Package evaluation of SoleModels on Julia 1.13.0-DEV.985 (9c94e7ae32*) started at 2025-08-15T00:57:54.547 ################################################################################ # Set-up # Installing PkgEval dependencies (TestEnv)... Set-up completed after 9.68s ################################################################################ # Installation # Installing SoleModels... Resolving package versions... Updating `~/.julia/environments/v1.13/Project.toml` [4249d9c7] + SoleModels v0.10.2 Updating `~/.julia/environments/v1.13/Manifest.toml` [1520ce14] + AbstractTrees v0.4.5 [79e6a3ab] + Adapt v4.3.0 [66dad0bd] + AliasTables v1.1.3 [ec485272] + ArnoldiMethod v0.4.0 [4fba245c] + ArrayInterface v7.19.0 [d1d4a3ce] + BitFlags v0.1.9 [336ed68f] + CSV v0.10.15 [acdeb78f] + Catch22 v0.7.0 ⌅ [324d7699] + CategoricalArrays v0.10.8 [da1fd8a2] + CodeTracking v2.0.0 [944b1d66] + CodecZlib v0.7.8 [3da002f7] + ColorTypes v0.12.1 [34da2185] + Compat v4.18.0 [807dbc54] + Compiler v0.1.1 [f0e56b4a] + ConcurrentUtilities v2.5.0 [187b0558] + ConstructionBase v1.6.0 [a8cc5b0e] + Crayons v4.1.1 [9a962f9c] + DataAPI v1.16.0 [a93c6f00] + DataFrames v1.7.0 ⌅ [864edb3b] + DataStructures v0.18.22 [e2d170a0] + DataValueInterfaces v1.0.0 [e7dc6d0d] + DataValues v0.4.13 [8bb1440f] + DelimitedFiles v1.9.1 [85a47980] + Dictionaries v0.4.5 [0703355e] + DimensionalData v0.29.21 [31c24e10] + Distributions v0.25.120 [ffbed154] + DocStringExtensions v0.9.5 [460bff9d] + ExceptionUnwrapping v0.1.11 [411431e0] + Extents v0.1.6 [48062228] + FilePathsBase v0.9.24 [1a297f60] + FillArrays v1.13.0 [53c48c17] + FixedPointNumbers v0.8.5 [069b7b12] + FunctionWrappers v1.1.3 [86223c79] + Graphs v1.13.0 [cd3eb016] + HTTP v1.10.17 [34004b35] + HypergeometricFunctions v0.3.28 [313cdc1a] + Indexing v1.1.1 [d25df0c9] + Inflate v0.1.5 [842dd82b] + InlineStrings v1.4.4 [85a1e053] + Interfaces v0.3.2 [8197267c] + IntervalSets v0.7.11 [41ab1584] + InvertedIndices v1.3.1 [92d709cd] + IrrationalConstants v0.2.4 [c8e1da08] + IterTools v1.10.0 [1c8ee90f] + IterableTables v1.0.0 [82899510] + IteratorInterfaceExtensions v1.0.0 [692b3bcd] + JLLWrappers v1.7.1 [682c06a0] + JSON v0.21.4 [aa1ae85d] + JuliaInterpreter v0.10.5 [b964fa9f] + LaTeXStrings v1.4.0 [50d2b5c4] + Lazy v0.15.1 [2ab3a3ac] + LogExpFunctions v0.3.29 [e6f89c97] + LoggingExtras v1.1.0 [6f1432cf] + LoweredCodeUtils v3.4.3 [e80e1ace] + MLJModelInterface v1.12.0 [1914dd2f] + MacroTools v0.5.16 [739be429] + MbedTLS v1.1.9 [e1d29d7a] + Missings v1.2.0 [8cc5100c] + MultiData v0.1.4 [4d8831e6] + OpenSSL v1.5.0 [bac558e1] + OrderedCollections v1.8.1 [90014a1f] + PDMats v0.11.35 [69de0a69] + Parsers v2.8.3 [2dfb63ee] + PooledArrays v1.4.3 [aea7be01] + PrecompileTools v1.3.2 [21216c6a] + Preferences v1.5.0 [08abe8d2] + PrettyTables v2.4.0 [33c8b6b6] + ProgressLogging v0.1.5 [92933f4c] + ProgressMeter v1.10.4 [43287f4e] + PtrArrays v1.3.0 [1fd47b50] + QuadGK v2.11.2 [1a8c2f83] + Query v1.0.0 [2aef5ad7] + QueryOperators v0.9.3 [3cdcf5f2] + RecipesBase v1.3.4 [189a3867] + Reexport v1.2.2 [ae029012] + Requires v1.3.1 [295af30f] + Revise v3.9.0 [79098fc4] + Rmath v0.8.0 [321657f4] + ScientificTypes v3.1.1 [30f210dd] + ScientificTypesBase v3.0.0 [91c51154] + SentinelArrays v1.4.8 [777ac1f9] + SimpleBufferStream v1.2.0 [699a6c99] + SimpleTraits v0.9.5 [4475fa32] + SoleBase v0.13.2 [123f1ae1] + SoleData v0.16.3 [b002da8f] + SoleLogics v0.13.2 [4249d9c7] + SoleModels v0.10.2 [a2af1166] + SortingAlgorithms v1.2.2 [276daf66] + SpecialFunctions v2.5.1 [90137ffa] + StaticArrays v1.9.14 [1e83bf80] + StaticArraysCore v1.4.3 [64bff920] + StatisticalTraits v3.5.0 [10745b16] + Statistics v1.11.1 [82ae8749] + StatsAPI v1.7.1 [2913bbd2] + StatsBase v0.34.6 [4c63d2b9] + StatsFuns v1.5.0 [892a3eda] + StringManipulation v0.4.1 [5e66a065] + TableShowUtils v0.2.6 [3783bdb8] + TableTraits v1.0.1 [382cd787] + TableTraitsUtils v1.0.2 [bd369af6] + Tables v1.12.1 [4239201d] + ThreadSafeDicts v0.1.6 [f3112013] + TimeseriesFeatures v0.6.1 [3bb67fe8] + TranscodingStreams v0.11.3 [5c2747f8] + URIs v1.6.1 [2fbcfb34] + UniqueVectors v1.2.0 [ea10d353] + WeakRefStrings v1.4.2 [76eceee3] + WorkerUtilities v1.6.1 [a5390f91] + ZipFile v0.10.1 [c8ffd9c3] + MbedTLS_jll v2.28.6+2 [efe28fd5] + OpenSpecFun_jll v0.5.6+0 [f50d1b31] + Rmath_jll v0.5.1+0 [8a07c0c5] + catch22_jll v0.5.0+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 [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 v8.15.0+1 [e37daf67] + LibGit2_jll v1.9.1+0 [29816b5a] + LibSSH2_jll v1.11.3+1 [14a3606d] + MozillaCACerts_jll v2025.7.15 [4536629a] + OpenBLAS_jll v0.3.29+0 [05823500] + OpenLibm_jll v0.8.5+0 [458c3c95] + OpenSSL_jll v3.5.2+0 [efcefdf7] + PCRE2_jll v10.45.0+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 v1.65.0+0 [3f19e933] + p7zip_jll v17.5.0+2 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 6.05s ################################################################################ # Precompilation # Precompiling PkgEval dependencies... Precompiling package dependencies... Precompilation completed after 352.51s ################################################################################ # Testing # Testing SoleModels Status `/tmp/jl_vxJNnX/Project.toml` [1520ce14] AbstractTrees v0.4.5 ⌅ [324d7699] CategoricalArrays v0.10.8 [a93c6f00] DataFrames v1.7.0 [7806a523] DecisionTree v0.12.4 [1a297f60] FillArrays v1.13.0 [069b7b12] FunctionWrappers v1.1.3 [c8e1da08] IterTools v1.10.0 [50d2b5c4] Lazy v0.15.1 [add582a8] MLJ v0.20.9 [c6f25543] MLJDecisionTreeInterface v0.4.2 [e80e1ace] MLJModelInterface v1.12.0 [54119dfa] MLJXGBoostInterface v0.3.13 [8cc5100c] MultiData v0.1.4 [08abe8d2] PrettyTables v2.4.0 [189a3867] Reexport v1.2.2 [4475fa32] SoleBase v0.13.2 [123f1ae1] SoleData v0.16.3 [b002da8f] SoleLogics v0.13.2 [4249d9c7] SoleModels v0.10.2 [2913bbd2] StatsBase v0.34.6 [4239201d] ThreadSafeDicts v0.1.6 [009559a3] XGBoost v2.5.1 [8ba89e20] Distributed v1.11.0 [b77e0a4c] InteractiveUtils v1.11.0 [d6f4376e] Markdown v1.11.0 [9a3f8284] Random v1.11.0 [8dfed614] Test v1.11.0 Status `/tmp/jl_vxJNnX/Manifest.toml` [da404889] ARFFFiles v1.5.0 [1520ce14] AbstractTrees v0.4.5 [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 [4fba245c] ArrayInterface v7.19.0 [a9b6321e] Atomix v1.1.2 [198e06fe] BangBang v0.4.4 [9718e550] Baselet v0.1.1 [d1d4a3ce] BitFlags v0.1.9 [fa961155] CEnum v0.5.0 [336ed68f] CSV v0.10.15 [acdeb78f] Catch22 v0.7.0 ⌅ [324d7699] CategoricalArrays v0.10.8 [af321ab8] CategoricalDistributions v0.1.15 [d360d2e6] ChainRulesCore v1.26.0 [da1fd8a2] CodeTracking v2.0.0 [944b1d66] CodecZlib v0.7.8 [3da002f7] ColorTypes v0.12.1 [861a8166] Combinatorics v1.0.3 [34da2185] Compat v4.18.0 [807dbc54] Compiler v0.1.1 [a33af91c] CompositionsBase v0.1.2 [ed09eef8] ComputationalResources v0.3.2 [f0e56b4a] ConcurrentUtilities v2.5.0 [187b0558] ConstructionBase v1.6.0 [6add18c4] ContextVariablesX v0.1.3 [a8cc5b0e] Crayons v4.1.1 [9a962f9c] DataAPI v1.16.0 [a93c6f00] DataFrames v1.7.0 ⌅ [864edb3b] DataStructures v0.18.22 [e2d170a0] DataValueInterfaces v1.0.0 [e7dc6d0d] DataValues v0.4.13 [7806a523] DecisionTree v0.12.4 [244e2a9f] DefineSingletons v0.1.2 [8bb1440f] DelimitedFiles v1.9.1 [85a47980] Dictionaries v0.4.5 [0703355e] DimensionalData v0.29.21 [b4f34e82] Distances v0.10.12 [31c24e10] Distributions v0.25.120 [ffbed154] DocStringExtensions v0.9.5 [792122b4] EarlyStopping v0.3.0 [460bff9d] ExceptionUnwrapping v0.1.11 [411431e0] Extents v0.1.6 [cc61a311] FLoops v0.2.2 [b9860ae5] FLoopsBase v0.1.1 [33837fe5] FeatureSelection v0.2.3 [48062228] FilePathsBase v0.9.24 [1a297f60] FillArrays v1.13.0 [53c48c17] FixedPointNumbers v0.8.5 [069b7b12] FunctionWrappers v1.1.3 [46192b85] GPUArraysCore v0.2.0 [86223c79] Graphs v1.13.0 [cd3eb016] HTTP v1.10.17 [076d061b] HashArrayMappedTries v0.2.0 [34004b35] HypergeometricFunctions v0.3.28 [313cdc1a] Indexing v1.1.1 [d25df0c9] Inflate v0.1.5 [22cec73e] InitialValues v0.3.1 [842dd82b] InlineStrings v1.4.4 [85a1e053] Interfaces v0.3.2 [8197267c] IntervalSets v0.7.11 [3587e190] InverseFunctions v0.1.17 [41ab1584] InvertedIndices v1.3.1 [92d709cd] IrrationalConstants v0.2.4 [c8e1da08] IterTools v1.10.0 [1c8ee90f] IterableTables v1.0.0 [b3c1a2ee] IterationControl v0.5.4 [82899510] IteratorInterfaceExtensions v1.0.0 [692b3bcd] JLLWrappers v1.7.1 [682c06a0] JSON v0.21.4 [0f8b85d8] JSON3 v1.14.3 [aa1ae85d] JuliaInterpreter v0.10.5 [b14d175d] JuliaVariables v0.2.4 [63c18a36] KernelAbstractions v0.9.38 [b964fa9f] LaTeXStrings v1.4.0 [a5e1c1ea] LatinHypercubeSampling v1.9.0 [50d2b5c4] Lazy v0.15.1 [92ad9a40] LearnAPI v1.0.1 [2ab3a3ac] LogExpFunctions v0.3.29 [e6f89c97] LoggingExtras v1.1.0 [6f1432cf] LoweredCodeUtils v3.4.3 [c2834f40] MLCore v1.0.0 ⌅ [64a0f543] MLFlowClient v0.5.1 [add582a8] MLJ v0.20.9 [45f359ea] MLJBalancing v0.1.5 [a7f614a8] MLJBase v1.8.2 [c6f25543] MLJDecisionTreeInterface v0.4.2 [50ed68f4] MLJEnsembles v0.4.3 [7b7b8358] MLJFlow v0.5.0 [614be32b] MLJIteration v0.6.3 [e80e1ace] MLJModelInterface v1.12.0 [d491faf4] MLJModels v0.17.9 [03970b2e] MLJTuning v0.8.8 [54119dfa] MLJXGBoostInterface v0.3.13 [d8e11817] MLStyle v0.4.17 [f1d291b0] MLUtils v0.4.8 [1914dd2f] MacroTools v0.5.16 [739be429] MbedTLS v1.1.9 [128add7d] MicroCollections v0.2.0 [e1d29d7a] Missings v1.2.0 [8cc5100c] MultiData v0.1.4 [872c559c] NNlib v0.9.31 [71a1bf82] NameResolution v0.1.5 [8b6db2d4] OpenML v0.3.2 [4d8831e6] OpenSSL v1.5.0 [bac558e1] OrderedCollections v1.8.1 [90014a1f] PDMats v0.11.35 [d96e819e] Parameters v0.12.3 [69de0a69] Parsers v2.8.3 [2dfb63ee] PooledArrays v1.4.3 [aea7be01] PrecompileTools v1.3.2 [21216c6a] Preferences v1.5.0 [8162dcfd] PrettyPrint v0.2.0 [54e16d92] PrettyPrinting v0.4.2 [08abe8d2] PrettyTables v2.4.0 [33c8b6b6] ProgressLogging v0.1.5 [92933f4c] ProgressMeter v1.10.4 [43287f4e] PtrArrays v1.3.0 [1fd47b50] QuadGK v2.11.2 [1a8c2f83] Query v1.0.0 [2aef5ad7] QueryOperators v0.9.3 [3cdcf5f2] RecipesBase v1.3.4 [189a3867] Reexport v1.2.2 [05181044] RelocatableFolders v1.0.1 [ae029012] Requires v1.3.1 [295af30f] Revise v3.9.0 [79098fc4] Rmath v0.8.0 [321657f4] ScientificTypes v3.1.1 [30f210dd] ScientificTypesBase v3.0.0 [6e75b9c4] ScikitLearnBase v0.5.0 [7e506255] ScopedValues v1.4.0 [6c6a2e73] Scratch v1.3.0 [91c51154] SentinelArrays v1.4.8 [efcf1570] Setfield v1.1.2 [605ecd9f] ShowCases v0.1.0 [777ac1f9] SimpleBufferStream v1.2.0 [699a6c99] SimpleTraits v0.9.5 [4475fa32] SoleBase v0.13.2 [123f1ae1] SoleData v0.16.3 [b002da8f] SoleLogics v0.13.2 [4249d9c7] SoleModels v0.10.2 [a2af1166] SortingAlgorithms v1.2.2 [a0a7dd2c] SparseMatricesCSR v0.6.9 [276daf66] SpecialFunctions v2.5.1 [171d559e] SplittablesBase v0.1.15 [860ef19b] StableRNGs v1.0.3 [90137ffa] StaticArrays v1.9.14 [1e83bf80] StaticArraysCore v1.4.3 [a19d573c] StatisticalMeasures v0.2.1 [c062fc1d] StatisticalMeasuresBase v0.1.3 [64bff920] StatisticalTraits v3.5.0 [10745b16] Statistics v1.11.1 [82ae8749] StatsAPI v1.7.1 [2913bbd2] StatsBase v0.34.6 [4c63d2b9] StatsFuns v1.5.0 [892a3eda] StringManipulation v0.4.1 [856f2bd8] StructTypes v1.11.0 [5e66a065] TableShowUtils v0.2.6 [3783bdb8] TableTraits v1.0.1 [382cd787] TableTraitsUtils v1.0.2 [bd369af6] Tables v1.12.1 [4239201d] ThreadSafeDicts v0.1.6 [f3112013] TimeseriesFeatures v0.6.1 [3bb67fe8] TranscodingStreams v0.11.3 [28d57a85] Transducers v0.4.84 [5c2747f8] URIs v1.6.1 [3a884ed6] UnPack v1.0.2 [2fbcfb34] UniqueVectors v1.2.0 [013be700] UnsafeAtomics v0.3.0 [ea10d353] WeakRefStrings v1.4.2 [76eceee3] WorkerUtilities v1.6.1 [009559a3] XGBoost v2.5.1 [a5390f91] ZipFile v0.10.1 [4ee394cb] CUDA_Driver_jll v13.0.0+0 [76a88914] CUDA_Runtime_jll v0.19.0+0 [1d63c593] LLVMOpenMP_jll v18.1.8+0 [c8ffd9c3] MbedTLS_jll v2.28.6+2 [efe28fd5] OpenSpecFun_jll v0.5.6+0 [f50d1b31] Rmath_jll v0.5.1+0 [a5c6f535] XGBoost_jll v2.0.1+0 [8a07c0c5] catch22_jll v0.5.0+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 v1.13.0 [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 v8.15.0+1 [e37daf67] LibGit2_jll v1.9.1+0 [29816b5a] LibSSH2_jll v1.11.3+1 [14a3606d] MozillaCACerts_jll v2025.7.15 [4536629a] OpenBLAS_jll v0.3.29+0 [05823500] OpenLibm_jll v0.8.5+0 [458c3c95] OpenSSL_jll v3.5.2+0 [efcefdf7] PCRE2_jll v10.45.0+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 v1.65.0+0 [3f19e933] p7zip_jll v17.5.0+2 Info Packages marked with ⌅ have new versions available but compatibility constraints restrict them from upgrading. Testing Running tests... Precompiling packages... 8406.6 ms ✓ SplittablesBase 3112.8 ms ✓ LatinHypercubeSampling 2071.1 ms ✓ BangBang → BangBangStaticArraysExt 8241.2 ms ✓ KernelAbstractions 5433.8 ms ✓ Distributions → DistributionsChainRulesCoreExt 8559.3 ms ✓ CategoricalDistributions 7813.5 ms ✓ Transducers 3705.1 ms ✓ KernelAbstractions → SparseArraysExt 2494.4 ms ✓ KernelAbstractions → LinearAlgebraExt 26151.1 ms ✓ MLJModels 2622.7 ms ✓ Transducers → TransducersAdaptExt 15877.0 ms ✓ FLoops 13151.8 ms ✓ NNlib 3018.9 ms ✓ NNlib → NNlibSpecialFunctionsExt 21551.6 ms ✓ MLUtils 20299.4 ms ✓ StatisticalMeasuresBase 41835.3 ms ✓ StatisticalMeasures 13195.4 ms ✓ MLJEnsembles 18800.6 ms ✓ MLJBase 11649.4 ms ✓ StatisticalMeasures → ScientificTypesExt 12764.4 ms ✓ MLJBase → DefaultMeasuresExt 15460.7 ms ✓ MLJBalancing 18628.6 ms ✓ MLJIteration 15778.5 ms ✓ MLJFlow 15551.4 ms ✓ MLJTuning 22686.9 ms ✓ MLJ 26 dependencies successfully precompiled in 344 seconds. 181 already precompiled. Precompiling packages... 8763.0 ms ✓ BangBang → BangBangDataFramesExt 1 dependency successfully precompiled in 10 seconds. 47 already precompiled. Precompiling packages... 7625.1 ms ✓ Transducers → TransducersDataFramesExt 1 dependency successfully precompiled in 9 seconds. 63 already precompiled. Precompiling packages... 6440.5 ms ✓ MLJDecisionTreeInterface 1 dependency successfully precompiled in 7 seconds. 