbc54] Compiler v0.1.1 [a33af91c] CompositionsBase v0.1.2 [187b0558] ConstructionBase v1.6.0 [6add18c4] ContextVariablesX v0.1.3 [adafc99b] CpuId v0.3.1 [a8cc5b0e] Crayons v4.1.1 [9a962f9c] DataAPI v1.16.0 [a93c6f00] DataFrames v1.8.0 ⌅ [864edb3b] DataStructures v0.18.22 [e2d170a0] DataValueInterfaces v1.0.0 [244e2a9f] DefineSingletons v0.1.2 [8bb1440f] DelimitedFiles v1.9.1 [163ba53b] DiffResults v1.1.0 [b552c78f] DiffRules v1.15.1 [a0c0ee7d] DifferentiationInterface v0.7.8 [b4f34e82] Distances v0.10.12 [31c24e10] Distributions v0.25.120 [ffbed154] DocStringExtensions v0.9.5 [cc61a311] FLoops v0.2.2 [b9860ae5] FLoopsBase v0.1.1 [5789e2e9] FileIO v1.17.0 [1a297f60] FillArrays v1.14.0 [6a86dc24] FiniteDiff v2.28.1 [9c68100b] FoldsThreads v0.1.2 ⌅ [f6369f11] ForwardDiff v0.10.39 [069b7b12] FunctionWrappers v1.1.3 [86223c79] Graphs v1.13.1 [076d061b] HashArrayMappedTries v0.2.0 [34004b35] HypergeometricFunctions v0.3.28 [615f187c] IfElse v0.1.1 [d25df0c9] Inflate v0.1.5 [22cec73e] InitialValues v0.3.1 [842dd82b] InlineStrings v1.4.5 [6d0fbc77] Intersections v0.4.0 [3587e190] InverseFunctions v0.1.17 [b20bd276] InvertedFiles v0.8.1 [41ab1584] InvertedIndices v1.3.1 [92d709cd] IrrationalConstants v0.2.4 [82899510] IteratorInterfaceExtensions v1.0.0 [c3a54625] JET v0.10.7 ⌅ [033835bb] JLD2 v0.5.15 [692b3bcd] JLLWrappers v1.7.1 [682c06a0] JSON v0.21.4 [aa1ae85d] JuliaInterpreter v0.10.5 [70703baa] JuliaSyntax v1.0.2 [b14d175d] JuliaVariables v0.2.4 [2d691ee1] LIBLINEAR v0.7.1 [b1bec4e5] LIBSVM v0.8.1 [b964fa9f] LaTeXStrings v1.4.0 [10f19ff3] LayoutPointers v0.1.17 [2ab3a3ac] LogExpFunctions v0.3.29 [6f1432cf] LoweredCodeUtils v3.4.4 ⌅ [2fda8390] LsqFit v0.12.1 [d8e11817] MLStyle v0.4.17 ⌅ [f1d291b0] MLUtils v0.2.11 [1914dd2f] MacroTools v0.5.16 [06eb3307] ManifoldLearning v0.9.0 [d125e4d3] ManualMemory v0.1.8 [128add7d] MicroCollections v0.2.0 [e1d29d7a] Missings v1.2.0 ⌅ [6f286f6a] MultivariateStats v0.9.0 [d41bc354] NLSolversBase v7.10.0 [77ba4419] NaNMath v1.1.3 [71a1bf82] NameResolution v0.1.5 [87e2bd06] OptimBase v2.0.2 [bac558e1] OrderedCollections v1.8.1 [90014a1f] PDMats v0.11.35 [d96e819e] Parameters v0.12.3 [69de0a69] Parsers v2.8.3 [f517fe37] Polyester v0.7.18 [1d0040c9] PolyesterWeave v0.2.2 [2dfb63ee] PooledArrays v1.4.3 [aea7be01] PrecompileTools v1.3.3 [21216c6a] Preferences v1.5.0 [8162dcfd] PrettyPrint v0.2.0 [08abe8d2] PrettyTables v3.0.11 [92933f4c] ProgressMeter v1.11.0 [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 [94e857df] SIMDTypes v0.1.0 [431bcebd] SciMLPublic v1.0.0 [6e75b9c4] ScikitLearnBase v0.5.0 [7e506255] ScopedValues v1.5.0 [0e966ebe] SearchModels v0.4.1 [91c51154] SentinelArrays v1.4.8 [efcf1570] Setfield v1.1.2 [605ecd9f] ShowCases v0.1.0 [ca7ab67e] SimSearchManifoldLearning v0.3.2 [053f045d] SimilaritySearch v0.13.0 [699a6c99] SimpleTraits v0.9.5 [a2af1166] SortingAlgorithms v1.2.2 [276daf66] SpecialFunctions v2.5.1 [171d559e] SplittablesBase v0.1.15 [aedffcd0] Static v1.3.0 [0d7ed370] StaticArrayInterface v1.8.0 [90137ffa] StaticArrays v1.9.15 [1e83bf80] StaticArraysCore v1.4.3 [10745b16] Statistics v1.11.1 [82ae8749] StatsAPI v1.7.1 ⌅ [2913bbd2] StatsBase v0.33.21 [4c63d2b9] StatsFuns v1.5.0 [7792a7ef] StrideArraysCore v0.5.8 [892a3eda] StringManipulation v0.4.1 [3783bdb8] TableTraits v1.0.1 [bd369af6] Tables v1.12.1 [7f6f6c8a] TextSearch v0.19.6 [8290d209] ThreadingUtilities v0.5.5 [3bb67fe8] TranscodingStreams v0.11.3 [28d57a85] Transducers v0.4.85 [3a884ed6] UnPack v1.0.2 ⌅ [68821587] Arpack_jll v3.5.1+1 [1d63c593] LLVMOpenMP_jll v18.1.8+0 [efe28fd5] OpenSpecFun_jll v0.5.6+0 [f50d1b31] Rmath_jll v0.5.1+0 [275f1f90] liblinear_jll