Package evaluation of BagOfWords on Julia 1.10.9 (96dc2d8c45*) started at 2025-06-06T23:06:05.125


################################################################################
# Set-up
#

Installing PkgEval dependencies (TestEnv)...

Set-up completed after 5.02s


################################################################################
# Installation
#

Installing BagOfWords...
   Resolving package versions...
   Installed BagOfWords ─ v0.4.1
    Updating `~/.julia/environments/v1.10/Project.toml`
  [87b137f8] + BagOfWords v0.4.1
    Updating `~/.julia/environments/v1.10/Manifest.toml`
  [47edcb42] + ADTypes v1.14.0
  [7d9f7c33] + Accessors v0.1.42
  [79e6a3ab] + Adapt v4.3.0
  [66dad0bd] + AliasTables v1.1.3
  [dce04be8] + ArgCheck v2.5.0
  [ec485272] + ArnoldiMethod v0.4.0
  [7d9fca2a] + Arpack v0.5.4
  [4fba245c] + ArrayInterface v7.19.0
  [87b137f8] + BagOfWords v0.4.1
  [198e06fe] + BangBang v0.4.4
  [9718e550] + Baselet v0.1.1
  [62783981] + BitTwiddlingConvenienceFunctions v0.1.6
  [2a0fbf3d] + CPUSummary v0.2.6
  [324d7699] + CategoricalArrays v0.10.8
  [d360d2e6] + ChainRulesCore v1.25.1
  [fb6a15b2] + CloseOpenIntervals v0.1.13
  [944b1d66] + CodecZlib v0.7.8
  [861a8166] + Combinatorics v1.0.3
  [bbf7d656] + CommonSubexpressions v0.3.1
  [f70d9fcc] + CommonWorldInvalidations v1.0.0
  [34da2185] + Compat v4.16.0
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⌅ [a0c0ee7d] + DifferentiationInterface v0.6.54
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⌅ [f6369f11] + ForwardDiff v0.10.38
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  [615f187c] + IfElse v0.1.1
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⌅ [2913bbd2] + StatsBase v0.33.21
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  [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 To see why use `status --outdated -m`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 8.77s


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# Precompilation
#

Precompiling PkgEval dependencies...

Precompiling package dependencies...

Precompilation completed after 384.06s


################################################################################
# Testing
#