28 already precompiled. Julia version: 1.13.0-DEV.985 ################################################## TEST: base.jl TEST: test_tree.jl ################################################## TEST: misc.jl ################################################## TEST: parse.jl ################################################## TEST: juliacon2024.jl [ Info: For silent loading, specify `verbosity=0`. import MLJDecisionTreeInterface ✔ [ Info: Training machine(DecisionTreeClassifier(max_depth = -1, …), …). ▣ ([petal_width] < 0.75) ├✔ setosa └✘ ([petal_length] < 4.85) ├✔ ([petal_width] < 1.65) │ ├✔ versicolor │ └✘ ([sepal_width] < 3.1) │ ├✔ virginica │ └✘ versicolor └✘ ([petal_width] < 1.75) ├✔ ([petal_length] < 5.05) │ ├✔ ([sepal_length] < 6.15) │ │ ├✔ virginica │ │ └✘ versicolor │ └✘ virginica └✘ virginica ┌───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┬────────────┬────────────┬──────────┬────────────┬────────────┬─────────┬────────┐ │ Antecedent │ Consequent │ ninstances │ ncovered │ coverage │ confidence │ lift │ natoms │ ├───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┼────────────┼────────────┼──────────┼────────────┼────────────┼─────────┼────────┤ │ [petal_width] < 0.75 │ setosa │ 120 │ 40 │ 0.333333 │ 1.0 │ 3.0 │ 1 │ │ ([petal_width] ≥ 0.75) ∧ ([petal_length] < 4.85) ∧ ([petal_width] < 1.65) │ versicolor │ 120 │ 37 │ 0.308333 │ 1.0 │ 2.92683 │ 3 │ │ ([petal_width] ≥ 0.75) ∧ ([petal_length] < 4.85) ∧ ([petal_width] ≥ 1.65) ∧ ([sepal_width] < 3.1) │ virginica │ 120 │ 2 │ 0.0166667 │ 1.0 │ 3.07692 │ 4 │ │ ([petal_width] ≥ 0.75) ∧ ([petal_length] < 4.85) ∧ ([petal_width] ≥ 1.65) ∧ ([sepal_width] ≥ 3.1) │ versicolor │ 120 │ 1 │ 0.00833333 │ 1.0 │ 2.92683 │ 4 │ │ ([petal_width] ≥ 0.75) ∧ ([petal_length] ≥ 4.85) ∧ ([petal_width] < 1.75) ∧ ([petal_length] < 5.05) ∧ ([sepal_length] < 6.15) │ virginica │ 120 │ 1 │ 0.00833333 │ 1.0 │ 3.07692 │ 5 │ │ ([petal_width] ≥ 0.75) ∧ ([petal_length] ≥ 4.85) ∧ ([petal_width] < 1.75) ∧ ([petal_length] < 5.05) ∧ ([sepal_length] ≥ 6.15) │ versicolor │ 120 │ 3 │ 0.025 │ 1.0 │ 2.92683 │ 5 │ │ ([petal_width] ≥ 0.75) ∧ ([petal_length] ≥ 4.85) ∧ ([petal_width] < 1.75) ∧ ([petal_length] ≥ 5.05) │ virginica │ 120 │ 3 │ 0.025 │ 1.0 │ 3.07692 │ 4 │ │ ([petal_width] ≥ 0.75) ∧ ([petal_length] ≥ 4.85) ∧ ([petal_width] ≥ 1.75) │ virginica │ 120 │ 33 │ 0.275 │ 1.0 │ 3.07692 │ 3 │ └───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┴────────────┴────────────┴──────────┴────────────┴────────────┴─────────┴────────┘ ┌──────────────────────────────────────────────────────────────────────────────────────────┬────────────┬────────────┬──────────┬────────────┬────────────┬─────────┬────────┐ │ Antecedent │ Consequent │ ninstances │ ncovered │ coverage │ confidence │ lift │ natoms │ ├──────────────────────────────────────────────────────────────────────────────────────────┼────────────┼────────────┼──────────┼────────────┼────────────┼─────────┼────────┤ │ [petal_width] < 0.75 │ setosa │ 120 │ 40 │ 0.333333 │ 1.0 │ 3.0 │ 1 │ │ ([petal_width] ∈ [0.75,1.65)) ∧ ([petal_length] < 4.85) │ versicolor │ 120 │ 37 │ 0.308333 │ 1.0 │ 2.92683 │ 2 │ │ ([petal_width] ≥ 1.65) ∧ ([petal_length] < 4.85) ∧ ([sepal_width] < 3.1) │ virginica │ 120 │ 2 │ 0.0166667 │ 1.0 │ 3.07692 │ 3 │ │ ([petal_width] ≥ 1.65) ∧ ([petal_length] < 4.85) ∧ ([sepal_width] ≥ 3.1) │ versicolor │ 120 │ 1 │ 0.00833333 │ 1.0 │ 2.92683 │ 3 │ │ ([petal_width] ∈ [0.75,1.75)) ∧ ([petal_length] ∈ [4.85,5.05)) ∧ ([sepal_length] < 6.15) │ virginica │ 120 │ 1 │ 0.00833333 │ 1.0 │ 3.07692 │ 3 │ │ ([petal_width] ∈ [0.75,1.75)) ∧ ([petal_length] ∈ [4.85,5.05)) ∧ ([sepal_length] ≥ 6.15) │ versicolor │ 120 │ 3 │ 0.025 │ 1.0 │ 2.92683 │ 3 │ │ ([petal_width] ∈ [0.75,1.75)) ∧ ([petal_length] ≥ 5.05) │ virginica │ 120 │ 3 │ 0.025 │ 1.0 │ 3.07692 │ 2 │ │ ([petal_width] ≥ 1.75) ∧ ([petal_length] ≥ 4.85) │ virginica │ 120 │ 33 │ 0.275 │ 1.0 │ 3.07692 │ 2 │ └──────────────────────────────────────────────────────────────────────────────────────────┴────────────┴────────────┴──────────┴────────────┴────────────┴─────────┴────────┘ ┌──────────────────────────────────────────────────────────────────────────────────────────┬────────────┬────────────┬──────────┬───────────┬────────────┬─────────┬────────┬────────┐ │ Antecedent │ Consequent │ ninstances │ ncovered │ coverage │ confidence │ lift │ natoms │ height │ ├──────────────────────────────────────────────────────────────────────────────────────────┼────────────┼────────────┼──────────┼───────────┼────────────┼─────────┼────────┼────────┤ │ [petal_width] < 0.75 │ setosa │ 30 │ 10 │ 0.333333 │ 1.0 │ 3.0 │ 1 │ 0 │ │ ([petal_width] ∈ [0.75,1.65)) ∧ ([petal_length] < 4.85) │ versicolor │ 30 │ 8 │ 0.266667 │ 1.0 │ 3.33333 │ 2 │ 1 │ │ ([petal_width] ≥ 1.65) ∧ ([petal_length] < 4.85) ∧ ([sepal_width] < 3.1) │ virginica │ 30 │ 1 │ 0.0333333 │ 1.0 │ 2.72727 │ 3 │ 2 │ │ ([petal_width] ≥ 1.65) ∧ ([petal_length] < 4.85) ∧ ([sepal_width] ≥ 3.1) │ versicolor │ 30 │ 0 │ 0.0 │ NaN │ NaN │ 3 │ 2 │ │ ([petal_width] ∈ [0.75,1.75)) ∧ ([petal_length] ∈ [4.85,5.05)) ∧ ([sepal_length] < 6.15) │ virginica │ 30 │ 0 │ 0.0 │ NaN │ NaN │ 3 │ 2 │ │ ([petal_width] ∈ [0.75,1.75)) ∧ ([petal_length] ∈ [4.85,5.05)) ∧ ([sepal_length] ≥ 6.15) │ versicolor │ 30 │ 0 │ 0.0 │ NaN │ NaN │ 3 │ 2 │ │ ([petal_width] ∈ [0.75,1.75)) ∧ ([petal_length] ≥ 5.05) │ virginica │ 30 │ 1 │ 0.0333333 │ 0.0 │ 0.0 │ 2 │ 1 │ │ ([petal_width] ≥ 1.75) ∧ ([petal_length] ≥ 4.85) │ virginica │ 30 │ 10 │ 0.333333 │ 1.0 │ 2.72727 │ 2 │ 1 │ └──────────────────────────────────────────────────────────────────────────────────────────┴────────────┴────────────┴──────────┴───────────┴────────────┴─────────┴────────┴────────┘ ┌─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┬────────────┬────────────┬──────────┬──────────┬────────────┬─────────┬────────┐ │ Antecedent │ Consequent │ ninstances │ ncovered │ coverage │ confidence │ lift │ natoms │ ├─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┼────────────┼────────────┼──────────┼──────────┼────────────┼─────────┼────────┤ │ [petal_width] < 0.75 │ setosa │ 30 │ 10 │ 0.333333 │ 1.0 │ 3.0 │ 1 │ │ [petal_width] ∈ [0.75,1.65) ∧ [petal_length] < 4.85 │ versicolor │ 30 │ 8 │ 0.266667 │ 1.0 │ 3.33333 │ 2 │ │ (([petal_width] ≥ 1.65) ∧ ([petal_length] < 4.85) ∧ ([sepal_width] < 3.1)) ∨ (([petal_width] ∈ [0.75,1.75)) ∧ ([petal_length] ≥ 5.05)) ∨ (([petal_width] ≥ 1.75) ∧ ([petal_length] ≥ 4.85)) │ virginica │ 90 │ 12 │ 0.133333 │ 0.916667 │ 2.5 │ 7 │ └─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┴────────────┴────────────┴──────────┴──────────┴────────────┴─────────┴────────┘ ################################################## TEST: linear-form-utilities.jl ################################################## TEST: DecisionTreeExt/tree.jl Training set size: (120, 4) - (120,) Test set size: (30, 4) - (30,) Training set type: DataFrame - CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}} Test set type: DataFrame - CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}} [ Info: For silent loading, specify `verbosity=0`. import MLJDecisionTreeInterface ✔ [ Info: Training machine(DecisionTreeClassifier(max_depth = -1, …), …). ▣ ([petal_length] < 2.45) ├✔ setosa : (ninstances = 41, ncovered = 41, confidence = 1.0, lift = 1.0) └✘ ([petal_width] < 1.75) ├✔ ([petal_length] < 4.95) │ ├✔ ([petal_width] < 1.65) │ │ ├✔ versicolor : (ninstances = 40, ncovered = 40, confidence = 1.0, lift = 1.0) │ │ └✘ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0) │ └✘ ([petal_width] < 1.55) │ ├✔ virginica : (ninstances = 2, ncovered = 2, confidence = 1.0, lift = 1.0) │ └✘ ([sepal_length] < 6.95) │ ├✔ versicolor : (ninstances = 2, ncovered = 2, confidence = 1.0, lift = 1.0) │ └✘ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0) └✘ ([petal_length] < 4.85) ├✔ ([sepal_width] < 3.1) │ ├✔ virginica : (ninstances = 2, ncovered = 2, confidence = 1.0, lift = 1.0) │ └✘ versicolor : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0) └✘ virginica : (ninstances = 30, ncovered = 30, confidence = 1.0, lift = 1.0) ▣ ([petal_length] < 2.45) ↣ setosa : (ninstances = 120, ncovered = 41, coverage = 0.34, confidence = 1.0, lift = 2.93, natoms = 1) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] < 1.65)) ↣ versicolor : (ninstances = 120, ncovered = 40, coverage = 0.33, confidence = 1.0, lift = 2.79, natoms = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] ≥ 1.65)) ↣ virginica : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 3.33, natoms = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([petal_width] < 1.55)) ↣ virginica : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 3.33, natoms = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([petal_width] ≥ 1.55)) ∧ (([sepal_length] < 6.95)) ↣ versicolor : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 2.79, natoms = 5) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([petal_width] ≥ 1.55)) ∧ (([sepal_length] ≥ 6.95)) ↣ virginica : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 3.33, natoms = 5) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] ≥ 1.75)) ∧ (([petal_length] < 4.85)) ∧ (([sepal_width] < 3.1)) ↣ virginica : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 3.33, natoms = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] ≥ 1.75)) ∧ (([petal_length] < 4.85)) ∧ (([sepal_width] ≥ 3.1)) ↣ versicolor : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 2.79, natoms = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] ≥ 1.75)) ∧ (([petal_length] ≥ 4.85)) ↣ virginica : (ninstances = 120, ncovered = 30, coverage = 0.25, confidence = 1.0, lift = 3.33, natoms = 3) ▣ ([petal_length] < 2.45) ↣ setosa : (ninstances = 41, ncovered = 41, confidence = 1.0, lift = 1.0) : (ninstances = 120, ncovered = 41, coverage = 0.34, confidence = 1.0, lift = 2.93, natoms = 1) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] < 1.65)) ↣ versicolor : (ninstances = 40, ncovered = 40, confidence = 1.0, lift = 1.0) : (ninstances = 120, ncovered = 40, coverage = 0.33, confidence = 1.0, lift = 2.79, natoms = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] ≥ 1.65)) ↣ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0) : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 3.33, natoms = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([petal_width] < 1.55)) ↣ virginica : (ninstances = 2, ncovered = 2, confidence = 1.0, lift = 1.0) : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 3.33, natoms = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([petal_width] ≥ 1.55)) ∧ (([sepal_length] < 6.95)) ↣ versicolor : (ninstances = 2, ncovered = 2, confidence = 1.0, lift = 1.0) : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 2.79, natoms = 5) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([petal_width] ≥ 1.55)) ∧ (([sepal_length] ≥ 6.95)) ↣ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0) : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 3.33, natoms = 5) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] ≥ 1.75)) ∧ (([petal_length] < 4.85)) ∧ (([sepal_width] < 3.1)) ↣ virginica : (ninstances = 2, ncovered = 2, confidence = 1.0, lift = 1.0) : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 3.33, natoms = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] ≥ 1.75)) ∧ (([petal_length] < 4.85)) ∧ (([sepal_width] ≥ 3.1)) ↣ versicolor : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0) : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 2.79, natoms = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] ≥ 1.75)) ∧ (([petal_length] ≥ 4.85)) ↣ virginica : (ninstances = 30, ncovered = 30, confidence = 1.0, lift = 1.0) : (ninstances = 120, ncovered = 30, coverage = 0.25, confidence = 1.0, lift = 3.33, natoms = 3) ▣ ([petal_length] < 2.45) : (ninstances = 120, ncovered = 41, coverage = 0.34, confidence = 1.0, lift = 2.93, natoms = 1) └✔ setosa : (ninstances = 41, ncovered = 41, confidence = 1.0, lift = 1.0) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] < 1.65)) : (ninstances = 120, ncovered = 40, coverage = 0.33, confidence = 1.0, lift = 2.79, natoms = 4) └✔ versicolor : (ninstances = 40, ncovered = 40, confidence = 1.0, lift = 1.0) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] ≥ 1.65)) : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 3.33, natoms = 4) └✔ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([petal_width] < 1.55)) : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 3.33, natoms = 4) └✔ virginica : (ninstances = 2, ncovered = 2, confidence = 1.0, lift = 1.0) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([petal_width] ≥ 1.55)) ∧ (([sepal_length] < 6.95)) : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 2.79, natoms = 5) └✔ versicolor : (ninstances = 2, ncovered = 2, confidence = 1.0, lift = 1.0) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([petal_width] ≥ 1.55)) ∧ (([sepal_length] ≥ 6.95)) : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 3.33, natoms = 5) └✔ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] ≥ 1.75)) ∧ (([petal_length] < 4.85)) ∧ (([sepal_width] < 3.1)) : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 3.33, natoms = 4) └✔ virginica : (ninstances = 2, ncovered = 2, confidence = 1.0, lift = 1.0) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] ≥ 1.75)) ∧ (([petal_length] < 4.85)) ∧ (([sepal_width] ≥ 3.1)) : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 2.79, natoms = 4) └✔ versicolor : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] ≥ 1.75)) ∧ (([petal_length] ≥ 4.85)) : (ninstances = 120, ncovered = 30, coverage = 0.25, confidence = 1.0, lift = 3.33, natoms = 3) └✔ virginica : (ninstances = 30, ncovered = 30, confidence = 1.0, lift = 1.0) ▣ ([petal_length] < 2.45) ↣ setosa : (ninstances = 120, ncovered = 41, coverage = 0.34, confidence = 1.0, lift = 2.93, natoms = 1) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] < 1.65)) ↣ versicolor : (ninstances = 120, ncovered = 40, coverage = 0.33, confidence = 1.0, lift = 2.79, natoms = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] ≥ 1.65)) ↣ virginica : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 3.33, natoms = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([petal_width] < 1.55)) ↣ virginica : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 3.33, natoms = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([petal_width] ≥ 1.55)) ∧ (([sepal_length] < 6.95)) ↣ versicolor : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 2.79, natoms = 5) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([petal_width] ≥ 1.55)) ∧ (([sepal_length] ≥ 6.95)) ↣ virginica : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 3.33, natoms = 5) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] ≥ 1.75)) ∧ (([petal_length] < 4.85)) ∧ (([sepal_width] < 3.1)) ↣ virginica : (ninstances = 120, ncovered = 2, coverage = 0.02, confidence = 1.0, lift = 3.33, natoms = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] ≥ 1.75)) ∧ (([petal_length] < 4.85)) ∧ (([sepal_width] ≥ 3.1)) ↣ versicolor : (ninstances = 120, ncovered = 1, coverage = 0.01, confidence = 1.0, lift = 2.79, natoms = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] ≥ 1.75)) ∧ (([petal_length] ≥ 4.85)) ↣ virginica : (ninstances = 120, ncovered = 30, coverage = 0.25, confidence = 1.0, lift = 3.33, natoms = 3) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] ≥ 1.75)) ∧ (([petal_length] < 4.85)) ∧ (([sepal_width] ≥ 3.1)) ↣ versicolor : (ninstances = 120, ncovered = 1, coverage = 0.008333333333333333, confidence = 1.0, lift = 2.7906976744186047, natoms = 4, length = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] ≥ 1.65)) ↣ virginica : (ninstances = 120, ncovered = 1, coverage = 0.008333333333333333, confidence = 1.0, lift = 3.3333333333333335, natoms = 4, length = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([petal_width] ≥ 1.55)) ∧ (([sepal_length] ≥ 6.95)) ↣ virginica : (ninstances = 120, ncovered = 1, coverage = 0.008333333333333333, confidence = 1.0, lift = 3.3333333333333335, natoms = 5, length = 5) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([petal_width] ≥ 1.55)) ∧ (([sepal_length] < 6.95)) ↣ versicolor : (ninstances = 120, ncovered = 2, coverage = 0.016666666666666666, confidence = 1.0, lift = 2.7906976744186047, natoms = 5, length = 5) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] ≥ 4.95)) ∧ (([petal_width] < 1.55)) ↣ virginica : (ninstances = 120, ncovered = 2, coverage = 0.016666666666666666, confidence = 1.0, lift = 3.3333333333333335, natoms = 4, length = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] ≥ 1.75)) ∧ (([petal_length] < 4.85)) ∧ (([sepal_width] < 3.1)) ↣ virginica : (ninstances = 120, ncovered = 2, coverage = 0.016666666666666666, confidence = 1.0, lift = 3.3333333333333335, natoms = 4, length = 4) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] ≥ 1.75)) ∧ (([petal_length] ≥ 4.85)) ↣ virginica : (ninstances = 120, ncovered = 30, coverage = 0.25, confidence = 1.0, lift = 3.3333333333333335, natoms = 3, length = 3) ▣ (([petal_length] ≥ 2.45)) ∧ (([petal_width] < 1.75)) ∧ (([petal_length] < 4.95)) ∧ (([petal_width] < 1.65)) ↣ versicolor : (ninstances = 120, ncovered = 40, coverage = 0.3333333333333333, confidence = 1.0, lift = 2.7906976744186047, natoms = 4, length = 4) ▣ ([petal_length] < 2.45) ↣ setosa : (ninstances = 120, ncovered = 41, coverage = 0.3416666666666667, confidence = 1.0, lift = 2.926829268292683, natoms = 1, length = 1) [ Info: For silent loading, specify `verbosity=0`. import MLJDecisionTreeInterface ✔ TEST: DecisionTreeExt/forest.jl Training set size: (120, 4) - (120,) Test set size: (30, 4) - (30,) Training set type: DataFrame - CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}} Test set type: DataFrame - CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}} [ Info: For silent loading, specify `verbosity=0`. import MLJDecisionTreeInterface ✔ [ Info: Training machine(RandomForestClassifier(max_depth = 3, …), …). ▣ Ensemble{UInt32} of 10 models of type Branch{CategoricalValue{String, UInt32}} ├[1/10]┐ ([petal_width] < 0.7) │ ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0) │ └✘ ([petal_length] < 4.85) │ ├✔ versicolor : (ninstances = 7, ncovered = 7, confidence = 1.0, lift = 1.0) │ └✘ ([petal_width] < 1.75) │ ├✔ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0) │ └✘ virginica : (ninstances = 13, ncovered = 13, confidence = 