v2.47.0+0 [08558c22] libsvm_jll v3.25.0+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 [b27032c2] LibCURL v0.6.4 [76f85450] LibGit2 v1.11.0 [8f399da3] Libdl v1.11.0 [37e2e46d] LinearAlgebra v1.13.0 [56ddb016] Logging v1.11.0 [d6f4376e] Markdown v1.11.0 [a63ad114] Mmap v1.11.0 [ca575930] NetworkOptions v1.3.0 [44cfe95a] Pkg v1.13.0 [de0858da] Printf v1.11.0 [3fa0cd96] REPL 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 v1.13.0 [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 v8.16.0+0 [e37daf67] LibGit2_jll v1.9.1+0 [29816b5a] LibSSH2_jll v1.11.3+1 [14a3606d] MozillaCACerts_jll v2025.9.9 [4536629a] OpenBLAS_jll v0.3.29+0 [05823500] OpenLibm_jll v0.8.7+0 [458c3c95] OpenSSL_jll v3.5.2+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 ⌅ have new versions available but compatibility constraints restrict them from upgrading. Testing Running tests... [ Info: Dict("😌" => 814, "😴" => 756, "♥" => 801, "😋" => 786, "👌" => 779, "💙" => 770, "♡" => 779, "🙏" => 818, "😡" => 776, "😥" => 791, "😍" => 816, "😞" => 785, "😈" => 774, "🤭" => 736, "😳" => 839, "😊" => 767, "🎶" => 810, "💖" => 758, "😏" => 757, "😒" => 808, "😁" => 794, "😭" => 785, "😅" => 738, "😔" => 782, "🙊" => 786, "💔" => 783, "😩" => 743, "😣" => 763, "😂" => 770, "😫" => 791, "😓" => 840, "😉" => 775, "😜" => 800, "😻" => 770, "😑" => 812, "💕" => 747, "🙈" => 772, "🤔" => 732, "❤" => 762, "😎" => 758, "😃" => 777, "🙃" => 723, "😠" => 815, "😪" => 787, "😱" => 790, "🙄" => 748, "🤤" => 771, "🤣" => 780, "✨" => 801, "🙂" => 772, "🤓" => 819, "😤" => 808, "😢" => 772, "💜" => 817, "🌚" => 796, "👏" => 749, "👀" => 768, "😀" => 771, "😰" => 770, "🤗" => 762, "😐" => 816, "😕" => 761, "😬" => 789, "😘" => 815) [ Info: random-search> (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [3, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 0 [ Info: EVAL fit (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [3, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) allknn 27%|████████████▏ | ETA: 0:00:11 allknn 63%|████████████████████████████▌ | ETA: 0:00:05 allknn 99%|████████████████████████████████████████████▋| ETA: 0:00:00 allknn 100%|█████████████████████████████████████████████| Time: 0:00:12 12.895955 seconds (260.98 k allocations: 14.654 MiB, 6.66% compilation time) *** computing graph *** layout embedding RandomLayout *** fit ab / embedding *** opt embedding UMAP construction time cost report: - fuzzy graph: 1.040141293 - embedding init: 0.000356007 - embedding opt: 0.873985536 61.558617 seconds (10.94 M allocations: 538.909 MiB, 0.41% gc time, 55.54% compilation time: <1% of which was recompilation) [ Info: EVAL predict (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [3, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 6.217551 seconds (941.59 k allocations: 38.268 MiB, 4.24% gc time) [ Info: performance 0.4414668547249647 [ Info: random-search> (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 1 [ Info: EVAL fit (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) allknn 32%|██████████████▋ | ETA: 0:00:08 allknn 64%|█████████████████████████████ | ETA: 0:00:04 allknn 96%|███████████████████████████████████████████▍ | ETA: 0:00:00 allknn 100%|█████████████████████████████████████████████| Time: 0:00:12 12.517726 seconds (1.84 k allocations: 250.000 KiB) *** computing graph *** layout embedding RandomLayout *** fit ab / embedding *** opt embedding UMAP construction time cost report: - fuzzy graph: 0.010443477 - embedding init: 0.000377626 - embedding opt: 0.958997417 28.505169 seconds (6.37 M allocations: 298.358 MiB, 0.24% gc time, 0.63% compilation time) [ Info: EVAL predict (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 