     Testing BagOfWords
      Status `/tmp/jl_cbGh9e/Project.toml`
  [87b137f8] BagOfWords v0.4.1
  [944b1d66] CodecZlib v0.7.8
  [a93c6f00] DataFrames v1.7.0
⌅ [033835bb] JLD2 v0.4.54
  [682c06a0] JSON v0.21.4
⌅ [5d8de97f] KCenters v0.9.0
⌅ [4dca28ae] KNearestCenters v0.7.7
  [2d691ee1] LIBLINEAR v0.7.1
  [b1bec4e5] LIBSVM v0.8.1
⌅ [f1d291b0] MLUtils v0.2.11
⌅ [ca7ab67e] SimSearchManifoldLearning v0.2.10
⌅ [053f045d] SimilaritySearch v0.11.10
  [82ae8749] StatsAPI v1.7.1
⌅ [2913bbd2] StatsBase v0.33.21
⌅ [7f6f6c8a] TextSearch v0.18.0
  [f43a241f] Downloads v1.6.0
  [9a3f8284] Random
  [8dfed614] Test
      Status `/tmp/jl_cbGh9e/Manifest.toml`
  [47edcb42] ADTypes v1.14.0
  [7d9f7c33] Accessors v0.1.42
  [79e6a3ab] Adapt v4.3.0
  [66dad0bd] AliasTables v1.1.3
  [dce04be8] ArgCheck v2.5.0
  [ec485272] ArnoldiMethod v0.4.0
  [7d9fca2a] Arpack v0.5.4
  [4fba245c] ArrayInterface v7.19.0
  [87b137f8] BagOfWords v0.4.1
  [198e06fe] BangBang v0.4.4
  [9718e550] Baselet v0.1.1
  [62783981] BitTwiddlingConvenienceFunctions v0.1.6
  [2a0fbf3d] CPUSummary v0.2.6
  [324d7699] CategoricalArrays v0.10.8
  [d360d2e6] ChainRulesCore v1.25.1
  [fb6a15b2] CloseOpenIntervals v0.1.13
  [944b1d66] CodecZlib v0.7.8
  [861a8166] Combinatorics v1.0.3
  [bbf7d656] CommonSubexpressions v0.3.1
  [f70d9fcc] CommonWorldInvalidations v1.0.0
  [34da2185] Compat v4.16.0
  [a33af91c] CompositionsBase v0.1.2
  [187b0558] ConstructionBase v1.5.8
  [6add18c4] ContextVariablesX v0.1.3
  [adafc99b] CpuId v0.3.1
  [a8cc5b0e] Crayons v4.1.1
  [9a962f9c] DataAPI v1.16.0
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  [8bb1440f] DelimitedFiles v1.9.1
  [163ba53b] DiffResults v1.1.0
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⌅ [a0c0ee7d] DifferentiationInterface v0.6.54
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  [842dd82b] InlineStrings v1.4.3
  [6d0fbc77] Intersections v0.4.0
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⌅ [b20bd276] InvertedFiles v0.7.1
  [41ab1584] InvertedIndices v1.3.1
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⌅ [7f8f8fb0] LearnBase v0.3.0
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  [bdcacae8] LoopVectorization v0.12.172
⌅ [30fc2ffe] LossFunctions v0.8.1
⌅ [2fda8390] LsqFit v0.12.1
⌃ [9920b226] MLDataPattern v0.5.4
  [cc2ba9b6] MLDataUtils v0.5.4
  [66a33bbf] MLLabelUtils v0.5.7
  [d8e11817] MLStyle v0.4.17
⌅ [f1d291b0] MLUtils v0.2.11
  [1914dd2f] MacroTools v0.5.16
  [06eb3307] ManifoldLearning v0.9.0
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⌅ [6f286f6a] MultivariateStats v0.9.0
  [d41bc354] NLSolversBase v7.9.1
  [77ba4419] NaNMath v1.1.3
  [71a1bf82] NameResolution v0.1.5
  [6fe1bfb0] OffsetArrays v1.17.0
  [87e2bd06] OptimBase v2.0.2
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  [f517fe37] Polyester v0.7.18
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  [2dfb63ee] PooledArrays v1.4.3
⌅ [aea7be01] PrecompileTools v1.2.1
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⌅ [0e966ebe] SearchModels v0.3.3
  [91c51154] SentinelArrays v1.4.8
  [efcf1570] Setfield v1.1.2
  [605ecd9f] ShowCases v0.1.0
⌅ [ca7ab67e] SimSearchManifoldLearning v0.2.10
⌅ [053f045d] SimilaritySearch v0.11.10
  [699a6c99] SimpleTraits v0.9.4
  [a2af1166] SortingAlgorithms v1.2.1
  [276daf66] SpecialFunctions v2.5.1
  [171d559e] SplittablesBase v0.1.15
  [aedffcd0] Static v1.2.0
  [0d7ed370] StaticArrayInterface v1.8.0
  [90137ffa] StaticArrays v1.9.13
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⌅ [2913bbd2] StatsBase v0.33.21
  [4c63d2b9] StatsFuns v1.5.0
  [7792a7ef] StrideArraysCore v0.5.7
  [892a3eda] StringManipulation v0.4.1
  [3783bdb8] TableTraits v1.0.1
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⌅ [7f6f6c8a] TextSearch v0.18.0
  [8290d209] ThreadingUtilities v0.5.4
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  [3d5dd08c] VectorizationBase v0.21.71
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  [1d63c593] LLVMOpenMP_jll v18.1.8+0
  [efe28fd5] OpenSpecFun_jll v0.5.6+0
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  [4607b0f0] SuiteSparse
  [fa267f1f] TOML v1.0.3
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  [8dfed614] Test
  [cf7118a7] UUIDs
  [4ec0a83e] Unicode
  [e66e0078] CompilerSupportLibraries_jll v1.1.1+0
  [deac9b47] LibCURL_jll v8.4.0+0
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  [4536629a] OpenBLAS_jll v0.3.23+4
  [05823500] OpenLibm_jll v0.8.5+0
  [bea87d4a] SuiteSparse_jll v7.2.1+1
  [83775a58] Zlib_jll v1.2.13+1
  [8e850b90] libblastrampoline_jll v5.11.0+0
  [8e850ede] nghttp2_jll v1.52.0+1
  [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...
[ Info: Dict("✨" => 801, "🤤" => 771, "😁" => 794, "😡" => 776, "😏" => 757, "🤣" => 780, "👌" => 779, "😭" => 785, "🤔" => 732, "😈" => 774, "😬" => 789, "😱" => 790, "😍" => 816, "👀" => 768, "🤓" => 819, "😓" => 840, "💜" => 817, "😫" => 791, "😻" => 770, "😩" => 743, "😅" => 738, "😒" => 808, "💔" => 783, "😣" => 763, "♡" => 779, "😴" => 756, "😜" => 800, "🤗" => 762, "😤" => 808, "😊" => 767, "😉" => 775, "😌" => 814, "🙃" => 723, "🌚" => 796, "😪" => 787, "💖" => 758, "❤" => 762, "😂" => 770, "😋" => 786, "😢" => 772, "😎" => 758, "😀" => 771, "😰" => 770, "🙂" => 772, "🤭" => 736, "😃" => 777, "🎶" => 810, "😠" => 815, "🙏" => 818, "😕" => 761, "😐" => 816, "♥" => 801, "😞" => 785, "👏" => 749, "😥" => 791, "🙄" => 748, "💙" => 770, "🙊" => 786, "😘" => 815, "🙈" => 772, "💕" => 747, "😑" => 812, "😔" => 782, "😳" => 839)
[ 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 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 = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
 14.275894 seconds (256.84 k allocations: 16.055 MiB, 8.14% compilation time)
*** computing graph
*** layout embedding RandomLayout
*** fit ab / embedding
*** opt embedding
UMAP construction time cost report:
- fuzzy graph: 0.534067347
- embedding init: 0.000173629
- embedding opt: 0.656748781