1.0, lift = 1.0) ├[2/10]┐ ([petal_length] < 2.5) │ ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0) │ └✘ ([petal_length] < 5.05) │ ├✔ ([petal_length] < 4.85) │ │ ├✔ versicolor : (ninstances = 7, ncovered = 7, confidence = 1.0, lift = 1.0) │ │ └✘ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0) │ └✘ virginica : (ninstances = 13, ncovered = 13, confidence = 1.0, lift = 1.0) ├[3/10]┐ ([petal_width] < 0.7) │ ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0) │ └✘ ([petal_length] < 5.05) │ ├✔ ([petal_width] < 1.6) │ │ ├✔ versicolor : (ninstances = 7, ncovered = 7, confidence = 1.0, lift = 1.0) │ │ └✘ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0) │ └✘ ([petal_width] < 1.7000000000000002) │ ├✔ versicolor : (ninstances = 1, ncovered = 1, confidence = 0.0, lift = NaN) │ └✘ virginica : (ninstances = 12, ncovered = 12, confidence = 1.0, lift = 1.0) ├[4/10]┐ ([petal_width] < 0.7) │ ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0) │ └✘ ([petal_width] < 1.75) │ ├✔ ([petal_length] < 4.95) │ │ ├✔ versicolor : (ninstances = 7, ncovered = 7, confidence = 1.0, lift = 1.0) │ │ └✘ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0) │ └✘ ([sepal_length] < 5.95) │ ├✔ virginica : (ninstances = 2, ncovered = 2, confidence = 1.0, lift = 1.0) │ └✘ virginica : (ninstances = 11, ncovered = 11, confidence = 1.0, lift = 1.0) ├[5/10]┐ ([petal_width] < 0.75) │ ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0) │ └✘ ([petal_width] < 1.6) │ ├✔ versicolor : (ninstances = 8, ncovered = 8, confidence = 0.88, lift = 1.0) │ └✘ ([petal_width] < 1.75) │ ├✔ virginica : (ninstances = 0, ncovered = 0, confidence = NaN, lift = NaN) │ └✘ virginica : (ninstances = 13, ncovered = 13, confidence = 1.0, lift = 1.0) ├[6/10]┐ ([petal_width] < 0.7) │ ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0) │ └✘ ([petal_width] < 1.7000000000000002) │ ├✔ versicolor : (ninstances = 8, ncovered = 8, confidence = 0.88, lift = 1.0) │ └✘ virginica : (ninstances = 13, ncovered = 13, confidence = 1.0, lift = 1.0) ├[7/10]┐ ([petal_width] < 0.7) │ ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0) │ └✘ ([petal_length] < 4.85) │ ├✔ ([petal_width] < 1.7000000000000002) │ │ ├✔ versicolor : (ninstances = 7, ncovered = 7, confidence = 1.0, lift = 1.0) │ │ └✘ versicolor : (ninstances = 0, ncovered = 0, confidence = NaN, lift = NaN) │ └✘ ([sepal_width] < 2.75) │ ├✔ virginica : (ninstances = 3, ncovered = 3, confidence = 1.0, lift = 1.0) │ └✘ virginica : (ninstances = 11, ncovered = 11, confidence = 1.0, lift = 1.0) ├[8/10]┐ ([petal_length] < 2.5999999999999996) │ ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0) │ └✘ ([petal_length] < 4.95) │ ├✔ versicolor : (ninstances = 8, ncovered = 8, confidence = 0.88, lift = 1.0) │ └✘ ([petal_width] < 1.75) │ ├✔ virginica : (ninstances = 1, ncovered = 1, confidence = 1.0, lift = 1.0) │ └✘ virginica : (ninstances = 12, ncovered = 12, confidence = 1.0, lift = 1.0) ├[9/10]┐ ([sepal_length] < 5.75) │ ├✔ ([petal_length] < 2.5999999999999996) │ │ ├✔ setosa : (ninstances = 8, ncovered = 8, confidence = 1.0, lift = 1.0) │ │ └✘ versicolor : (ninstances = 2, ncovered = 2, confidence = 0.5, lift = 1.0) │ └✘ ([petal_length] < 4.95) │ ├✔ ([petal_length] < 4.75) │ │ ├✔ versicolor : (ninstances = 7, ncovered = 7, confidence = 0.86, lift = 1.0) │ │ └✘ versicolor : (ninstances = 0, ncovered = 0, confidence = NaN, lift = NaN) │ └✘ virginica : (ninstances = 13, ncovered = 13, confidence = 1.0, lift = 1.0) └[10/10]┐ ([petal_width] < 0.7) ├✔ setosa : (ninstances = 9, ncovered = 9, confidence = 1.0, lift = 1.0) └✘ ([petal_length] < 4.75) ├✔ versicolor : (ninstances = 7, ncovered = 7, confidence = 1.0, lift = 1.0) └✘ ([petal_width] < 1.7000000000000002) ├✔ versicolor : (ninstances = 1, ncovered = 1, confidence = 0.0, lift = NaN) └✘ virginica : (ninstances = 13, ncovered = 13, confidence = 1.0, lift = 1.0) [ Info: For silent loading, specify `verbosity=0`. import MLJDecisionTreeInterface ✔ TEST: DecisionTreeExt/adaboost.jl Training set size: (105, 4) - (105,) Test set size: (45, 4) - (45,) Training set type: DataFrame - CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}} Test set type: DataFrame - CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}} [ Info: For silent loading, specify `verbosity=0`. import MLJDecisionTreeInterface ✔ ▣ Ensemble{UInt32} of 10 models of type Branch{CategoricalValue{String, UInt32}} ├[1/10]┐ ([petal_length] < 2.5999999999999996) │ ├✔ setosa : (ninstances = 13, ncovered = 13, confidence = 1.0, lift = 1.0) │ └✘ versicolor : (ninstances = 32, ncovered = 32, confidence = 0.47, lift = 1.0) ├[2/10]┐ ([petal_width] < 0.75) │ ├✔ setosa : (ninstances = 13, ncovered = 13, confidence = 1.0, lift = 1.0) │ └✘ virginica : (ninstances = 32, ncovered = 32, confidence = 0.53, lift = 1.0) ├[3/10]┐ ([petal_width] < 1.75) │ ├✔ versicolor : (ninstances = 30, ncovered = 30, confidence = 0.5, lift = 1.0) │ └✘ virginica : (ninstances = 15, ncovered = 15, confidence = 1.0, lift = 1.0) ├[4/10]┐ ([petal_length] < 2.5999999999999996) │ ├✔ setosa : (ninstances = 13, ncovered = 13, confidence = 1.0, lift = 1.0) │ └✘ versicolor : (ninstances = 32, ncovered = 32, confidence = 0.47, lift = 1.0) ├[5/10]┐ ([petal_length] < 2.5999999999999996) │ ├✔ setosa : (ninstances = 13, ncovered = 13, confidence = 1.0, lift = 1.0) │ └✘ virginica : (ninstances = 32, ncovered = 32, confidence = 0.53, lift = 1.0) ├[6/10]┐ ([petal_length] < 5.05) │ ├✔ versicolor : (ninstances = 30, ncovered = 30, confidence = 0.47, lift = 1.0) │ └✘ virginica : (ninstances = 15, ncovered = 15, confidence = 0.93, lift = 1.0) ├[7/10]┐ ([petal_length] < 2.5999999999999996) │ ├✔ setosa : (ninstances = 13, ncovered = 13, confidence = 1.0, lift = 1.0) │ └✘ versicolor : (ninstances = 32, ncovered = 32, confidence = 0.47, lift = 1.0) ├[8/10]┐ ([petal_length] < 2.5999999999999996) │ ├✔ setosa : (ninstances = 13, ncovered = 13, confidence = 1.0, lift = 1.0) │ └✘ virginica : (ninstances = 32, ncovered = 32, confidence = 0.53, lift = 1.0) ├[9/10]┐ ([petal_length] < 4.85) │ ├✔ versicolor : (ninstances = 28, ncovered = 28, confidence = 0.5, lift = 1.0) │ └✘ virginica : (ninstances = 17, ncovered = 17, confidence = 0.94, lift = 1.0) └[10/10]┐ ([petal_length] < 2.5999999999999996) ├✔ setosa : (ninstances = 13, ncovered = 13, confidence = 1.0, lift = 1.0) └✘ versicolor : (ninstances = 32, ncovered = 32, confidence = 0.47, lift = 1.0) [ Info: For silent loading, specify `verbosity=0`. import MLJDecisionTreeInterface ✔ [ Info: For silent loading, specify `verbosity=0`. import MLJDecisionTreeInterface ✔ AdaBoost accuracy: 0.9333333333333333 DecisionTree accuracy: 0.9333333333333333 RandomForest accuracy: 0.9333333333333333 [ Info: For silent loading, specify `verbosity=0`. import MLJDecisionTreeInterface ✔ ################################################## TEST: XGBoostExt/xgboost_classifier.jl Training set size: (105, 4) - (105,) Test set size: (45, 4) - (45,) Training set type: DataFrame - CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}} Test set type: DataFrame - CategoricalVector{String, UInt32, String, CategoricalValue{String, UInt32}, Union{}} [ Info: For silent loading, specify `verbosity=0`. import MLJXGBoostInterfacePrecompiling packages... 8155.3 ms ✓ MLJXGBoostInterface 1 dependency successfully precompiled in 8 seconds. 61 already precompiled. ✔ [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74400811081840879 [ Info: [2] train-mlogloss:0.53582954633803592 [ Info: [3] train-mlogloss:0.39975637083961851 [ Info: [4] train-mlogloss:0.30303399023555572 [ Info: [5] train-mlogloss:0.23674351175626118 [ Info: [6] train-mlogloss:0.18685626628853025 [ Info: [7] train-mlogloss:0.15057624223686400 [ Info: [8] train-mlogloss:0.12396132789907001 [ Info: [9] train-mlogloss:0.10413119360094979 [ Info: [10] train-mlogloss:0.08655083143994921 [ Info: Training rounds complete. [ Info: For silent loading, specify `verbosity=0`. import MLJDecisionTreeInterface ✔ [ Info: For silent loading, specify `verbosity=0`. import MLJDecisionTreeInterface ✔ XGBoost accuracy: 0.9777777777777777 DecisionTree accuracy: 0.9111111111111111 RandomForest accuracy: 0.9555555555555556 [ Info: For silent loading, specify `verbosity=0`. import MLJXGBoostInterface ✔ [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96628443627130423 [ Info: [2] train-mlogloss:0.85513795500709899 [ Info: [3] train-mlogloss:0.76076017391114004 [ Info: [4] train-mlogloss:0.67953942049117311 [ Info: [5] train-mlogloss:0.60887144009272254 [ Info: [6] train-mlogloss:0.54716235285713555 [ Info: [7] train-mlogloss:0.49313335929598129 [ Info: [8] train-mlogloss:0.44535377139136906 [ Info: [9] train-mlogloss:0.40307440473919826 [ Info: [10] train-mlogloss:0.36624516277086167 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84417489994139894 [ Info: [2] train-mlogloss:0.66591055279686340 [ Info: [3] train-mlogloss:0.53405624344235370 [ Info: [4] train-mlogloss:0.43313546010426113 [ Info: [5] train-mlogloss:0.35471046879178003 [ Info: [6] train-mlogloss:0.29509527002062114 [ Info: [7] train-mlogloss:0.24553231667904626 [ Info: [8] train-mlogloss:0.20656353476501646 [ Info: [9] train-mlogloss:0.17483243516513280 [ Info: [10] train-mlogloss:0.14906502976304009 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73268521683556698 [ Info: [2] train-mlogloss:0.51889746245883761 [ Info: [3] train-mlogloss:0.37879119856016974 [ Info: [4] train-mlogloss:0.28600431709062485 [ Info: [5] train-mlogloss:0.21758004724979402 [ Info: [6] train-mlogloss:0.16906056929202307 [ Info: [7] train-mlogloss:0.13397219521658763 [ Info: [8] train-mlogloss:0.10822047002258756 [ Info: [9] train-mlogloss:0.08848823734692164 [ Info: [10] train-mlogloss:0.07303698676682654 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96628443627130423 [ Info: [2] train-mlogloss:0.85513795500709899 [ Info: [3] train-mlogloss:0.76076017391114004 [ Info: [4] train-mlogloss:0.67953942049117311 [ Info: [5] train-mlogloss:0.60887144009272254 [ Info: [6] train-mlogloss:0.54716235285713555 [ Info: [7] train-mlogloss:0.49313335929598129 [ Info: [8] train-mlogloss:0.44535377139136906 [ Info: [9] train-mlogloss:0.40307440473919826 [ Info: [10] train-mlogloss:0.36624516277086167 [ Info: [11] train-mlogloss:0.33311168750127157 [ Info: [12] train-mlogloss:0.30354371411459785 [ Info: [13] train-mlogloss:0.27708718010357447 [ Info: [14] train-mlogloss:0.25353130357606068 [ Info: [15] train-mlogloss:0.23201638843332018 [ Info: [16] train-mlogloss:0.21319722235202790 [ Info: [17] train-mlogloss:0.19608327959265029 [ Info: [18] train-mlogloss:0.18029420702230362 [ Info: [19] train-mlogloss:0.16634465881756375 [ Info: [20] train-mlogloss:0.15363464809599378 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84417489994139894 [ Info: [2] train-mlogloss:0.66591055279686340 [ Info: [3] train-mlogloss:0.53405624344235370 [ Info: [4] train-mlogloss:0.43313546010426113 [ Info: [5] train-mlogloss:0.35471046879178003 [ Info: [6] train-mlogloss:0.29509527002062114 [ Info: [7] train-mlogloss:0.24553231667904626 [ Info: [8] train-mlogloss:0.20656353476501646 [ Info: [9] train-mlogloss:0.17483243516513280 [ Info: [10] train-mlogloss:0.14906502976304009 [ Info: [11] train-mlogloss:0.12796880205472311 [ Info: [12] train-mlogloss:0.11086064066205706 [ Info: [13] train-mlogloss:0.09691979225192751 [ Info: [14] train-mlogloss:0.08498676241863341 [ Info: [15] train-mlogloss:0.07481683432346299 [ Info: [16] train-mlogloss:0.06628820637152308 [ Info: [17] train-mlogloss:0.05910368171476182 [ Info: [18] train-mlogloss:0.05311338521894955 [ Info: [19] train-mlogloss:0.04795940301957585 [ Info: [20] train-mlogloss:0.04357348911109424 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73268521683556698 [ Info: [2] train-mlogloss:0.51889746245883761 [ Info: [3] train-mlogloss:0.37879119856016974 [ Info: [4] train-mlogloss:0.28600431709062485 [ Info: [5] train-mlogloss:0.21758004724979402 [ Info: [6] train-mlogloss:0.16906056929202307 [ Info: [7] train-mlogloss:0.13397219521658763 [ Info: [8] train-mlogloss:0.10822047002258756 [ Info: [9] train-mlogloss:0.08848823734692164 [ Info: [10] train-mlogloss:0.07303698676682654 [ Info: [11] train-mlogloss:0.06116630112131437 [ Info: [12] train-mlogloss:0.05195052556338765 [ Info: [13] train-mlogloss:0.04482249560810271 [ Info: [14] train-mlogloss:0.03918335409391494 [ Info: [15] train-mlogloss:0.03530160981629576 [ Info: [16] train-mlogloss:0.03243180729803585 [ Info: [17] train-mlogloss:0.02971860219147943 [ Info: [18] train-mlogloss:0.02789507356605360 [ Info: [19] train-mlogloss:0.02660335053113245 [ Info: [20] train-mlogloss:0.02536871016380333 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96794195742834177 [ Info: [2] train-mlogloss:0.85818223782948089 [ Info: [3] train-mlogloss:0.76470653329576765 [ Info: [4] train-mlogloss:0.68426821061543053 [ Info: [5] train-mlogloss:0.61448711327144079 [ Info: [6] train-mlogloss:0.55355867204212006 [ Info: [7] train-mlogloss:0.50007801084291370 [ Info: [8] train-mlogloss:0.45292796010062808 [ Info: [9] train-mlogloss:0.41120460828145344 [ Info: [10] train-mlogloss:0.37416588209924245 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84734771649042762 [ Info: [2] train-mlogloss:0.67077842610222949 [ Info: [3] train-mlogloss:0.54019275449571158 [ Info: [4] train-mlogloss:0.44067780148415336 [ Info: [5] train-mlogloss:0.36332957772981556 [ Info: [6] train-mlogloss:0.30211979633285885 [ Info: [7] train-mlogloss:0.25351709624131519 [ Info: [8] train-mlogloss:0.21257108123529525 [ Info: [9] train-mlogloss:0.17921595105103083 [ Info: [10] train-mlogloss:0.15264493404399782 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73721615303130372 [ Info: [2] train-mlogloss:0.52537565174556911 [ Info: [3] train-mlogloss:0.38716968723705836 [ Info: [4] train-mlogloss:0.29202262418610708 [ Info: [5] train-mlogloss:0.22494880131312778 [ Info: [6] train-mlogloss:0.17421466977823349 [ Info: [7] train-mlogloss:0.13656500258616039 [ Info: [8] train-mlogloss:0.10995149427936191 [ Info: [9] train-mlogloss:0.09029878136657533 [ Info: [10] train-mlogloss:0.07558225904192244 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96794195742834177 [ Info: [2] train-mlogloss:0.85818223782948089 [ Info: [3] train-mlogloss:0.76470653329576765 [ Info: [4] train-mlogloss:0.68426821061543053 [ Info: [5] train-mlogloss:0.61448711327144079 [ Info: [6] train-mlogloss:0.55355867204212006 [ Info: [7] train-mlogloss:0.50007801084291370 [ Info: [8] train-mlogloss:0.45292796010062808 [ Info: [9] train-mlogloss:0.41120460828145344 [ Info: [10] train-mlogloss:0.37416588209924245 [ Info: [11] train-mlogloss:0.34108055148805888 [ Info: [12] train-mlogloss:0.31164706122307551 [ Info: [13] train-mlogloss:0.28521198204585485 [ Info: [14] train-mlogloss:0.26067939712887717 [ Info: [15] train-mlogloss:0.23844930827617644 [ Info: [16] train-mlogloss:0.21853242786157698 [ Info: [17] train-mlogloss:0.20061067910421462 [ Info: [18] train-mlogloss:0.18446194543724970 [ Info: [19] train-mlogloss:0.17016019452185857 [ Info: [20] train-mlogloss:0.15713450709978741 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84734771649042762 [ Info: [2] train-mlogloss:0.67077842610222949 [ Info: [3] train-mlogloss:0.54019275449571158 [ Info: [4] train-mlogloss:0.44067780148415336 [ Info: [5] train-mlogloss:0.36332957772981556 [ Info: [6] train-mlogloss:0.30211979633285885 [ Info: [7] train-mlogloss:0.25351709624131519 [ Info: [8] train-mlogloss:0.21257108123529525 [ Info: [9] train-mlogloss:0.17921595105103083 [ Info: [10] train-mlogloss:0.15264493404399782 [ Info: [11] train-mlogloss:0.13063633200668154 [ Info: [12] train-mlogloss:0.11324512156702224 [ Info: [13] train-mlogloss:0.09902457942565282 [ Info: [14] train-mlogloss:0.08733054672678311 [ Info: [15] train-mlogloss:0.07768013718582335 [ Info: [16] train-mlogloss:0.06904081716423943 [ Info: [17] train-mlogloss:0.06135776787996292 [ Info: [18] train-mlogloss:0.05515499008553369 [ Info: [19] train-mlogloss:0.05014340595475265 [ Info: [20] train-mlogloss:0.04602954405404273 