6.067061 seconds (948.54 k allocations: 38.474 MiB) [ Info: performance 0.45839210155148097 [ Info: random-search> (projection = RawVectors(0), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 2 [ Info: EVAL fit (projection = RawVectors(0), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 5.288716 seconds (4.33 M allocations: 184.567 MiB, 3.79% gc time, 13.01% compilation time: <1% of which was recompilation) [ Info: EVAL predict (projection = RawVectors(0), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 1.313642 seconds (951.39 k allocations: 45.675 MiB, 4.29% compilation time) [ Info: performance 0.6488011283497884 [ Info: random-search> (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 3 [ Info: EVAL fit (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 4.848987 seconds (6.34 M allocations: 304.985 MiB, 2.69% gc time) [ Info: EVAL predict (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 1.271901 seconds (947.85 k allocations: 45.272 MiB) [ Info: performance 0.68688293370945 [ Info: random-search> (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 4 [ Info: EVAL fit (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) allknn 34%|███████████████▍ | ETA: 0:00:08 allknn 69%|██████████████████████████████▉ | ETA: 0:00:04 allknn 100%|█████████████████████████████████████████████| Time: 0:00:11 11.878457 seconds (1.80 k allocations: 247.438 KiB) *** computing graph *** layout embedding RandomLayout *** fit ab / embedding *** opt embedding UMAP construction time cost report: - fuzzy graph: 0.0101725 - embedding init: 0.000348907 - embedding opt: 0.871846 27.014361 seconds (6.32 M allocations: 296.751 MiB, 0.44% gc time) [ Info: EVAL predict (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 5.965837 seconds (945.13 k allocations: 38.373 MiB) [ Info: performance 0.41889985895627646 [ Info: random-search> (projection = RawVectors(0), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 5 [ Info: EVAL fit (projection = RawVectors(0), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 4.794330 seconds (4.23 M allocations: 178.078 MiB, 1.97% gc time) [ Info: EVAL predict (projection = RawVectors(0), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 1.406718 seconds (947.85 k allocations: 45.811 MiB, 2.23% gc time) [ Info: performance 0.6544428772919605 [ Info: random-search> (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 6 [ Info: EVAL fit (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) allknn 32%|██████████████▍ | ETA: 0:00:09 allknn 64%|████████████████████████████▊ | ETA: 0:00:05 allknn 96%|███████████████████████████████████████████▎ | ETA: 0:00:00 allknn 100%|█████████████████████████████████████████████| Time: 0:00:12 12.583263 seconds (1.84 k allocations: 250.031 KiB) *** computing graph *** layout embedding RandomLayout *** fit ab / embedding *** opt embedding UMAP construction time cost report: - fuzzy graph: 0.067402453 - embedding init: 0.000351037 - embedding opt: 0.861520684 27.837524 seconds (4.24 M allocations: 169.291 MiB, 0.20% gc time) [ Info: EVAL predict (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 5.991220 seconds (948.54 k allocations: 38.475 MiB) [ Info: performance 0.4019746121297602 [ Info: random-search> (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [3, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 7 [ Info: EVAL fit (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [3, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) allknn 34%|███████████████▍ | ETA: 0:00:08 allknn 68%|██████████████████████████████▋ | ETA: 0:00:04 allknn 