 58.591113 seconds (7.95 M allocations: 488.077 MiB, 1.20% gc time, 50.47% compilation 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)
  5.927203 seconds (548.94 k allocations: 29.696 MiB, 0.42% gc time)
[ Info: 	performance 0.4090267983074753
[ Info: random-search> (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 1
[ Info: EVAL fit (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
  5.146116 seconds (3.85 M allocations: 258.174 MiB, 10.42% gc time, 8.05% compilation time)
[ Info: EVAL predict (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
  1.168431 seconds (550.57 k allocations: 36.742 MiB, 1.15% gc time, 3.85% compilation time)
[ Info: 	performance 0.685472496473907
[ Info: random-search> (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 2
[ 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)
  4.750625 seconds (3.84 M allocations: 256.897 MiB, 1.34% 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)
  1.227245 seconds (548.96 k allocations: 36.997 MiB, 0.52% gc time)
[ 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 = 0.0, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing) -- adv 3
[ 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 = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
 13.447482 seconds (6 allocations: 103.516 KiB)
*** computing graph
*** layout embedding RandomLayout
*** fit ab / embedding
*** opt embedding
UMAP construction time cost report:
- fuzzy graph: 0.006432327
- embedding init: 0.000203728
- embedding opt: 0.686626335

 29.797170 seconds (3.84 M allocations: 246.524 MiB, 1.47% gc time, 0.07% 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 = 0.0, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
  6.229033 seconds (548.94 k allocations: 29.696 MiB, 0.48% gc time)
[ Info: 	performance 0.46403385049365303
[ 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 4
[ 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)
  4.733076 seconds (2.57 M allocations: 145.907 MiB, 1.26% 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)
  1.437977 seconds (548.96 k allocations: 37.553 MiB, 0.34% gc time)
[ Info: 	performance 0.6784203102961918
[ 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 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, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
  4.415733 seconds (2.56 M allocations: 145.975 MiB, 1.45% 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, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
  1.326059 seconds (546.89 k allocations: 37.046 MiB, 2.30% gc time)
[ Info: 	performance 0.6798307475317349
[ 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 6
[ 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)
  4.667323 seconds (2.56 M allocations: 151.544 MiB, 0.66% 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)
  1.385961 seconds (544.76 k allocations: 40.560 MiB, 0.47% gc time)
[ Info: 	performance 0.6798307475317349
[ 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 7
[ 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)
 19.347921 seconds (6 allocations: 103.516 KiB)
*** computing graph
*** layout embedding RandomLayout
*** fit ab / embedding
*** opt embedding
UMAP construction time cost report:
- fuzzy graph: 0.006590685
- embedding init: 0.000288887
- embedding opt: 0.634172614