100%|█████████████████████████████████████████████| Time: 0:00:11 11.834598 seconds (1.81 k allocations: 247.828 KiB) *** computing graph *** layout embedding RandomLayout *** fit ab / embedding *** opt embedding UMAP construction time cost report: - fuzzy graph: 0.036311421 - embedding init: 0.000333827 - embedding opt: 0.922283853 26.845020 seconds (6.29 M allocations: 296.025 MiB, 0.27% gc time) [ Info: EVAL predict (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [3, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 5.794411 seconds (941.59 k allocations: 38.265 MiB) [ Info: performance 0.43441466854724964 [ Info: random-search> (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 8 [ Info: EVAL fit (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) allknn 32%|██████████████▍ | ETA: 0:00:09 allknn 65%|█████████████████████████████▎ | ETA: 0:00:04 allknn 98%|████████████████████████████████████████████▏| ETA: 0:00:00 allknn 100%|█████████████████████████████████████████████| Time: 0:00:12 12.356444 seconds (1.84 k allocations: 250.016 KiB) *** computing graph *** layout embedding RandomLayout *** fit ab / embedding *** opt embedding UMAP construction time cost report: - fuzzy graph: 0.009939172 - embedding init: 0.000344496 - embedding opt: 0.881489138 28.221888 seconds (6.34 M allocations: 296.497 MiB, 0.47% gc time) [ Info: EVAL predict (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 5.912597 seconds (948.54 k allocations: 38.475 MiB) [ Info: performance 0.42736248236953456 [ Info: random-search> (projection = RawVectors(0), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [3, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 9 [ Info: EVAL fit (projection = RawVectors(0), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [3, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 4.691532 seconds (4.20 M allocations: 178.220 MiB, 0.99% gc time) [ Info: EVAL predict (projection = RawVectors(0), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [3, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 1.465004 seconds (940.91 k allocations: 45.651 MiB, 1.17% gc time) [ Info: performance 0.6643159379407616 [ Info: hill-climbing> (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 10 [ Info: EVAL fit (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) allknn 33%|██████████████▊ | ETA: 0:00:08 allknn 66%|█████████████████████████████▋ | ETA: 0:00:04 allknn 99%|████████████████████████████████████████████▍| ETA: 0:00:00 allknn 100%|█████████████████████████████████████████████| Time: 0:00:12 12.202723 seconds (1.84 k allocations: 250.047 KiB) *** computing graph *** layout embedding RandomLayout *** fit ab / embedding *** opt embedding UMAP construction time cost report: - fuzzy graph: 0.009853993 - embedding init: 0.000401746 - embedding opt: 0.875672945 28.019249 seconds (6.34 M allocations: 296.500 MiB, 0.37% gc time) [ Info: EVAL predict (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 6.152115 seconds (948.54 k allocations: 38.474 MiB) [ Info: performance 0.4541607898448519 [ Info: hill-climbing> (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 11 [ Info: EVAL fit (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 4.835746 seconds (6.34 M allocations: 304.930 MiB, 2.81% gc time) [ Info: EVAL predict (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 1.243005 seconds (947.85 k allocations: 45.255 MiB, 1.86% gc time) [ Info: performance 0.6826516220028209 [ Info: hill-climbing> (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 12 [ Info: EVAL fit (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) allknn 