 40.748890 seconds (2.56 M allocations: 147.980 MiB, 0.42% 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 = [3, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
  8.450335 seconds (544.75 k allocations: 35.815 MiB)
[ Info: 	performance 0.4118476727785614
[ 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 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 = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
 20.702451 seconds (6 allocations: 103.516 KiB)
*** computing graph
*** layout embedding RandomLayout
*** fit ab / embedding
*** opt embedding
UMAP construction time cost report:
- fuzzy graph: 0.00612246
- embedding init: 0.000215898
- embedding opt: 0.67229567

 43.884158 seconds (3.84 M allocations: 261.111 MiB, 1.12% 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 = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
  9.590178 seconds (548.94 k allocations: 35.948 MiB, 0.07% gc time)
[ Info: 	performance 0.44851904090267986
[ 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 9
[ 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)
 20.502609 seconds (6 allocations: 103.516 KiB)
*** computing graph
*** layout embedding RandomLayout
*** fit ab / embedding
*** opt embedding
UMAP construction time cost report:
- fuzzy graph: 0.006797963
- embedding init: 0.000204328
- embedding opt: 0.678087093

 43.588392 seconds (3.81 M allocations: 261.605 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 = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [3, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
  9.461750 seconds (544.75 k allocations: 38.914 MiB)
[ Info: 	performance 0.4217207334273625
[ 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 10
[ 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)
  5.727100 seconds (3.84 M allocations: 278.779 MiB, 14.58% 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)
  1.309499 seconds (548.96 k allocations: 46.403 MiB, 0.33% gc time)
[ Info: 	performance 0.688293370944993
[ Info: hill-climbing> (projection = RawVectors(0), 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 11
[ Info: EVAL fit (projection = RawVectors(0), 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)
  4.595387 seconds (3.84 M allocations: 278.757 MiB, 1.97% gc time)
[ Info: EVAL predict (projection = RawVectors(0), 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)
  1.304421 seconds (548.96 k allocations: 46.361 MiB)
[ Info: 	performance 0.685472496473907
[ 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 = 0.1, 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 = 0.1, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
 24.367988 seconds (6 allocations: 103.516 KiB)
*** computing graph
*** layout embedding RandomLayout
*** fit ab / embedding
*** opt embedding
UMAP construction time cost report:
- fuzzy graph: 0.006181419
- embedding init: 0.000222297
- embedding opt: 0.679609739

 52.373141 seconds (3.83 M allocations: 268.859 MiB, 0.88% 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)
  9.925788 seconds (546.87 k allocations: 38.995 MiB)
[ Info: 	performance 0.43582510578279265
[ Info: 13 => 0.4090267983074753
[ Info: 13 => (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: 12 => 0.4118476727785614
[ Info: 12 => (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: 11 => 0.4217207334273625
[ Info: 11 => (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: 10 => 0.43582510578279265
[ 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 = 0.1, comb = NormalizedEntropy(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
[ Info: 9 => 0.44851904090267986
[ 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 = 0.1, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
[ Info: 8 => 0.46403385049365303
[ 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 = 0.0, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
[ Info: 7 => 0.6784203102961918
[ 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, 4], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
[ Info: 6 => 0.6798307475317349
[ Info: 6 => (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: 5 => 0.6798307475317349
[ Info: 5 => (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: 4 => 0.685472496473907
[ Info: 4 => (projection = RawVectors(0), 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: 3 => 0.685472496473907
[ Info: 3 => (projection = RawVectors(0), gw = EntropyWeighting(), lw = BinaryLocalWeighting(), collocations = 7, mindocs = 3, maxndocs = 1.0, smooth = 0.1, comb = SigmoidPenalizeFewSamples(), minweight = 0.0001, qlist = [2, 5], svm = (kernel = :linear,), mapfile = nothing, spelling = nothing)
[ Info: 2 => 0.68688293370945
[ 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 => 0.688293370944993
[ 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: |   Time
BagOfWords.jl | None  6m48.6s
     Testing BagOfWords tests passed 

Testing completed after 428.18s

PkgEval succeeded after 881.13s