33%|██████████████▉ | ETA: 0:00:08 allknn 66%|█████████████████████████████▋ | ETA: 0:00:04 allknn 99%|████████████████████████████████████████████▌| ETA: 0:00:00 allknn 100%|█████████████████████████████████████████████| Time: 0:00:12 12.180559 seconds (1.84 k allocations: 250.047 KiB) *** computing graph *** layout embedding RandomLayout *** fit ab / embedding *** opt embedding UMAP construction time cost report: - fuzzy graph: 0.010034842 - embedding init: 0.000335717 - embedding opt: 0.870000936 27.424030 seconds (6.32 M allocations: 296.752 MiB, 0.43% gc time) [ Info: EVAL predict (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 5.809339 seconds (945.13 k allocations: 38.372 MiB) [ Info: performance 0.45839210155148097 [ Info: hill-climbing> (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 13 [ Info: EVAL fit (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 4.941153 seconds (6.34 M allocations: 304.964 MiB, 2.54% gc time) [ Info: EVAL predict (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 1.313853 seconds (947.85 k allocations: 45.307 MiB) [ Info: performance 0.6713681241184767 [ Info: hill-climbing> (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 14 [ Info: EVAL fit (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 4.517908 seconds (6.31 M allocations: 304.693 MiB, 1.80% gc time) [ Info: EVAL predict (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) 1.163811 seconds (944.44 k allocations: 44.812 MiB) [ Info: performance 0.6558533145275035 [ Info: 15 => 0.4019746121297602 [ Info: 15 => (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) [ Info: 14 => 0.41889985895627646 [ Info: 14 => (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) [ Info: 13 => 0.42736248236953456 [ Info: 13 => (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) [ Info: 12 => 0.43441466854724964 [ Info: 12 => (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [3, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) [ Info: 11 => 0.4414668547249647 [ Info: 11 => (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [3, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) [ Info: 10 => 0.4541607898448519 [ Info: 10 => (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) [ Info: 9 => 0.45839210155148097 [ Info: 9 => (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) [ Info: 8 => 0.45839210155148097 [ Info: 8 => (projection = UmapProjection{Nothing}(nothing, 8, 16, 50, 3, 0.0001, RandomLayout()), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) [ Info: 7 => 0.6488011283497884 [ Info: 7 => (projection = RawVectors(0), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) [ Info: 6 => 0.6544428772919605 [ Info: 6 => (projection = RawVectors(0), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) [ Info: 5 => 0.6558533145275035 [ Info: 5 => (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) [ Info: 4 => 0.6643159379407616 [ Info: 4 => (projection = RawVectors(0), gw = IdfWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0, comb = nothing, minweight = 0.0001, qlist = [3, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) [ Info: 3 => 0.6713681241184767 [ Info: 3 => (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) [ Info: 2 => 0.6826516220028209 [ Info: 2 => (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.0, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) [ Info: 1 => 0.68688293370945 [ Info: 1 => (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) Test Summary: | Total Time BagOfWords.jl | 0 6m53.7s Testing BagOfWords tests passed Testing completed after 461.35s PkgEval succeeded after 1698.87s