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73721615303130372 [ Info: [2] train-mlogloss:0.52537565174556911 [ Info: [3] train-mlogloss:0.38716968723705836 [ Info: [4] train-mlogloss:0.29202262418610708 [ Info: [5] train-mlogloss:0.22494880131312778 [ Info: [6] train-mlogloss:0.17421466977823349 [ Info: [7] train-mlogloss:0.13656500258616039 [ Info: [8] train-mlogloss:0.10995149427936191 [ Info: [9] train-mlogloss:0.09029878136657533 [ Info: [10] train-mlogloss:0.07558225904192244 [ Info: [11] train-mlogloss:0.06349953125630106 [ Info: [12] train-mlogloss:0.05360727650778634 [ Info: [13] train-mlogloss:0.04703535799469267 [ Info: [14] train-mlogloss:0.04157506298451197 [ Info: [15] train-mlogloss:0.03725084062843095 [ Info: [16] train-mlogloss:0.03342423941053095 [ Info: [17] train-mlogloss:0.03042920585721731 [ Info: [18] train-mlogloss:0.02785924310308127 [ Info: [19] train-mlogloss:0.02589991663893064 [ Info: [20] train-mlogloss:0.02528287440183617 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.97077102888198130 [ Info: [2] train-mlogloss:0.86340193521408803 [ Info: [3] train-mlogloss:0.77199217535200571 [ Info: [4] train-mlogloss:0.69336712530681066 [ Info: [5] train-mlogloss:0.62519552594139460 [ Info: [6] train-mlogloss:0.56570791630517869 [ Info: [7] train-mlogloss:0.51352578515098213 [ Info: [8] train-mlogloss:0.46599049624942596 [ Info: [9] train-mlogloss:0.42403258028484525 [ Info: [10] train-mlogloss:0.38688137928644817 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.85279211430322555 [ Info: [2] train-mlogloss:0.68013722612744287 [ Info: [3] train-mlogloss:0.55259125516528174 [ Info: [4] train-mlogloss:0.45552017631984892 [ Info: [5] train-mlogloss:0.37751623959768388 [ Info: [6] train-mlogloss:0.31638984538259962 [ Info: [7] train-mlogloss:0.26795732889856611 [ Info: [8] train-mlogloss:0.22869353109881990 [ Info: [9] train-mlogloss:0.19746473530928293 [ Info: [10] train-mlogloss:0.17151336201599665 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74505120686122350 [ Info: [2] train-mlogloss:0.53805349270502723 [ Info: [3] train-mlogloss:0.39901258264269146 [ Info: [4] train-mlogloss:0.30447823831013271 [ Info: [5] train-mlogloss:0.23752692384379251 [ Info: [6] train-mlogloss:0.18915526441165378 [ Info: [7] train-mlogloss:0.15426852731477647 [ Info: [8] train-mlogloss:0.12726294589894158 [ Info: [9] train-mlogloss:0.10629623503912063 [ Info: [10] train-mlogloss:0.09053923029984746 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.97077102888198130 [ Info: [2] train-mlogloss:0.86340193521408803 [ Info: [3] train-mlogloss:0.77199217535200571 [ Info: [4] train-mlogloss:0.69336712530681066 [ Info: [5] train-mlogloss:0.62519552594139460 [ Info: [6] train-mlogloss:0.56570791630517869 [ Info: [7] train-mlogloss:0.51352578515098213 [ Info: [8] train-mlogloss:0.46599049624942596 [ Info: [9] train-mlogloss:0.42403258028484525 [ Info: [10] train-mlogloss:0.38688137928644817 [ Info: [11] train-mlogloss:0.35375713734399705 [ Info: [12] train-mlogloss:0.32439609113193696 [ Info: [13] train-mlogloss:0.29820674970036459 [ Info: [14] train-mlogloss:0.27481241822242736 [ Info: [15] train-mlogloss:0.25353405092443737 [ Info: [16] train-mlogloss:0.23471921568825133 [ Info: [17] train-mlogloss:0.21754320093563626 [ Info: [18] train-mlogloss:0.20201135291939690 [ Info: [19] train-mlogloss:0.18826178312301636 [ Info: [20] train-mlogloss:0.17584281691483089 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.85279211430322555 [ Info: [2] train-mlogloss:0.68013722612744287 [ Info: [3] train-mlogloss:0.55259125516528174 [ Info: [4] train-mlogloss:0.45552017631984892 [ Info: [5] train-mlogloss:0.37751623959768388 [ Info: [6] train-mlogloss:0.31638984538259962 [ Info: [7] train-mlogloss:0.26795732889856611 [ Info: [8] train-mlogloss:0.22869353109881990 [ Info: [9] train-mlogloss:0.19746473530928293 [ Info: [10] train-mlogloss:0.17151336201599665 [ Info: [11] train-mlogloss:0.14969892388298398 [ Info: [12] train-mlogloss:0.13252065557809103 [ Info: [13] train-mlogloss:0.11722531261898222 [ Info: [14] train-mlogloss:0.10483926719143277 [ Info: [15] train-mlogloss:0.09526060947350093 [ Info: [16] train-mlogloss:0.08707843433533397 [ Info: [17] train-mlogloss:0.07844461060705639 [ Info: [18] train-mlogloss:0.07148752411206563 [ Info: [19] train-mlogloss:0.06584049427793140 [ Info: [20] train-mlogloss:0.06123413193438734 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74505120686122350 [ Info: [2] train-mlogloss:0.53805349270502723 [ Info: [3] train-mlogloss:0.39901258264269146 [ Info: [4] train-mlogloss:0.30447823831013271 [ Info: [5] train-mlogloss:0.23752692384379251 [ Info: [6] train-mlogloss:0.18915526441165378 [ Info: [7] train-mlogloss:0.15426852731477647 [ Info: [8] train-mlogloss:0.12726294589894158 [ Info: [9] train-mlogloss:0.10629623503912063 [ Info: [10] train-mlogloss:0.09053923029984746 [ Info: [11] train-mlogloss:0.07790377409685226 [ Info: [12] train-mlogloss:0.06855487949436619 [ Info: [13] train-mlogloss:0.06036273329740479 [ Info: [14] train-mlogloss:0.05453163090915907 [ Info: [15] train-mlogloss:0.04944255050449144 [ Info: [16] train-mlogloss:0.04530642346612045 [ Info: [17] train-mlogloss:0.04161584645154930 [ Info: [18] train-mlogloss:0.03920294856209131 [ Info: [19] train-mlogloss:0.03734801809879996 [ Info: [20] train-mlogloss:0.03623253662316572 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96543500707263041 [ Info: [2] train-mlogloss:0.85372485887436644 [ Info: [3] train-mlogloss:0.75870984395345054 [ Info: [4] train-mlogloss:0.67704804057166690 [ Info: [5] train-mlogloss:0.60749776193073812 [ Info: [6] train-mlogloss:0.54676397811798827 [ Info: [7] train-mlogloss:0.49344725835890996 [ Info: [8] train-mlogloss:0.44643501412300834 [ Info: [9] train-mlogloss:0.40482708953675772 [ Info: [10] train-mlogloss:0.36788472646758669 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84260773658752441 [ Info: [2] train-mlogloss:0.66324919235138668 [ Info: [3] train-mlogloss:0.53315442403157554 [ Info: [4] train-mlogloss:0.43398413232394628 [ Info: [5] train-mlogloss:0.35687738316399709 [ Info: [6] train-mlogloss:0.29607957715079897 [ Info: [7] train-mlogloss:0.24763785827727544 [ Info: [8] train-mlogloss:0.20872704528626942 [ Info: [9] train-mlogloss:0.17745383197352999 [ Info: [10] train-mlogloss:0.15134014955588748 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73053809120541524 [ Info: [2] train-mlogloss:0.51937456954093209 [ Info: [3] train-mlogloss:0.38153091555549984 [ Info: [4] train-mlogloss:0.28690555663335893 [ Info: [5] train-mlogloss:0.22000108091604142 [ Info: [6] train-mlogloss:0.17203403086889357 [ Info: [7] train-mlogloss:0.13589306793042591 [ Info: [8] train-mlogloss:0.10851379625854038 [ Info: [9] train-mlogloss:0.08924687029350371 [ Info: [10] train-mlogloss:0.07369044249256453 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96543500707263041 [ Info: [2] train-mlogloss:0.85372485887436644 [ Info: [3] train-mlogloss:0.75870984395345054 [ Info: [4] train-mlogloss:0.67704804057166690 [ Info: [5] train-mlogloss:0.60749776193073812 [ Info: [6] train-mlogloss:0.54676397811798827 [ Info: [7] train-mlogloss:0.49344725835890996 [ Info: [8] train-mlogloss:0.44643501412300834 [ Info: [9] train-mlogloss:0.40482708953675772 [ Info: [10] train-mlogloss:0.36788472646758669 [ Info: [11] train-mlogloss:0.33499436662310644 [ Info: [12] train-mlogloss:0.30564097989173161 [ Info: [13] train-mlogloss:0.27938873682703291 [ Info: [14] train-mlogloss:0.25586555557591573 [ Info: [15] train-mlogloss:0.23475214157785687 [ Info: [16] train-mlogloss:0.21589018404483795 [ Info: [17] train-mlogloss:0.19890746005943843 [ Info: [18] train-mlogloss:0.18324436729862575 [ Info: [19] train-mlogloss:0.16910474598407746 [ Info: [20] train-mlogloss:0.15632593248571669 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84260773658752441 [ Info: [2] train-mlogloss:0.66324919235138668 [ Info: [3] train-mlogloss:0.53315442403157554 [ Info: [4] train-mlogloss:0.43398413232394628 [ Info: [5] train-mlogloss:0.35687738316399709 [ Info: [6] train-mlogloss:0.29607957715079897 [ Info: [7] train-mlogloss:0.24763785827727544 [ Info: [8] train-mlogloss:0.20872704528626942 [ Info: [9] train-mlogloss:0.17745383197352999 [ Info: [10] train-mlogloss:0.15134014955588748 [ Info: [11] train-mlogloss:0.12999591295208249 [ Info: [12] train-mlogloss:0.11247458386988866 [ Info: [13] train-mlogloss:0.09764186314174107 [ Info: [14] train-mlogloss:0.08579779820782797 [ Info: [15] train-mlogloss:0.07592627867346718 [ Info: [16] train-mlogloss:0.06766060626222974 [ Info: [17] train-mlogloss:0.06041641994601205 [ Info: [18] train-mlogloss:0.05452964114291328 [ Info: [19] train-mlogloss:0.04953044282183761 [ Info: [20] train-mlogloss:0.04514129509528478 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73053809120541524 [ Info: [2] train-mlogloss:0.51937456954093209 [ Info: [3] train-mlogloss:0.38153091555549984 [ Info: [4] train-mlogloss:0.28690555663335893 [ Info: [5] train-mlogloss:0.22000108091604142 [ Info: [6] train-mlogloss:0.17203403086889357 [ Info: [7] train-mlogloss:0.13589306793042591 [ Info: [8] train-mlogloss:0.10851379625854038 [ Info: [9] train-mlogloss:0.08924687029350371 [ Info: [10] train-mlogloss:0.07369044249256453 [ Info: [11] train-mlogloss:0.06213471364407312 [ Info: [12] train-mlogloss:0.05319463323269571 [ Info: [13] train-mlogloss:0.04609462294195379 [ Info: [14] train-mlogloss:0.04051176103807631 [ Info: [15] train-mlogloss:0.03611312739196278 [ Info: [16] train-mlogloss:0.03297625592067128 [ Info: [17] train-mlogloss:0.03042927513874712 [ Info: [18] train-mlogloss:0.02817287053025904 [ Info: [19] train-mlogloss:0.02689911164343357 [ Info: [20] train-mlogloss:0.02575525470255386 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.97183936777569002 [ Info: [2] train-mlogloss:0.86528891949426556 [ Info: [3] train-mlogloss:0.77449509075709755 [ Info: [4] train-mlogloss:0.69459608055296396 [ Info: [5] train-mlogloss:0.62527757145109630 [ Info: [6] train-mlogloss:0.56474425452096122 [ Info: [7] train-mlogloss:0.51177334955760412 [ Info: [8] train-mlogloss:0.46489391184988477 [ Info: [9] train-mlogloss:0.42357251218387060 [ Info: [10] train-mlogloss:0.38669213397162300 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.85485129526683268 [ Info: [2] train-mlogloss:0.68328409194946294 [ Info: [3] train-mlogloss:0.55337714524496173 [ Info: [4] train-mlogloss:0.45425292367026920 [ Info: [5] train-mlogloss:0.37727622361410229 [ Info: [6] train-mlogloss:0.31627841364769710 [ Info: [7] train-mlogloss:0.26734550694624581 [ Info: [8] train-mlogloss:0.22792009129410698 [ Info: [9] train-mlogloss:0.19585935203802018 [ Info: [10] train-mlogloss:0.16975170388108207 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74802272149494720 [ Info: [2] train-mlogloss:0.53732420092537292 [ Info: [3] train-mlogloss:0.40035719530923025 [ Info: [4] train-mlogloss:0.30592785023507618 [ Info: [5] train-mlogloss:0.23833900902952468 [ Info: [6] train-mlogloss:0.18951821724573772 [ Info: [7] train-mlogloss:0.15312560590959731 [ Info: [8] train-mlogloss:0.12472090387628192 [ Info: [9] train-mlogloss:0.10410838410967872 [ Info: [10] train-mlogloss:0.08796125756842750 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.97183936777569002 [ Info: [2] train-mlogloss:0.86528891949426556 [ Info: [3] train-mlogloss:0.77449509075709755 [ Info: [4] train-mlogloss:0.69459608055296396 [ Info: [5] train-mlogloss:0.62527757145109630 [ Info: [6] train-mlogloss:0.56474425452096122 [ Info: [7] train-mlogloss:0.51177334955760412 [ Info: [8] train-mlogloss:0.46489391184988477 [ Info: [9] train-mlogloss:0.42357251218387060 [ Info: [10] train-mlogloss:0.38669213397162300 [ Info: [11] train-mlogloss:0.35381762640816827 [ Info: [12] train-mlogloss:0.32444070946602593 [ Info: [13] train-mlogloss:0.29811626559212095 [ Info: [14] train-mlogloss:0.27449617243948438 [ Info: [15] train-mlogloss:0.25331957936286925 [ Info: [16] train-mlogloss:0.23413941661516827 [ Info: [17] train-mlogloss:0.21682504358745758 [ Info: [18] train-mlogloss:0.20122512777646381 [ Info: [19] train-mlogloss:0.18704100052515665 [ Info: [20] train-mlogloss:0.17417168674014863 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.85485129526683268 [ Info: [2] train-mlogloss:0.68328409194946294 [ Info: [3] train-mlogloss:0.55337714524496173 [ Info: [4] train-mlogloss:0.45425292367026920 [ Info: [5] train-mlogloss:0.37727622361410229 [ Info: [6] train-mlogloss:0.31627841364769710 [ Info: [7] train-mlogloss:0.26734550694624581 [ Info: [8] train-mlogloss:0.22792009129410698 [ Info: [9] train-mlogloss:0.19585935203802018 [ Info: [10] train-mlogloss:0.16975170388108207 [ Info: [11] train-mlogloss:0.14692371445042746 [ Info: [12] train-mlogloss:0.12836609489860989 [ Info: [13] train-mlogloss:0.11361249436934789 [ Info: [14] train-mlogloss:0.10071336385749635 [ Info: [15] train-mlogloss:0.09017825353713263 [ Info: [16] train-mlogloss:0.08125541263392994 [ Info: [17] train-mlogloss:0.07406326546555474 [ Info: [18] train-mlogloss:0.06758411382990225 [ Info: [19] train-mlogloss:0.06199618985965138 [ Info: [20] train-mlogloss:0.05740287287959030 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74802272149494720 [ Info: [2] train-mlogloss:0.53732420092537292 [ Info: [3] train-mlogloss:0.40035719530923025 [ Info: [4] train-mlogloss:0.30592785023507618 [ Info: [5] train-mlogloss:0.23833900902952468 [ Info: [6] train-mlogloss:0.18951821724573772 [ Info: [7] train-mlogloss:0.15312560590959731 [ Info: [8] train-mlogloss:0.12472090387628192 [ Info: [9] train-mlogloss:0.10410838410967872 [ Info: [10] train-mlogloss:0.08796125756842750 [ Info: [11] train-mlogloss:0.07517736447708948 [ Info: [12] train-mlogloss:0.06576257424340362 [ Info: [13] train-mlogloss:0.05810767919534729 [ Info: [14] train-mlogloss:0.05205601182367121 [ Info: [15] train-mlogloss:0.04726551913079761 [ Info: [16] train-mlogloss:0.04387939990985961 [ Info: [17] train-mlogloss:0.04029516338237694 [ Info: [18] train-mlogloss:0.03779198498952956 [ Info: [19] train-mlogloss:0.03571061829903296 [ Info: [20] train-mlogloss:0.03436353585372368 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96881918453034899 [ Info: [2] train-mlogloss:0.85984213692801337 [ Info: [3] train-mlogloss:0.76709294375919157 [ Info: [4] train-mlogloss:0.68734028396152314 [ Info: [5] train-mlogloss:0.61937211241040913 [ Info: [6] train-mlogloss:0.55883649644397559 [ Info: [7] train-mlogloss:0.50578161165827795 [ Info: [8] train-mlogloss:0.45989464379492262 [ Info: [9] train-mlogloss:0.41843952224368142 [ Info: [10] train-mlogloss:0.38168523879278271 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84908345880962555 [ Info: [2] train-mlogloss:0.67394755283991492 [ Info: [3] train-mlogloss:0.54664349783034549 [ Info: [4] train-mlogloss:0.44767324952852161 [ Info: [5] train-mlogloss:0.37093745157832192 [ Info: [6] train-mlogloss:0.31062664645058768 [ Info: [7] train-mlogloss:0.26274018883705141 [ Info: [8] train-mlogloss:0.22435098673616136 [ Info: [9] train-mlogloss:0.19333357143969762 [ Info: [10] train-mlogloss:0.16801612944830033 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73979449953351706 [ Info: [2] train-mlogloss:0.53321551879247031 [ Info: [3] train-mlogloss:0.39525242476236255 [ Info: [4] train-mlogloss:0.30117736118180410 [ Info: [5] train-mlogloss:0.23505746920903522 [ Info: [6] train-mlogloss:0.18685119137877509 [ Info: [7] train-mlogloss:0.15183600513708023 [ Info: [8] train-mlogloss:0.12455674970433825 [ Info: [9] train-mlogloss:0.10215418700660978 [ Info: [10] train-mlogloss:0.08697237312084152 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96881918453034899 [ Info: [2] train-mlogloss:0.85984213692801337 [ Info: [3] train-mlogloss:0.76709294375919157 [ Info: [4] train-mlogloss:0.68734028396152314 [ Info: [5] train-mlogloss:0.61937211241040913 [ Info: [6] train-mlogloss:0.55883649644397559 [ Info: [7] train-mlogloss:0.50578161165827795 [ Info: [8] train-mlogloss:0.45989464379492262 [ Info: [9] train-mlogloss:0.41843952224368142 [ Info: [10] train-mlogloss:0.38168523879278271 [ Info: [11] train-mlogloss:0.34901118051438107 [ Info: [12] train-mlogloss:0.31989646610759553 [ Info: [13] train-mlogloss:0.29390033511888414 [ Info: [14] train-mlogloss:0.27063926387400855 [ Info: [15] train-mlogloss:0.24978809839203245 [ Info: [16] train-mlogloss:0.23105693785917192 [ Info: [17] train-mlogloss:0.21420457505044482 [ Info: [18] train-mlogloss:0.19899050593376161 [ Info: [19] train-mlogloss:0.18525687370981489 [ Info: [20] train-mlogloss:0.17256810650939033 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84908345880962555 [ Info: [2] train-mlogloss:0.67394755283991492 [ Info: [3] train-mlogloss:0.54664349783034549 [ Info: [4] train-mlogloss:0.44767324952852161 [ Info: [5] train-mlogloss:0.37093745157832192 [ Info: [6] train-mlogloss:0.31062664645058768 [ Info: [7] train-mlogloss:0.26274018883705141 [ Info: [8] train-mlogloss:0.22435098673616136 [ Info: [9] train-mlogloss:0.19333357143969762 [ Info: [10] train-mlogloss:0.16801612944830033 [ Info: [11] train-mlogloss:0.14638145984638304 [ Info: [12] train-mlogloss:0.12860831575734274 [ Info: [13] train-mlogloss:0.11260846086910793 [ Info: [14] train-mlogloss:0.10063485751549403 [ Info: [15] train-mlogloss:0.09017096048309689 [ Info: [16] train-mlogloss:0.08074767437009585 [ Info: [17] train-mlogloss:0.07269003582852228 [ Info: [18] train-mlogloss:0.06557862820724646 [ Info: [19] train-mlogloss:0.05993114475693021 [ Info: [20] train-mlogloss:0.05445930354651950 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73979449953351706 [ Info: [2] train-mlogloss:0.53321551879247031 [ Info: [3] train-mlogloss:0.39525242476236255 [ Info: [4] train-mlogloss:0.30117736118180410 [ Info: [5] train-mlogloss:0.23505746920903522 [ Info: [6] train-mlogloss:0.18685119137877509 [ Info: [7] train-mlogloss:0.15183600513708023 [ Info: [8] train-mlogloss:0.12455674970433825 [ Info: [9] train-mlogloss:0.10215418700660978 [ Info: [10] train-mlogloss:0.08697237312084152 [ Info: [11] train-mlogloss:0.07457316489446730 [ Info: [12] train-mlogloss:0.06433242697800909 [ Info: [13] train-mlogloss:0.05560735135915734 [ Info: [14] train-mlogloss:0.04939385608193420 [ Info: [15] train-mlogloss:0.04402167957630895 [ Info: [16] train-mlogloss:0.04022395442284289 [ Info: [17] train-mlogloss:0.03669438289389724 [ Info: [18] train-mlogloss:0.03403752002687681 [ Info: [19] train-mlogloss:0.03247580491893348 [ Info: [20] train-mlogloss:0.03108202513484728 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96796662239801312 [ Info: [2] train-mlogloss:0.85846290247780932 [ Info: [3] train-mlogloss:0.76471065850484943 [ Info: [4] train-mlogloss:0.68467925843738375 [ Info: [5] train-mlogloss:0.61525782573790777 [ Info: [6] train-mlogloss:0.55465722140811735 [ Info: [7] train-mlogloss:0.50148619356609525 [ Info: [8] train-mlogloss:0.45477878650029502 [ Info: [9] train-mlogloss:0.41342713463874092 [ Info: [10] train-mlogloss:0.37669911100750880 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84738326470057168 [ Info: [2] train-mlogloss:0.67102219944908503 [ Info: [3] train-mlogloss:0.54115957248778568 [ Info: [4] train-mlogloss:0.44263970568066552 [ Info: [5] train-mlogloss:0.36593132189341954 [ Info: [6] train-mlogloss:0.30540252867199125 [ Info: [7] train-mlogloss:0.25712780668621971 [ Info: [8] train-mlogloss:0.21754818459351857 [ Info: [9] train-mlogloss:0.18445825520015899 [ Info: [10] train-mlogloss:0.15872196469988142 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73725188232603522 [ Info: [2] train-mlogloss:0.52601686886378696 [ Info: [3] train-mlogloss:0.38901046372595288 [ Info: [4] train-mlogloss:0.29492473261696950 [ Info: [5] train-mlogloss:0.22825890779495239 [ Info: [6] train-mlogloss:0.17742480096362886 [ Info: [7] train-mlogloss:0.14162197659413020 [ Info: [8] train-mlogloss:0.11446918774218787 [ Info: [9] train-mlogloss:0.09377319351548240 [ Info: [10] train-mlogloss:0.07862342968583107 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96796662239801312 [ Info: [2] train-mlogloss:0.85846290247780932 [ Info: [3] train-mlogloss:0.76471065850484943 [ Info: [4] train-mlogloss:0.68467925843738375 [ Info: [5] train-mlogloss:0.61525782573790777 [ Info: [6] train-mlogloss:0.55465722140811735 [ Info: [7] train-mlogloss:0.50148619356609525 [ Info: [8] train-mlogloss:0.45477878650029502 [ Info: [9] train-mlogloss:0.41342713463874092 [ Info: [10] train-mlogloss:0.37669911100750880 [ Info: [11] train-mlogloss:0.34398625805264427 [ Info: [12] train-mlogloss:0.31477804212343125 [ Info: [13] train-mlogloss:0.28864218223662602 [ Info: [14] train-mlogloss:0.26521713520799367 [ Info: [15] train-mlogloss:0.24416723889963968 [ Info: [16] train-mlogloss:0.22433437435399919 [ Info: [17] train-mlogloss:0.20692652690978278 [ Info: [18] train-mlogloss:0.19101639475141252 [ Info: [19] train-mlogloss:0.17660951784678869 [ Info: [20] train-mlogloss:0.16384015125887735 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84738326470057168 [ Info: [2] train-mlogloss:0.67102219944908503 [ Info: [3] train-mlogloss:0.54115957248778568 [ Info: [4] train-mlogloss:0.44263970568066552 [ Info: [5] train-mlogloss:0.36593132189341954 [ Info: [6] train-mlogloss:0.30540252867199125 [ Info: [7] train-mlogloss:0.25712780668621971 [ Info: [8] train-mlogloss:0.21754818459351857 [ Info: [9] train-mlogloss:0.18445825520015899 [ Info: [10] train-mlogloss:0.15872196469988142 [ Info: [11] train-mlogloss:0.13694582290592647 [ Info: [12] train-mlogloss:0.11941781448466438 [ Info: [13] train-mlogloss:0.10434504201014837 [ Info: [14] train-mlogloss:0.09184026824576515 [ Info: [15] train-mlogloss:0.08171064381798109 [ Info: [16] train-mlogloss:0.07326794639229775 [ Info: [17] train-mlogloss:0.06579426466709092 [ Info: [18] train-mlogloss:0.05899617004962195 [ Info: [19] train-mlogloss:0.05408815094048069 [ Info: [20] train-mlogloss:0.04932311952468895 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73725188232603522 [ Info: [2] train-mlogloss:0.52601686886378696 [ Info: [3] train-mlogloss:0.38901046372595288 [ Info: [4] train-mlogloss:0.29492473261696950 [ Info: [5] train-mlogloss:0.22825890779495239 [ Info: [6] train-mlogloss:0.17742480096362886 [ Info: [7] train-mlogloss:0.14162197659413020 [ Info: [8] train-mlogloss:0.11446918774218787 [ Info: [9] train-mlogloss:0.09377319351548240 [ Info: [10] train-mlogloss:0.07862342968583107 [ Info: [11] train-mlogloss:0.06717685869052296 [ Info: [12] train-mlogloss:0.05734605170076802 [ Info: [13] train-mlogloss:0.05046323376397292 [ Info: [14] train-mlogloss:0.04416687373249303 [ Info: [15] train-mlogloss:0.03952213474327609 [ Info: [16] train-mlogloss:0.03624319939741066 [ Info: [17] train-mlogloss:0.03337924772252639 [ Info: [18] train-mlogloss:0.03097882154619410 [ Info: [19] train-mlogloss:0.02945152753520579 [ Info: [20] train-mlogloss:0.02849778744968630 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96700000138509845 [ Info: [2] train-mlogloss:0.85659672078632176 [ Info: [3] train-mlogloss:0.76268795274552847 [ Info: [4] train-mlogloss:0.68197136606488906 [ Info: [5] train-mlogloss:0.61202946787788759 [ Info: [6] train-mlogloss:0.55103107520512173 [ Info: [7] train-mlogloss:0.49755209741138279 [ Info: [8] train-mlogloss:0.45046065279415676 [ Info: [9] train-mlogloss:0.40884156993457249 [ Info: [10] train-mlogloss:0.37194385386648632 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84562048401151380 [ Info: [2] train-mlogloss:0.66834832202820549 [ Info: [3] train-mlogloss:0.53757291464578538 [ Info: [4] train-mlogloss:0.43816235860188801 [ Info: [5] train-mlogloss:0.36109818759418671 [ Info: [6] train-mlogloss:0.29928574107942130 [ Info: [7] train-mlogloss:0.25016900740918657 [ Info: [8] train-mlogloss:0.21079063812891644 [ Info: [9] train-mlogloss:0.17890509083157494 [ Info: [10] train-mlogloss:0.15281944203944434 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73487396978196640 [ Info: [2] train-mlogloss:0.52265037298202510 [ Info: [3] train-mlogloss:0.38474935321580794 [ Info: [4] train-mlogloss:0.28872922375088644 [ Info: [5] train-mlogloss:0.22114130301134927 [ Info: [6] train-mlogloss:0.17231483274982090 [ Info: [7] train-mlogloss:0.13674192449876241 [ Info: [8] train-mlogloss:0.11115443429776600 [ Info: [9] train-mlogloss:0.08935991852056413 [ Info: [10] train-mlogloss:0.07468842048020589 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96700000138509845 [ Info: [2] train-mlogloss:0.85659672078632176 [ Info: [3] train-mlogloss:0.76268795274552847 [ Info: [4] train-mlogloss:0.68197136606488906 [ Info: [5] train-mlogloss:0.61202946787788759 [ Info: [6] train-mlogloss:0.55103107520512173 [ Info: [7] train-mlogloss:0.49755209741138279 [ Info: [8] train-mlogloss:0.45046065279415676 [ Info: [9] train-mlogloss:0.40884156993457249 [ Info: [10] train-mlogloss:0.37194385386648632 [ Info: [11] train-mlogloss:0.33849539898690723 [ Info: [12] train-mlogloss:0.30868241815339953 [ Info: [13] train-mlogloss:0.28205373996780031 [ Info: [14] train-mlogloss:0.25822508420263018 [ Info: [15] train-mlogloss:0.23689515661625635 [ Info: [16] train-mlogloss:0.21767217488515944 [ Info: [17] train-mlogloss:0.20035680135091147 [ Info: [18] train-mlogloss:0.18476449251174926 [ Info: [19] train-mlogloss:0.17062512508460453 [ Info: [20] train-mlogloss:0.15791911028680347 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84562048401151380 [ Info: [2] train-mlogloss:0.66834832202820549 [ Info: [3] train-mlogloss:0.53757291464578538 [ Info: [4] train-mlogloss:0.43816235860188801 [ Info: [5] train-mlogloss:0.36109818759418671 [ Info: [6] train-mlogloss:0.29928574107942130 [ Info: [7] train-mlogloss:0.25016900740918657 [ Info: [8] train-mlogloss:0.21079063812891644 [ Info: [9] train-mlogloss:0.17890509083157494 [ Info: [10] train-mlogloss:0.15281944203944434 [ Info: [11] train-mlogloss:0.13166892053115936 [ Info: [12] train-mlogloss:0.11481134848935264 [ Info: [13] train-mlogloss:0.09966580009176618 [ Info: [14] train-mlogloss:0.08748804266963686 [ Info: [15] train-mlogloss:0.07765844847474779 [ Info: [16] train-mlogloss:0.06917984705595744 [ Info: [17] train-mlogloss:0.06251168467459224 [ Info: [18] train-mlogloss:0.05684090334744681 [ Info: [19] train-mlogloss:0.05106602201149577 [ Info: [20] train-mlogloss:0.04653267759297575 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73487396978196640 [ Info: [2] train-mlogloss:0.52265037298202510 [ Info: [3] train-mlogloss:0.38474935321580794 [ Info: [4] train-mlogloss:0.28872922375088644 [ Info: [5] train-mlogloss:0.22114130301134927 [ Info: [6] train-mlogloss:0.17231483274982090 [ Info: [7] train-mlogloss:0.13674192449876241 [ Info: [8] train-mlogloss:0.11115443429776600 [ Info: [9] train-mlogloss:0.08935991852056413 [ Info: [10] train-mlogloss:0.07468842048020589 [ Info: [11] train-mlogloss:0.06182921819743656 [ Info: [12] train-mlogloss:0.05337332164247831 [ Info: [13] train-mlogloss:0.04558622570974486 [ Info: [14] train-mlogloss:0.04034027052777154 [ Info: [15] train-mlogloss:0.03544307925871441 [ Info: [16] train-mlogloss:0.03208035175644216 [ Info: [17] train-mlogloss:0.02933570527959438 [ Info: [18] train-mlogloss:0.02733078154602221 [ Info: [19] train-mlogloss:0.02601197173020670 [ Info: [20] train-mlogloss:0.02472840787044593 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.97147328115644904 [ Info: [2] train-mlogloss:0.86447073448271983 [ Info: [3] train-mlogloss:0.77325818765731080 [ Info: [4] train-mlogloss:0.69466994546708605 [ Info: [5] train-mlogloss:0.62644144580477756 [ Info: [6] train-mlogloss:0.56681161835080096 [ Info: [7] train-mlogloss:0.51441098167782739 [ Info: [8] train-mlogloss:0.46709497514225190 [ Info: [9] train-mlogloss:0.42613108697391694 [ Info: [10] train-mlogloss:0.38876678659802394 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.85414238032840550 [ Info: [2] train-mlogloss:0.68169083935873853 [ Info: [3] train-mlogloss:0.55383316846120922 [ Info: [4] train-mlogloss:0.45631622501782010 [ Info: [5] train-mlogloss:0.37835539352326164 [ Info: [6] train-mlogloss:0.31820426044009981 [ Info: [7] train-mlogloss:0.26795562860511596 [ Info: [8] train-mlogloss:0.22602831267175219 [ Info: [9] train-mlogloss:0.19433077077070873 [ Info: [10] train-mlogloss:0.16845558179276329 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74699795189357943 [ Info: [2] train-mlogloss:0.53968476511183239 [ Info: [3] train-mlogloss:0.40099261034102668 [ Info: [4] train-mlogloss:0.30773416502135142 [ Info: [5] train-mlogloss:0.24143133333751132 [ Info: [6] train-mlogloss:0.18997841945716312 [ Info: [7] train-mlogloss:0.15167879036494664 [ Info: [8] train-mlogloss:0.12413440410579954 [ Info: [9] train-mlogloss:0.10374580511734599 [ Info: [10] train-mlogloss:0.08748668293867792 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.97147328115644904 [ Info: [2] train-mlogloss:0.86447073448271983 [ Info: [3] train-mlogloss:0.77325818765731080 [ Info: [4] train-mlogloss:0.69466994546708605 [ Info: [5] train-mlogloss:0.62644144580477756 [ Info: [6] train-mlogloss:0.56681161835080096 [ Info: [7] train-mlogloss:0.51441098167782739 [ Info: [8] train-mlogloss:0.46709497514225190 [ Info: [9] train-mlogloss:0.42613108697391694 [ Info: [10] train-mlogloss:0.38876678659802394 [ Info: [11] train-mlogloss:0.35636253896213715 [ Info: [12] train-mlogloss:0.32737709312211899 [ Info: [13] train-mlogloss:0.30019697688874747 [ Info: [14] train-mlogloss:0.27663188321249826 [ Info: [15] train-mlogloss:0.25540080226603007 [ Info: [16] train-mlogloss:0.23558955008075350 [ Info: [17] train-mlogloss:0.21782206155004954 [ Info: [18] train-mlogloss:0.20226091515450251 [ Info: [19] train-mlogloss:0.18737674511614300 [ Info: [20] train-mlogloss:0.17462733870460873 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.85414238032840550 [ Info: [2] train-mlogloss:0.68169083935873853 [ Info: [3] train-mlogloss:0.55383316846120922 [ Info: [4] train-mlogloss:0.45631622501782010 [ Info: [5] train-mlogloss:0.37835539352326164 [ Info: [6] train-mlogloss:0.31820426044009981 [ Info: [7] train-mlogloss:0.26795562860511596 [ Info: [8] train-mlogloss:0.22602831267175219 [ Info: [9] train-mlogloss:0.19433077077070873 [ Info: [10] train-mlogloss:0.16845558179276329 [ Info: [11] train-mlogloss:0.14587605744600296 [ Info: [12] train-mlogloss:0.12824904982532773 [ Info: [13] train-mlogloss:0.11314489032541003 [ Info: [14] train-mlogloss:0.10038158808435713 [ Info: [15] train-mlogloss:0.08983408468110221 [ Info: [16] train-mlogloss:0.08066702800847235 [ Info: [17] train-mlogloss:0.07324500186812311 [ Info: [18] train-mlogloss:0.06643038832006000 [ Info: [19] train-mlogloss:0.06082827622691790 [ Info: [20] train-mlogloss:0.05606393090316227 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74699795189357943 [ Info: [2] train-mlogloss:0.53968476511183239 [ Info: [3] train-mlogloss:0.40099261034102668 [ Info: [4] train-mlogloss:0.30773416502135142 [ Info: [5] train-mlogloss:0.24143133333751132 [ Info: [6] train-mlogloss:0.18997841945716312 [ Info: [7] train-mlogloss:0.15167879036494664 [ Info: [8] train-mlogloss:0.12413440410579954 [ Info: [9] train-mlogloss:0.10374580511734599 [ Info: [10] train-mlogloss:0.08748668293867792 [ Info: [11] train-mlogloss:0.07481017808119456 [ Info: [12] train-mlogloss:0.06528046344007765 [ Info: [13] train-mlogloss:0.05764212824759029 [ Info: [14] train-mlogloss:0.05141584527279650 [ Info: [15] train-mlogloss:0.04701369461559114 [ Info: [16] train-mlogloss:0.04347122029534408 [ Info: [17] train-mlogloss:0.04049769999193294 [ Info: [18] train-mlogloss:0.03809798382045258 [ Info: [19] train-mlogloss:0.03573896712845280 [ Info: [20] train-mlogloss:0.03431904407306796 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96949542420251034 [ Info: [2] train-mlogloss:0.86111094667797994 [ Info: [3] train-mlogloss:0.76888188294001991 [ Info: [4] train-mlogloss:0.68778178237733389 [ Info: [5] train-mlogloss:0.61745340937659854 [ Info: [6] train-mlogloss:0.55486500660578408 [ Info: [7] train-mlogloss:0.49992641522770837 [ Info: [8] train-mlogloss:0.45148476248695735 [ Info: [9] train-mlogloss:0.40860883480026611 [ Info: [10] train-mlogloss:0.37053544578098113 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.85039856831232707 [ Info: [2] train-mlogloss:0.67626103389830816 [ Info: [3] train-mlogloss:0.54429635944820587 [ Info: [4] train-mlogloss:0.44153544931184679 [ Info: [5] train-mlogloss:0.36164132214727857 [ Info: [6] train-mlogloss:0.29825302078610377 [ Info: [7] train-mlogloss:0.24954019004390354 [ Info: [8] train-mlogloss:0.20907862115473974 [ Info: [9] train-mlogloss:0.17656211611770448 [ Info: [10] train-mlogloss:0.15029813427300681 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74170835585821238 [ Info: [2] train-mlogloss:0.52802194073086695 [ Info: [3] train-mlogloss:0.38553551009723119 [ Info: [4] train-mlogloss:0.28771593258494421 [ Info: [5] train-mlogloss:0.21821585311776115 [ Info: [6] train-mlogloss:0.16857467662720454 [ Info: [7] train-mlogloss:0.13377321099951153 [ Info: [8] train-mlogloss:0.10715347202051254 [ Info: [9] train-mlogloss:0.08753236404487065 [ Info: [10] train-mlogloss:0.07295718558487438 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96949542420251034 [ Info: [2] train-mlogloss:0.86111094667797994 [ Info: [3] train-mlogloss:0.76888188294001991 [ Info: [4] train-mlogloss:0.68778178237733389 [ Info: [5] train-mlogloss:0.61745340937659854 [ Info: [6] train-mlogloss:0.55486500660578408 [ Info: [7] train-mlogloss:0.49992641522770837 [ Info: [8] train-mlogloss:0.45148476248695735 [ Info: [9] train-mlogloss:0.40860883480026611 [ Info: [10] train-mlogloss:0.37053544578098113 [ Info: [11] train-mlogloss:0.33663120042710076 [ Info: [12] train-mlogloss:0.30710286526452929 [ Info: [13] train-mlogloss:0.27981012946083433 [ Info: [14] train-mlogloss:0.25541722902229852 [ Info: [15] train-mlogloss:0.23358080713521867 [ Info: [16] train-mlogloss:0.21464181159223830 [ Info: [17] train-mlogloss:0.19699786929857163 [ Info: [18] train-mlogloss:0.18114146107719059 [ Info: [19] train-mlogloss:0.16687604827540262 [ Info: [20] train-mlogloss:0.15402905472687312 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.85039856831232707 [ Info: [2] train-mlogloss:0.67626103389830816 [ Info: [3] train-mlogloss:0.54429635944820587 [ Info: [4] train-mlogloss:0.44153544931184679 [ Info: [5] train-mlogloss:0.36164132214727857 [ Info: [6] train-mlogloss:0.29825302078610377 [ Info: [7] train-mlogloss:0.24954019004390354 [ Info: [8] train-mlogloss:0.20907862115473974 [ Info: [9] train-mlogloss:0.17656211611770448 [ Info: [10] train-mlogloss:0.15029813427300681 [ Info: [11] train-mlogloss:0.12899356846298490 [ Info: [12] train-mlogloss:0.11164674758911133 [ Info: [13] train-mlogloss:0.09747359170800164 [ Info: [14] train-mlogloss:0.08585514873266220 [ Info: [15] train-mlogloss:0.07629978252308710 [ Info: [16] train-mlogloss:0.06716116283621107 [ Info: [17] train-mlogloss:0.05948107054545766 [ Info: [18] train-mlogloss:0.05299536619512808 [ Info: [19] train-mlogloss:0.04827775233203457 [ Info: [20] train-mlogloss:0.04425589527402606 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74170835585821238 [ Info: [2] train-mlogloss:0.52802194073086695 [ Info: [3] train-mlogloss:0.38553551009723119 [ Info: [4] train-mlogloss:0.28771593258494421 [ Info: [5] train-mlogloss:0.21821585311776115 [ Info: [6] train-mlogloss:0.16857467662720454 [ Info: [7] train-mlogloss:0.13377321099951153 [ Info: [8] train-mlogloss:0.10715347202051254 [ Info: [9] train-mlogloss:0.08753236404487065 [ Info: [10] train-mlogloss:0.07295718558487438 [ Info: [11] train-mlogloss:0.06204638832381793 [ Info: [12] train-mlogloss:0.05210871788717451 [ Info: [13] train-mlogloss:0.04552235244995072 [ Info: [14] train-mlogloss:0.04040106774440833 [ Info: [15] train-mlogloss:0.03565185180022603 [ Info: [16] train-mlogloss:0.03249633388505096 [ Info: [17] train-mlogloss:0.02943119161008369 [ Info: [18] train-mlogloss:0.02705493195071107 [ Info: [19] train-mlogloss:0.02540706767744961 [ Info: [20] train-mlogloss:0.02452994702117784 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96813438038031263 [ Info: [2] train-mlogloss:0.85787707815567649 [ Info: [3] train-mlogloss:0.76412581354379649 [ Info: [4] train-mlogloss:0.68351995895306272 [ Info: [5] train-mlogloss:0.61362775216499965 [ Info: [6] train-mlogloss:0.55207809855540591 [ Info: [7] train-mlogloss:0.49803724735975263 [ Info: [8] train-mlogloss:0.45069353953003882 [ Info: [9] train-mlogloss:0.40848796715339025 [ Info: [10] train-mlogloss:0.37093521828452747 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84774361501137419 [ Info: [2] train-mlogloss:0.67041894247134526 [ Info: [3] train-mlogloss:0.53942191451787946 [ Info: [4] train-mlogloss:0.43865075036883355 [ Info: [5] train-mlogloss:0.36015534798304238 [ Info: [6] train-mlogloss:0.29950995718439422 [ Info: [7] train-mlogloss:0.25005255192518233 [ Info: [8] train-mlogloss:0.21056584641337395 [ Info: [9] train-mlogloss:0.17875202608605226 [ Info: [10] train-mlogloss:0.15279528318593899 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73782849361499148 [ Info: [2] train-mlogloss:0.52510831058025365 [ Info: [3] train-mlogloss:0.38482321153084437 [ Info: [4] train-mlogloss:0.28893666714429855 [ Info: [5] train-mlogloss:0.22288589837650458 [ Info: [6] train-mlogloss:0.17379893027245999 [ Info: [7] train-mlogloss:0.13805464537193377 [ Info: [8] train-mlogloss:0.11149842813611030 [ Info: [9] train-mlogloss:0.09124645090972384 [ Info: [10] train-mlogloss:0.07607350572943687 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96813438038031263 [ Info: [2] train-mlogloss:0.85787707815567649 [ Info: [3] train-mlogloss:0.76412581354379649 [ Info: [4] train-mlogloss:0.68351995895306272 [ Info: [5] train-mlogloss:0.61362775216499965 [ Info: [6] train-mlogloss:0.55207809855540591 [ Info: [7] train-mlogloss:0.49803724735975263 [ Info: [8] train-mlogloss:0.45069353953003882 [ Info: [9] train-mlogloss:0.40848796715339025 [ Info: [10] train-mlogloss:0.37093521828452747 [ Info: [11] train-mlogloss:0.33744664639234545 [ Info: [12] train-mlogloss:0.30770645191272100 [ Info: [13] train-mlogloss:0.28133679678042728 [ Info: [14] train-mlogloss:0.25764791568120321 [ Info: [15] train-mlogloss:0.23676542639732362 [ Info: [16] train-mlogloss:0.21753084051112334 [ Info: [17] train-mlogloss:0.20032105868061384 [ Info: [18] train-mlogloss:0.18464779034256934 [ Info: [19] train-mlogloss:0.17061019328733285 [ Info: [20] train-mlogloss:0.15777167056997618 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84774361501137419 [ Info: [2] train-mlogloss:0.67041894247134526 [ Info: [3] train-mlogloss:0.53942191451787946 [ Info: [4] train-mlogloss:0.43865075036883355 [ Info: [5] train-mlogloss:0.36015534798304238 [ Info: [6] train-mlogloss:0.29950995718439422 [ Info: [7] train-mlogloss:0.25005255192518233 [ Info: [8] train-mlogloss:0.21056584641337395 [ Info: [9] train-mlogloss:0.17875202608605226 [ Info: [10] train-mlogloss:0.15279528318593899 [ Info: [11] train-mlogloss:0.13133915861447651 [ Info: [12] train-mlogloss:0.11406118820110957 [ Info: [13] train-mlogloss:0.09936754715939362 [ Info: [14] train-mlogloss:0.08728662993138035 [ Info: [15] train-mlogloss:0.07749683698639273 [ Info: [16] train-mlogloss:0.06908047987769048 [ Info: [17] train-mlogloss:0.06167951313157876 [ Info: [18] train-mlogloss:0.05558768582219879 [ Info: [19] train-mlogloss:0.05052778418175876 [ Info: [20] train-mlogloss:0.04621485251312454 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73782849361499148 [ Info: [2] train-mlogloss:0.52510831058025365 [ Info: [3] train-mlogloss:0.38482321153084437 [ Info: [4] train-mlogloss:0.28893666714429855 [ Info: [5] train-mlogloss:0.22288589837650458 [ Info: [6] train-mlogloss:0.17379893027245999 [ Info: [7] train-mlogloss:0.13805464537193377 [ Info: [8] train-mlogloss:0.11149842813611030 [ Info: [9] train-mlogloss:0.09124645090972384 [ Info: [10] train-mlogloss:0.07607350572943687 [ Info: [11] train-mlogloss:0.06422692068542044 [ Info: [12] train-mlogloss:0.05496236998587847 [ Info: [13] train-mlogloss:0.04752188151081403 [ Info: [14] train-mlogloss:0.04185004661170145 [ Info: [15] train-mlogloss:0.03765391688017795 [ Info: [16] train-mlogloss:0.03430443755351007 [ Info: [17] train-mlogloss:0.03167429609845082 [ Info: [18] train-mlogloss:0.02936912630684674 [ Info: [19] train-mlogloss:0.02754451122600585 [ Info: [20] train-mlogloss:0.02632676385498295 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96624055256446206 [ Info: [2] train-mlogloss:0.85521748512983320 [ Info: [3] train-mlogloss:0.76078245441118875 [ Info: [4] train-mlogloss:0.67960695425669349 [ Info: [5] train-mlogloss:0.60925736327966051 [ Info: [6] train-mlogloss:0.54789190143346789 [ Info: [7] train-mlogloss:0.49407889321446419 [ Info: [8] train-mlogloss:0.44666510919729868 [ Info: [9] train-mlogloss:0.40509364878137905 [ Info: [10] train-mlogloss:0.36820711021622021 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84414092153310771 [ Info: [2] train-mlogloss:0.66586193740367894 [ Info: [3] train-mlogloss:0.53430854578812914 [ Info: [4] train-mlogloss:0.43426080966989200 [ Info: [5] train-mlogloss:0.35729121292630833 [ Info: [6] train-mlogloss:0.29488010356823602 [ Info: [7] train-mlogloss:0.24551929024358590 [ Info: [8] train-mlogloss:0.20594050971170266 [ Info: [9] train-mlogloss:0.17399663627147674 [ Info: [10] train-mlogloss:0.14807533348600069 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73271256188551581 [ Info: [2] train-mlogloss:0.51924154460430150 [ Info: [3] train-mlogloss:0.38043453767895696 [ Info: [4] train-mlogloss:0.28373054539163906 [ Info: [5] train-mlogloss:0.21593008177975814 [ Info: [6] train-mlogloss:0.16719014942646027 [ Info: [7] train-mlogloss:0.13165404796600341 [ Info: [8] train-mlogloss:0.10601465956618389 [ Info: [9] train-mlogloss:0.08699624057238300 [ Info: [10] train-mlogloss:0.07285357499495149 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96624055256446206 [ Info: [2] train-mlogloss:0.85521748512983320 [ Info: [3] train-mlogloss:0.76078245441118875 [ Info: [4] train-mlogloss:0.67960695425669349 [ Info: [5] train-mlogloss:0.60925736327966051 [ Info: [6] train-mlogloss:0.54789190143346789 [ Info: [7] train-mlogloss:0.49407889321446419 [ Info: [8] train-mlogloss:0.44666510919729868 [ Info: [9] train-mlogloss:0.40509364878137905 [ Info: [10] train-mlogloss:0.36820711021622021 [ Info: [11] train-mlogloss:0.33440550491213800 [ Info: [12] train-mlogloss:0.30409253562490146 [ Info: [13] train-mlogloss:0.27734854221343996 [ Info: [14] train-mlogloss:0.25340607687830924 [ Info: [15] train-mlogloss:0.23193523300190766 [ Info: [16] train-mlogloss:0.21265146421889464 [ Info: [17] train-mlogloss:0.19530778924624126 [ Info: [18] train-mlogloss:0.17968515704075497 [ Info: [19] train-mlogloss:0.16559334148963292 [ Info: [20] train-mlogloss:0.15287246542672317 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84414092153310771 [ Info: [2] train-mlogloss:0.66586193740367894 [ Info: [3] train-mlogloss:0.53430854578812914 [ Info: [4] train-mlogloss:0.43426080966989200 [ Info: [5] train-mlogloss:0.35729121292630833 [ Info: [6] train-mlogloss:0.29488010356823602 [ Info: [7] train-mlogloss:0.24551929024358590 [ Info: [8] train-mlogloss:0.20594050971170266 [ Info: [9] train-mlogloss:0.17399663627147674 [ Info: [10] train-mlogloss:0.14807533348600069 [ Info: [11] train-mlogloss:0.12732195537537336 [ Info: [12] train-mlogloss:0.11037767529487610 [ Info: [13] train-mlogloss:0.09649754408746958 [ Info: [14] train-mlogloss:0.08507380411028861 [ Info: [15] train-mlogloss:0.07566987089812756 [ Info: [16] train-mlogloss:0.06678397897630931 [ Info: [17] train-mlogloss:0.05931808942308028 [ Info: [18] train-mlogloss:0.05273328113059203 [ Info: [19] train-mlogloss:0.04735829724619786 [ Info: [20] train-mlogloss:0.04254748992001017 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73271256188551581 [ Info: [2] train-mlogloss:0.51924154460430150 [ Info: [3] train-mlogloss:0.38043453767895696 [ Info: [4] train-mlogloss:0.28373054539163906 [ Info: [5] train-mlogloss:0.21593008177975814 [ Info: [6] train-mlogloss:0.16719014942646027 [ Info: [7] train-mlogloss:0.13165404796600341 [ Info: [8] train-mlogloss:0.10601465956618389 [ Info: [9] train-mlogloss:0.08699624057238300 [ Info: [10] train-mlogloss:0.07285357499495149 [ Info: [11] train-mlogloss:0.06056162423143784 [ Info: [12] train-mlogloss:0.05106344311498105 [ Info: [13] train-mlogloss:0.04316280051134527 [ Info: [14] train-mlogloss:0.03677898262006541 [ Info: [15] train-mlogloss:0.03238270133733749 [ Info: [16] train-mlogloss:0.02887543177542587 [ Info: [17] train-mlogloss:0.02635538371590277 [ Info: [18] train-mlogloss:0.02426292798481882 [ Info: [19] train-mlogloss:0.02286669651512057 [ Info: [20] train-mlogloss:0.02204279955476523 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96849584579467773 [ Info: [2] train-mlogloss:0.85941594988107683 [ Info: [3] train-mlogloss:0.76667756040891011 [ Info: [4] train-mlogloss:0.68699703613917029 [ Info: [5] train-mlogloss:0.61797345379988355 [ Info: [6] train-mlogloss:0.55779005239407220 [ Info: [7] train-mlogloss:0.50502803102135663 [ Info: [8] train-mlogloss:0.45855049987634022 [ Info: [9] train-mlogloss:0.41745473990837734 [ Info: [10] train-mlogloss:0.37985540032386778 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84851905554533003 [ Info: [2] train-mlogloss:0.67348586469888683 [ Info: [3] train-mlogloss:0.54445092529058459 [ Info: [4] train-mlogloss:0.44638493458429973 [ Info: [5] train-mlogloss:0.37023548260331152 [ Info: [6] train-mlogloss:0.30867994576692581 [ Info: [7] train-mlogloss:0.25998996359606585 [ Info: [8] train-mlogloss:0.22057543049256007 [ Info: [9] train-mlogloss:0.18914594625433287 [ Info: [10] train-mlogloss:0.16371348605801661 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73907122065623598 [ Info: [2] train-mlogloss:0.52965564752618477 [ Info: [3] train-mlogloss:0.39359119012951849 [ Info: [4] train-mlogloss:0.29821887339154879 [ Info: [5] train-mlogloss:0.23147328371802967 [ Info: [6] train-mlogloss:0.18294674927989643 [ Info: [7] train-mlogloss:0.14809513272096714 [ Info: [8] train-mlogloss:0.12212288007140160 [ Info: [9] train-mlogloss:0.10212443297108015 [ Info: [10] train-mlogloss:0.08692609009643396 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96849584579467773 [ Info: [2] train-mlogloss:0.85941594988107683 [ Info: [3] train-mlogloss:0.76667756040891011 [ Info: [4] train-mlogloss:0.68699703613917029 [ Info: [5] train-mlogloss:0.61797345379988355 [ Info: [6] train-mlogloss:0.55779005239407220 [ Info: [7] train-mlogloss:0.50502803102135663 [ Info: [8] train-mlogloss:0.45855049987634022 [ Info: [9] train-mlogloss:0.41745473990837734 [ Info: [10] train-mlogloss:0.37985540032386778 [ Info: [11] train-mlogloss:0.34649298017223679 [ Info: [12] train-mlogloss:0.31691339934865631 [ Info: [13] train-mlogloss:0.29054314593474068 [ Info: [14] train-mlogloss:0.26699195678035420 [ Info: [15] train-mlogloss:0.24566396934290727 [ Info: [16] train-mlogloss:0.22651027118166286 [ Info: [17] train-mlogloss:0.20950712114572526 [ Info: [18] train-mlogloss:0.19401914104819298 [ Info: [19] train-mlogloss:0.17998889895776907 [ Info: [20] train-mlogloss:0.16753523548444113 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84851905554533003 [ Info: [2] train-mlogloss:0.67348586469888683 [ Info: [3] train-mlogloss:0.54445092529058459 [ Info: [4] train-mlogloss:0.44638493458429973 [ Info: [5] train-mlogloss:0.37023548260331152 [ Info: [6] train-mlogloss:0.30867994576692581 [ Info: [7] train-mlogloss:0.25998996359606585 [ Info: [8] train-mlogloss:0.22057543049256007 [ Info: [9] train-mlogloss:0.18914594625433287 [ Info: [10] train-mlogloss:0.16371348605801661 [ Info: [11] train-mlogloss:0.14243027766545613 [ Info: [12] train-mlogloss:0.12496467890838782 [ Info: [13] train-mlogloss:0.11005716491490602 [ Info: [14] train-mlogloss:0.09765264050414164 [ Info: [15] train-mlogloss:0.08731420629968246 [ Info: [16] train-mlogloss:0.07855968400835991 [ Info: [17] train-mlogloss:0.07072633737698197 [ Info: [18] train-mlogloss:0.06444908529520035 [ Info: [19] train-mlogloss:0.05864653269139429 [ Info: [20] train-mlogloss:0.05393405885746082 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73907122065623598 [ Info: [2] train-mlogloss:0.52965564752618477 [ Info: [3] train-mlogloss:0.39359119012951849 [ Info: [4] train-mlogloss:0.29821887339154879 [ Info: [5] train-mlogloss:0.23147328371802967 [ Info: [6] train-mlogloss:0.18294674927989643 [ Info: [7] train-mlogloss:0.14809513272096714 [ Info: [8] train-mlogloss:0.12212288007140160 [ Info: [9] train-mlogloss:0.10212443297108015 [ Info: [10] train-mlogloss:0.08692609009643396 [ Info: [11] train-mlogloss:0.07400207420190176 [ Info: [12] train-mlogloss:0.06324160325651368 [ Info: [13] train-mlogloss:0.05534727340564131 [ Info: [14] train-mlogloss:0.04910272140987217 [ Info: [15] train-mlogloss:0.04431901996334394 [ Info: [16] train-mlogloss:0.04029192131323119 [ Info: [17] train-mlogloss:0.03716633204215516 [ Info: [18] train-mlogloss:0.03429275395659109 [ Info: [19] train-mlogloss:0.03250041113545497 [ Info: [20] train-mlogloss:0.03153330852510407 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96708143850167594 [ Info: [2] train-mlogloss:0.85684061298767722 [ Info: [3] train-mlogloss:0.76313962787389755 [ Info: [4] train-mlogloss:0.68263983776171999 [ Info: [5] train-mlogloss:0.61291470577319462 [ Info: [6] train-mlogloss:0.55211311976114907 [ Info: [7] train-mlogloss:0.49882424101233480 [ Info: [8] train-mlogloss:0.45191450441877046 [ Info: [9] train-mlogloss:0.41046799744168916 [ Info: [10] train-mlogloss:0.37373363425334294 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84583012610673902 [ Info: [2] train-mlogloss:0.66901590824127199 [ Info: [3] train-mlogloss:0.53864856213331225 [ Info: [4] train-mlogloss:0.43962339808543521 [ Info: [5] train-mlogloss:0.36290680319070817 [ Info: [6] train-mlogloss:0.30264733483393985 [ Info: [7] train-mlogloss:0.25480386006335415 [ Info: [8] train-mlogloss:0.21650987143317860 [ Info: [9] train-mlogloss:0.18517437304059664 [ Info: [10] train-mlogloss:0.15984819786002238 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73525847643613818 [ Info: [2] train-mlogloss:0.52372500002384181 [ Info: [3] train-mlogloss:0.38642790367205937 [ Info: [4] train-mlogloss:0.29273400828242302 [ Info: [5] train-mlogloss:0.22683599926531314 [ Info: [6] train-mlogloss:0.17953642221788566 [ Info: [7] train-mlogloss:0.14294768093774715 [ Info: [8] train-mlogloss:0.11596916901568571 [ Info: [9] train-mlogloss:0.09553020202244321 [ Info: [10] train-mlogloss:0.08093985654413700 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96708143850167594 [ Info: [2] train-mlogloss:0.85684061298767722 [ Info: [3] train-mlogloss:0.76313962787389755 [ Info: [4] train-mlogloss:0.68263983776171999 [ Info: [5] train-mlogloss:0.61291470577319462 [ Info: [6] train-mlogloss:0.55211311976114907 [ Info: [7] train-mlogloss:0.49882424101233480 [ Info: [8] train-mlogloss:0.45191450441877046 [ Info: [9] train-mlogloss:0.41046799744168916 [ Info: [10] train-mlogloss:0.37373363425334294 [ Info: [11] train-mlogloss:0.34108804812033972 [ Info: [12] train-mlogloss:0.31200860341389974 [ Info: [13] train-mlogloss:0.28605272894104322 [ Info: [14] train-mlogloss:0.26282111369073391 [ Info: [15] train-mlogloss:0.24200052060186864 [ Info: [16] train-mlogloss:0.22331298527618249 [ Info: [17] train-mlogloss:0.20650990692277749 [ Info: [18] train-mlogloss:0.19130628655354182 [ Info: [19] train-mlogloss:0.17757591729362807 [ Info: [20] train-mlogloss:0.16516743277510007 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84583012610673902 [ Info: [2] train-mlogloss:0.66901590824127199 [ Info: [3] train-mlogloss:0.53864856213331225 [ Info: [4] train-mlogloss:0.43962339808543521 [ Info: [5] train-mlogloss:0.36290680319070817 [ Info: [6] train-mlogloss:0.30264733483393985 [ Info: [7] train-mlogloss:0.25480386006335415 [ Info: [8] train-mlogloss:0.21650987143317860 [ Info: [9] train-mlogloss:0.18517437304059664 [ Info: [10] train-mlogloss:0.15984819786002238 [ Info: [11] train-mlogloss:0.13814376642306644 [ Info: [12] train-mlogloss:0.12025696933269500 [ Info: [13] train-mlogloss:0.10530598399539788 [ Info: [14] train-mlogloss:0.09326891256496310 [ Info: [15] train-mlogloss:0.08353688269853592 [ Info: [16] train-mlogloss:0.07496771927302083 [ Info: [17] train-mlogloss:0.06791424142817656 [ Info: [18] train-mlogloss:0.06124326277834673 [ Info: [19] train-mlogloss:0.05554496319964528 [ Info: [20] train-mlogloss:0.05087109194137156 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73525847643613818 [ Info: [2] train-mlogloss:0.52372500002384181 [ Info: [3] train-mlogloss:0.38642790367205937 [ Info: [4] train-mlogloss:0.29273400828242302 [ Info: [5] train-mlogloss:0.22683599926531314 [ Info: [6] train-mlogloss:0.17953642221788566 [ Info: [7] train-mlogloss:0.14294768093774715 [ Info: [8] train-mlogloss:0.11596916901568571 [ Info: [9] train-mlogloss:0.09553020202244321 [ Info: [10] train-mlogloss:0.08093985654413700 [ Info: [11] train-mlogloss:0.06944350798924764 [ Info: [12] train-mlogloss:0.05943576244947811 [ Info: [13] train-mlogloss:0.05150754198742410 [ Info: [14] train-mlogloss:0.04546643029898405 [ Info: [15] train-mlogloss:0.04123303364031017 [ Info: [16] train-mlogloss:0.03780473052368809 [ Info: [17] train-mlogloss:0.03523563957617928 [ Info: [18] train-mlogloss:0.03292482482890288 [ Info: [19] train-mlogloss:0.03110361856330807 [ Info: [20] train-mlogloss:0.02994516753824428 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96941289057334268 [ Info: [2] train-mlogloss:0.86083186815182366 [ Info: [3] train-mlogloss:0.76835786749919255 [ Info: [4] train-mlogloss:0.68884704361359284 [ Info: [5] train-mlogloss:0.61980477372805276 [ Info: [6] train-mlogloss:0.55964476118485129 [ Info: [7] train-mlogloss:0.50603170941273368 [ Info: [8] train-mlogloss:0.45883771280447644 [ Info: [9] train-mlogloss:0.41713718598087629 [ Info: [10] train-mlogloss:0.38017240936557450 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.85023287435372674 [ Info: [2] train-mlogloss:0.67553774416446688 [ Info: [3] train-mlogloss:0.54635921865701675 [ Info: [4] train-mlogloss:0.44552997599045435 [ Info: [5] train-mlogloss:0.36750485201676686 [ Info: [6] train-mlogloss:0.30686798046032587 [ Info: [7] train-mlogloss:0.25865336221953233 [ Info: [8] train-mlogloss:0.22002196026345094 [ Info: [9] train-mlogloss:0.18876116337875526 [ Info: [10] train-mlogloss:0.16333542428910733 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74145500014225640 [ Info: [2] train-mlogloss:0.52749142001072569 [ Info: [3] train-mlogloss:0.39189107517401378 [ Info: [4] train-mlogloss:0.29735913922389351 [ Info: [5] train-mlogloss:0.23077303792039552 [ Info: [6] train-mlogloss:0.18283864967525004 [ Info: [7] train-mlogloss:0.14735224054505427 [ Info: [8] train-mlogloss:0.12105084676295519 [ Info: [9] train-mlogloss:0.10016386834904552 [ Info: [10] train-mlogloss:0.08419349010412892 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96941289057334268 [ Info: [2] train-mlogloss:0.86083186815182366 [ Info: [3] train-mlogloss:0.76835786749919255 [ Info: [4] train-mlogloss:0.68884704361359284 [ Info: [5] train-mlogloss:0.61980477372805276 [ Info: [6] train-mlogloss:0.55964476118485129 [ Info: [7] train-mlogloss:0.50603170941273368 [ Info: [8] train-mlogloss:0.45883771280447644 [ Info: [9] train-mlogloss:0.41713718598087629 [ Info: [10] train-mlogloss:0.38017240936557450 [ Info: [11] train-mlogloss:0.34730284710725151 [ Info: [12] train-mlogloss:0.31799948165814079 [ Info: [13] train-mlogloss:0.29181985805432004 [ Info: [14] train-mlogloss:0.26838194243609903 [ Info: [15] train-mlogloss:0.24736586535970370 [ Info: [16] train-mlogloss:0.22848989417155582 [ Info: [17] train-mlogloss:0.21137504130601883 [ Info: [18] train-mlogloss:0.19594512842595577 [ Info: [19] train-mlogloss:0.18200993599991003 [ Info: [20] train-mlogloss:0.16941455006599426 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.85023287435372674 [ Info: [2] train-mlogloss:0.67553774416446688 [ Info: [3] train-mlogloss:0.54635921865701675 [ Info: [4] train-mlogloss:0.44552997599045435 [ Info: [5] train-mlogloss:0.36750485201676686 [ Info: [6] train-mlogloss:0.30686798046032587 [ Info: [7] train-mlogloss:0.25865336221953233 [ Info: [8] train-mlogloss:0.22002196026345094 [ Info: [9] train-mlogloss:0.18876116337875526 [ Info: [10] train-mlogloss:0.16333542428910733 [ Info: [11] train-mlogloss:0.14221383283535641 [ Info: [12] train-mlogloss:0.12486280252536137 [ Info: [13] train-mlogloss:0.10987048118064800 [ Info: [14] train-mlogloss:0.09738219293455283 [ Info: [15] train-mlogloss:0.08707093813767036 [ Info: [16] train-mlogloss:0.07882888314003746 [ Info: [17] train-mlogloss:0.07152389865368605 [ Info: [18] train-mlogloss:0.06537881058951218 [ Info: [19] train-mlogloss:0.05955954892560840 [ Info: [20] train-mlogloss:0.05407301089726389 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74145500014225640 [ Info: [2] train-mlogloss:0.52749142001072569 [ Info: [3] train-mlogloss:0.39189107517401378 [ Info: [4] train-mlogloss:0.29735913922389351 [ Info: [5] train-mlogloss:0.23077303792039552 [ Info: [6] train-mlogloss:0.18283864967525004 [ Info: [7] train-mlogloss:0.14735224054505427 [ Info: [8] train-mlogloss:0.12105084676295519 [ Info: [9] train-mlogloss:0.10016386834904552 [ Info: [10] train-mlogloss:0.08419349010412892 [ Info: [11] train-mlogloss:0.07263018243635694 [ Info: [12] train-mlogloss:0.06342805167660118 [ Info: [13] train-mlogloss:0.05456969489653905 [ Info: [14] train-mlogloss:0.04832751862704754 [ Info: [15] train-mlogloss:0.04334053230316689 [ Info: [16] train-mlogloss:0.03921968175563961 [ Info: [17] train-mlogloss:0.03548422197345644 [ Info: [18] train-mlogloss:0.03313894313760102 [ Info: [19] train-mlogloss:0.03068368373593936 [ Info: [20] train-mlogloss:0.02947774706408381 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96989605923493705 [ Info: [2] train-mlogloss:0.86181205064058308 [ Info: [3] train-mlogloss:0.76924668550491337 [ Info: [4] train-mlogloss:0.69000793298085528 [ Info: [5] train-mlogloss:0.62128445754448569 [ Info: [6] train-mlogloss:0.56111935774485266 [ Info: [7] train-mlogloss:0.50833761965235069 [ Info: [8] train-mlogloss:0.46183590218424797 [ Info: [9] train-mlogloss:0.42075878282388052 [ Info: [10] train-mlogloss:0.38352543612321216 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.85117662698030472 [ Info: [2] train-mlogloss:0.67636354913314178 [ Info: [3] train-mlogloss:0.54767395704984667 [ Info: [4] train-mlogloss:0.44955581476291023 [ Info: [5] train-mlogloss:0.37330313896139461 [ Info: [6] train-mlogloss:0.31190256526072818 [ Info: [7] train-mlogloss:0.26293957481781643 [ Info: [8] train-mlogloss:0.22267783842980862 [ Info: [9] train-mlogloss:0.19025361711780231 [ Info: [10] train-mlogloss:0.16434776863704126 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74283389796813326 [ Info: [2] train-mlogloss:0.53290723909934357 [ Info: [3] train-mlogloss:0.39679681037863096 [ Info: [4] train-mlogloss:0.30408117348949115 [ Info: [5] train-mlogloss:0.23442534816761812 [ Info: [6] train-mlogloss:0.18453042581677437 [ Info: [7] train-mlogloss:0.14852338631947834 [ Info: [8] train-mlogloss:0.11889011667420467 [ Info: [9] train-mlogloss:0.09739110538115105 [ Info: [10] train-mlogloss:0.08157147901753585 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96989605923493705 [ Info: [2] train-mlogloss:0.86181205064058308 [ Info: [3] train-mlogloss:0.76924668550491337 [ Info: [4] train-mlogloss:0.69000793298085528 [ Info: [5] train-mlogloss:0.62128445754448569 [ Info: [6] train-mlogloss:0.56111935774485266 [ Info: [7] train-mlogloss:0.50833761965235069 [ Info: [8] train-mlogloss:0.46183590218424797 [ Info: [9] train-mlogloss:0.42075878282388052 [ Info: [10] train-mlogloss:0.38352543612321216 [ Info: [11] train-mlogloss:0.35038357973098755 [ Info: [12] train-mlogloss:0.32081423103809359 [ Info: [13] train-mlogloss:0.29433292672038081 [ Info: [14] train-mlogloss:0.27012157502273720 [ Info: [15] train-mlogloss:0.24881174092491468 [ Info: [16] train-mlogloss:0.22927149273455144 [ Info: [17] train-mlogloss:0.21171358736852805 [ Info: [18] train-mlogloss:0.19615332856774331 [ Info: [19] train-mlogloss:0.18187515002985796 [ Info: [20] train-mlogloss:0.16900340703626474 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.85117662698030472 [ Info: [2] train-mlogloss:0.67636354913314178 [ Info: [3] train-mlogloss:0.54767395704984667 [ Info: [4] train-mlogloss:0.44955581476291023 [ Info: [5] train-mlogloss:0.37330313896139461 [ Info: [6] train-mlogloss:0.31190256526072818 [ Info: [7] train-mlogloss:0.26293957481781643 [ Info: [8] train-mlogloss:0.22267783842980862 [ Info: [9] train-mlogloss:0.19025361711780231 [ Info: [10] train-mlogloss:0.16434776863704126 [ Info: [11] train-mlogloss:0.14283942797531685 [ Info: [12] train-mlogloss:0.12328544203191996 [ Info: [13] train-mlogloss:0.10758801288902760 [ Info: [14] train-mlogloss:0.09510840789104501 [ Info: [15] train-mlogloss:0.08461612692723672 [ Info: [16] train-mlogloss:0.07576098622133334 [ Info: [17] train-mlogloss:0.06826771752287944 [ Info: [18] train-mlogloss:0.06205306802876294 [ Info: [19] train-mlogloss:0.05687114739169677 [ Info: [20] train-mlogloss:0.05236944565549493 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74283389796813326 [ Info: [2] train-mlogloss:0.53290723909934357 [ Info: [3] train-mlogloss:0.39679681037863096 [ Info: [4] train-mlogloss:0.30408117348949115 [ Info: [5] train-mlogloss:0.23442534816761812 [ Info: [6] train-mlogloss:0.18453042581677437 [ Info: [7] train-mlogloss:0.14852338631947834 [ Info: [8] train-mlogloss:0.11889011667420467 [ Info: [9] train-mlogloss:0.09739110538115105 [ Info: [10] train-mlogloss:0.08157147901753585 [ Info: [11] train-mlogloss:0.06939950175583362 [ Info: [12] train-mlogloss:0.06040598136993746 [ Info: [13] train-mlogloss:0.05345459585078061 [ Info: [14] train-mlogloss:0.04761534982050459 [ Info: [15] train-mlogloss:0.04346183858967076 [ Info: [16] train-mlogloss:0.03985918575587372 [ Info: [17] train-mlogloss:0.03689093660408010 [ Info: [18] train-mlogloss:0.03435415908073385 [ Info: [19] train-mlogloss:0.03213186170905828 [ Info: [20] train-mlogloss:0.03093875275226310 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96734395523866012 [ Info: [2] train-mlogloss:0.85717672208944962 [ Info: [3] train-mlogloss:0.76341133614381151 [ Info: [4] train-mlogloss:0.68273042092720670 [ Info: [5] train-mlogloss:0.61272849887609482 [ Info: [6] train-mlogloss:0.55151217679182685 [ Info: [7] train-mlogloss:0.49775522425770757 [ Info: [8] train-mlogloss:0.45033067837357521 [ Info: [9] train-mlogloss:0.40841494128108025 [ Info: [10] train-mlogloss:0.37112447495261830 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84626422027746839 [ Info: [2] train-mlogloss:0.66924183468023934 [ Info: [3] train-mlogloss:0.53816866377989447 [ Info: [4] train-mlogloss:0.43804327746232352 [ Info: [5] train-mlogloss:0.36021630490819612 [ Info: [6] train-mlogloss:0.29896702369054157 [ Info: [7] train-mlogloss:0.25016936287283897 [ Info: [8] train-mlogloss:0.21059756726026535 [ Info: [9] train-mlogloss:0.17850269600749016 [ Info: [10] train-mlogloss:0.15215945007900397 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73576846321423850 [ Info: [2] train-mlogloss:0.52337304403384521 [ Info: [3] train-mlogloss:0.38444198022286097 [ Info: [4] train-mlogloss:0.28884646793206531 [ Info: [5] train-mlogloss:0.22161642511685689 [ Info: [6] train-mlogloss:0.17204192839562893 [ Info: [7] train-mlogloss:0.13640380613505840 [ Info: [8] train-mlogloss:0.10921441682924828 [ Info: [9] train-mlogloss:0.08930078021561107 [ Info: [10] train-mlogloss:0.07322690797348817 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96734395523866012 [ Info: [2] train-mlogloss:0.85717672208944962 [ Info: [3] train-mlogloss:0.76341133614381151 [ Info: [4] train-mlogloss:0.68273042092720670 [ Info: [5] train-mlogloss:0.61272849887609482 [ Info: [6] train-mlogloss:0.55151217679182685 [ Info: [7] train-mlogloss:0.49775522425770757 [ Info: [8] train-mlogloss:0.45033067837357521 [ Info: [9] train-mlogloss:0.40841494128108025 [ Info: [10] train-mlogloss:0.37112447495261830 [ Info: [11] train-mlogloss:0.33799234628677366 [ Info: [12] train-mlogloss:0.30841798335313797 [ Info: [13] train-mlogloss:0.28197489380836488 [ Info: [14] train-mlogloss:0.25828603319823740 [ Info: [15] train-mlogloss:0.23666385523974895 [ Info: [16] train-mlogloss:0.21703312235573927 [ Info: [17] train-mlogloss:0.19979418503741422 [ Info: [18] train-mlogloss:0.18397922093669575 [ Info: [19] train-mlogloss:0.16992851520578067 [ Info: [20] train-mlogloss:0.15699042677879332 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84626422027746839 [ Info: [2] train-mlogloss:0.66924183468023934 [ Info: [3] train-mlogloss:0.53816866377989447 [ Info: [4] train-mlogloss:0.43804327746232352 [ Info: [5] train-mlogloss:0.36021630490819612 [ Info: [6] train-mlogloss:0.29896702369054157 [ Info: [7] train-mlogloss:0.25016936287283897 [ Info: [8] train-mlogloss:0.21059756726026535 [ Info: [9] train-mlogloss:0.17850269600749016 [ Info: [10] train-mlogloss:0.15215945007900397 [ Info: [11] train-mlogloss:0.13091129753738642 [ Info: [12] train-mlogloss:0.11311551922311386 [ Info: [13] train-mlogloss:0.09865188325444857 [ Info: [14] train-mlogloss:0.08646410464619597 [ Info: [15] train-mlogloss:0.07581332214176655 [ Info: [16] train-mlogloss:0.06672913304840525 [ Info: [17] train-mlogloss:0.05962633984163403 [ Info: [18] train-mlogloss:0.05367532925059398 [ Info: [19] train-mlogloss:0.04872844362010558 [ Info: [20] train-mlogloss:0.04443124717411896 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73576846321423850 [ Info: [2] train-mlogloss:0.52337304403384521 [ Info: [3] train-mlogloss:0.38444198022286097 [ Info: [4] train-mlogloss:0.28884646793206531 [ Info: [5] train-mlogloss:0.22161642511685689 [ Info: [6] train-mlogloss:0.17204192839562893 [ Info: [7] train-mlogloss:0.13640380613505840 [ Info: [8] train-mlogloss:0.10921441682924828 [ Info: [9] train-mlogloss:0.08930078021561107 [ Info: [10] train-mlogloss:0.07322690797348817 [ Info: [11] train-mlogloss:0.06087367758154869 [ Info: [12] train-mlogloss:0.05212915719797214 [ Info: [13] train-mlogloss:0.04499657366735240 [ Info: [14] train-mlogloss:0.03914310960099101 [ Info: [15] train-mlogloss:0.03452099895415207 [ Info: [16] train-mlogloss:0.03110754049848765 [ Info: [17] train-mlogloss:0.02832917501994719 [ Info: [18] train-mlogloss:0.02639620294018338 [ Info: [19] train-mlogloss:0.02458126461909463 [ Info: [20] train-mlogloss:0.02314039631746709 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96923399070898697 [ Info: [2] train-mlogloss:0.85660467147827146 [ Info: [3] train-mlogloss:0.76095445156097408 [ Info: [4] train-mlogloss:0.67883873134851458 [ Info: [5] train-mlogloss:0.60774921576182050 [ Info: [6] train-mlogloss:0.54579397539297736 [ Info: [7] train-mlogloss:0.49150634085138639 [ Info: [8] train-mlogloss:0.44372384200493492 [ Info: [9] train-mlogloss:0.40150843436519307 [ Info: [10] train-mlogloss:0.36409212375680605 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84973685691754020 [ Info: [2] train-mlogloss:0.66799001197020214 [ Info: [3] train-mlogloss:0.53431852807601288 [ Info: [4] train-mlogloss:0.43288760383923847 [ Info: [5] train-mlogloss:0.35434429893891017 [ Info: [6] train-mlogloss:0.29265527452031770 [ Info: [7] train-mlogloss:0.24369530727465946 [ Info: [8] train-mlogloss:0.20452050926784673 [ Info: [9] train-mlogloss:0.17297228152553240 [ Info: [10] train-mlogloss:0.14743539368112882 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74049320518970485 [ Info: [2] train-mlogloss:0.52167715479930243 [ Info: [3] train-mlogloss:0.38010774354139965 [ Info: [4] train-mlogloss:0.28361395771304765 [ Info: [5] train-mlogloss:0.21584661267697811 [ Info: [6] train-mlogloss:0.16730927849809329 [ Info: [7] train-mlogloss:0.13206669148057698 [ Info: [8] train-mlogloss:0.10438868012279272 [ Info: [9] train-mlogloss:0.08449992425739765 [ Info: [10] train-mlogloss:0.07009459290032585 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96923399070898697 [ Info: [2] train-mlogloss:0.85660467147827146 [ Info: [3] train-mlogloss:0.76095445156097408 [ Info: [4] train-mlogloss:0.67883873134851458 [ Info: [5] train-mlogloss:0.60774921576182050 [ Info: [6] train-mlogloss:0.54579397539297736 [ Info: [7] train-mlogloss:0.49150634085138639 [ Info: [8] train-mlogloss:0.44372384200493492 [ Info: [9] train-mlogloss:0.40150843436519307 [ Info: [10] train-mlogloss:0.36409212375680605 [ Info: [11] train-mlogloss:0.33083784456054371 [ Info: [12] train-mlogloss:0.30121210391322772 [ Info: [13] train-mlogloss:0.27476373116175334 [ Info: [14] train-mlogloss:0.25110818346341451 [ Info: [15] train-mlogloss:0.22991386912763118 [ Info: [16] train-mlogloss:0.21089597319563230 [ Info: [17] train-mlogloss:0.19380831966797510 [ Info: [18] train-mlogloss:0.17843668572604657 [ Info: [19] train-mlogloss:0.16459351864953836 [ Info: [20] train-mlogloss:0.15211412360270818 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84973685691754020 [ Info: [2] train-mlogloss:0.66799001197020214 [ Info: [3] train-mlogloss:0.53431852807601288 [ Info: [4] train-mlogloss:0.43288760383923847 [ Info: [5] train-mlogloss:0.35434429893891017 [ Info: [6] train-mlogloss:0.29265527452031770 [ Info: [7] train-mlogloss:0.24369530727465946 [ Info: [8] train-mlogloss:0.20452050926784673 [ Info: [9] train-mlogloss:0.17297228152553240 [ Info: [10] train-mlogloss:0.14743539368112882 [ Info: [11] train-mlogloss:0.12584733931968609 [ Info: [12] train-mlogloss:0.10776095061252515 [ Info: [13] train-mlogloss:0.09338384009897709 [ Info: [14] train-mlogloss:0.08195416641732058 [ Info: [15] train-mlogloss:0.07230097437277436 [ Info: [16] train-mlogloss:0.06436236063018441 [ Info: [17] train-mlogloss:0.05714424507071574 [ Info: [18] train-mlogloss:0.05015460035453240 [ Info: [19] train-mlogloss:0.04518971513025462 [ Info: [20] train-mlogloss:0.04095503420879443 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74049320518970485 [ Info: [2] train-mlogloss:0.52167715479930243 [ Info: [3] train-mlogloss:0.38010774354139965 [ Info: [4] train-mlogloss:0.28361395771304765 [ Info: [5] train-mlogloss:0.21584661267697811 [ Info: [6] train-mlogloss:0.16730927849809329 [ Info: [7] train-mlogloss:0.13206669148057698 [ Info: [8] train-mlogloss:0.10438868012279272 [ Info: [9] train-mlogloss:0.08449992425739765 [ Info: [10] train-mlogloss:0.07009459290032585 [ Info: [11] train-mlogloss:0.05907037282983462 [ Info: [12] train-mlogloss:0.04842380071058870 [ Info: [13] train-mlogloss:0.04151634097409745 [ Info: [14] train-mlogloss:0.03607649590509633 [ Info: [15] train-mlogloss:0.03162918092372517 [ Info: [16] train-mlogloss:0.02824689242212723 [ Info: [17] train-mlogloss:0.02564042405380557 [ Info: [18] train-mlogloss:0.02376688327640295 [ Info: [19] train-mlogloss:0.02192822576810916 [ Info: [20] train-mlogloss:0.02089520447577039 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96845584164063137 [ Info: [2] train-mlogloss:0.85922232816616695 [ Info: [3] train-mlogloss:0.76625096847613650 [ Info: [4] train-mlogloss:0.68626460184653604 [ Info: [5] train-mlogloss:0.61672482391198480 [ Info: [6] train-mlogloss:0.55597514857848485 [ Info: [7] train-mlogloss:0.50275914048155146 [ Info: [8] train-mlogloss:0.45567637806137401 [ Info: [9] train-mlogloss:0.41411175901691116 [ Info: [10] train-mlogloss:0.37718697960178055 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84837586184342706 [ Info: [2] train-mlogloss:0.67278973708550138 [ Info: [3] train-mlogloss:0.54265721589326854 [ Info: [4] train-mlogloss:0.44363764598965644 [ Info: [5] train-mlogloss:0.36656004165609679 [ Info: [6] train-mlogloss:0.30569609527786573 [ Info: [7] train-mlogloss:0.25761914364993571 [ Info: [8] train-mlogloss:0.21848623479406040 [ Info: [9] train-mlogloss:0.18695408304532368 [ Info: [10] train-mlogloss:0.16103381651143234 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73875884016354876 [ Info: [2] train-mlogloss:0.52821195249756181 [ Info: [3] train-mlogloss:0.39020626495281857 [ Info: [4] train-mlogloss:0.29562211235364277 [ Info: [5] train-mlogloss:0.22934611936410268 [ Info: [6] train-mlogloss:0.18113172252972920 [ Info: [7] train-mlogloss:0.14531858538587888 [ Info: [8] train-mlogloss:0.11855104652543863 [ Info: [9] train-mlogloss:0.09852196021626393 [ Info: [10] train-mlogloss:0.08348552795747916 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96845584164063137 [ Info: [2] train-mlogloss:0.85922232816616695 [ Info: [3] train-mlogloss:0.76625096847613650 [ Info: [4] train-mlogloss:0.68626460184653604 [ Info: [5] train-mlogloss:0.61672482391198480 [ Info: [6] train-mlogloss:0.55597514857848485 [ Info: [7] train-mlogloss:0.50275914048155146 [ Info: [8] train-mlogloss:0.45567637806137401 [ Info: [9] train-mlogloss:0.41411175901691116 [ Info: [10] train-mlogloss:0.37718697960178055 [ Info: [11] train-mlogloss:0.34429618492722514 [ Info: [12] train-mlogloss:0.31519176686803502 [ Info: [13] train-mlogloss:0.28885558719436327 [ Info: [14] train-mlogloss:0.26525447865327201 [ Info: [15] train-mlogloss:0.24406230673193932 [ Info: [16] train-mlogloss:0.22500641494989396 [ Info: [17] train-mlogloss:0.20785188737014929 [ Info: [18] train-mlogloss:0.19236298687756062 [ Info: [19] train-mlogloss:0.17834976427257060 [ Info: [20] train-mlogloss:0.16542092623809973 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84837586184342706 [ Info: [2] train-mlogloss:0.67278973708550138 [ Info: [3] train-mlogloss:0.54265721589326854 [ Info: [4] train-mlogloss:0.44363764598965644 [ Info: [5] train-mlogloss:0.36656004165609679 [ Info: [6] train-mlogloss:0.30569609527786573 [ Info: [7] train-mlogloss:0.25761914364993571 [ Info: [8] train-mlogloss:0.21848623479406040 [ Info: [9] train-mlogloss:0.18695408304532368 [ Info: [10] train-mlogloss:0.16103381651143234 [ Info: [11] train-mlogloss:0.13973529537518820 [ Info: [12] train-mlogloss:0.12200821942339340 [ Info: [13] train-mlogloss:0.10758436111112436 [ Info: [14] train-mlogloss:0.09533567118148009 [ Info: [15] train-mlogloss:0.08490330620358387 [ Info: [16] train-mlogloss:0.07632211040084561 [ Info: [17] train-mlogloss:0.06903589442372322 [ Info: [18] train-mlogloss:0.06291011602928241 [ Info: [19] train-mlogloss:0.05763821423364182 [ Info: [20] train-mlogloss:0.05320476600900292 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73875884016354876 [ Info: [2] train-mlogloss:0.52821195249756181 [ Info: [3] train-mlogloss:0.39020626495281857 [ Info: [4] train-mlogloss:0.29562211235364277 [ Info: [5] train-mlogloss:0.22934611936410268 [ Info: [6] train-mlogloss:0.18113172252972920 [ Info: [7] train-mlogloss:0.14531858538587888 [ Info: [8] train-mlogloss:0.11855104652543863 [ Info: [9] train-mlogloss:0.09852196021626393 [ Info: [10] train-mlogloss:0.08348552795747916 [ Info: [11] train-mlogloss:0.07152505982667208 [ Info: [12] train-mlogloss:0.06223133979365229 [ Info: [13] train-mlogloss:0.05441084308549762 [ Info: [14] train-mlogloss:0.04879523574685057 [ Info: [15] train-mlogloss:0.04434460287448019 [ Info: [16] train-mlogloss:0.04105191286653280 [ Info: [17] train-mlogloss:0.03799513803484540 [ Info: [18] train-mlogloss:0.03582915853088101 [ Info: [19] train-mlogloss:0.03348028066102415 [ Info: [20] train-mlogloss:0.03213170083084454 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96796435813109083 [ Info: [2] train-mlogloss:0.85813570221265156 [ Info: [3] train-mlogloss:0.76454594582319257 [ Info: [4] train-mlogloss:0.68359439224004748 [ Info: [5] train-mlogloss:0.61337648381789522 [ Info: [6] train-mlogloss:0.55206356197595596 [ Info: [7] train-mlogloss:0.49823914716641110 [ Info: [8] train-mlogloss:0.45011104891697568 [ Info: [9] train-mlogloss:0.40806233361363409 [ Info: [10] train-mlogloss:0.37020818069577216 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84739102025826774 [ Info: [2] train-mlogloss:0.67057435661554332 [ Info: [3] train-mlogloss:0.53886141429344814 [ Info: [4] train-mlogloss:0.43849017843604088 [ Info: [5] train-mlogloss:0.35922596851984662 [ Info: [6] train-mlogloss:0.29774122064312297 [ Info: [7] train-mlogloss:0.24739672814806302 [ Info: [8] train-mlogloss:0.20727258858581385 [ Info: [9] train-mlogloss:0.17481503238280613 [ Info: [10] train-mlogloss:0.14847644573698440 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73727186520894372 [ Info: [2] train-mlogloss:0.52389618903398516 [ Info: [3] train-mlogloss:0.38304177721341454 [ Info: [4] train-mlogloss:0.28549815043807031 [ Info: [5] train-mlogloss:0.21656352964540324 [ Info: [6] train-mlogloss:0.16734078737596672 [ Info: [7] train-mlogloss:0.13065679538995029 [ Info: [8] train-mlogloss:0.10372572528819243 [ Info: [9] train-mlogloss:0.08437940360357364 [ Info: [10] train-mlogloss:0.07049861128131549 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96796435813109083 [ Info: [2] train-mlogloss:0.85813570221265156 [ Info: [3] train-mlogloss:0.76454594582319257 [ Info: [4] train-mlogloss:0.68359439224004748 [ Info: [5] train-mlogloss:0.61337648381789522 [ Info: [6] train-mlogloss:0.55206356197595596 [ Info: [7] train-mlogloss:0.49823914716641110 [ Info: [8] train-mlogloss:0.45011104891697568 [ Info: [9] train-mlogloss:0.40806233361363409 [ Info: [10] train-mlogloss:0.37020818069577216 [ Info: [11] train-mlogloss:0.33725490570068362 [ Info: [12] train-mlogloss:0.30687607079744339 [ Info: [13] train-mlogloss:0.27983044336239499 [ Info: [14] train-mlogloss:0.25505665031572183 [ Info: [15] train-mlogloss:0.23319329023361207 [ Info: [16] train-mlogloss:0.21321413082381088 [ Info: [17] train-mlogloss:0.19526313903431097 [ Info: [18] train-mlogloss:0.17968230458597342 [ Info: [19] train-mlogloss:0.16524343167742092 [ Info: [20] train-mlogloss:0.15222126195828120 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84739102025826774 [ Info: [2] train-mlogloss:0.67057435661554332 [ Info: [3] train-mlogloss:0.53886141429344814 [ Info: [4] train-mlogloss:0.43849017843604088 [ Info: [5] train-mlogloss:0.35922596851984662 [ Info: [6] train-mlogloss:0.29774122064312297 [ Info: [7] train-mlogloss:0.24739672814806302 [ Info: [8] train-mlogloss:0.20727258858581385 [ Info: [9] train-mlogloss:0.17481503238280613 [ Info: [10] train-mlogloss:0.14847644573698440 [ Info: [11] train-mlogloss:0.12700392367939153 [ Info: [12] train-mlogloss:0.10906897683938345 [ Info: [13] train-mlogloss:0.09450724553316832 [ Info: [14] train-mlogloss:0.08196108335008224 [ Info: [15] train-mlogloss:0.07275225097934405 [ Info: [16] train-mlogloss:0.06423709824060400 [ Info: [17] train-mlogloss:0.05715573380390803 [ Info: [18] train-mlogloss:0.05124269761145115 [ Info: [19] train-mlogloss:0.04636095931443075 [ Info: [20] train-mlogloss:0.04237861642614007 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73727186520894372 [ Info: [2] train-mlogloss:0.52389618903398516 [ Info: [3] train-mlogloss:0.38304177721341454 [ Info: [4] train-mlogloss:0.28549815043807031 [ Info: [5] train-mlogloss:0.21656352964540324 [ Info: [6] train-mlogloss:0.16734078737596672 [ Info: [7] train-mlogloss:0.13065679538995029 [ Info: [8] train-mlogloss:0.10372572528819243 [ Info: [9] train-mlogloss:0.08437940360357364 [ Info: [10] train-mlogloss:0.07049861128131549 [ Info: [11] train-mlogloss:0.05865833275020123 [ Info: [12] train-mlogloss:0.04968107946527501 [ Info: [13] train-mlogloss:0.04313081180055936 [ Info: [14] train-mlogloss:0.03721415757512053 [ Info: [15] train-mlogloss:0.03283244036138058 [ Info: [16] train-mlogloss:0.02968661803752184 [ Info: [17] train-mlogloss:0.02717186321193973 [ Info: [18] train-mlogloss:0.02512927057687193 [ Info: [19] train-mlogloss:0.02405863304932912 [ Info: [20] train-mlogloss:0.02332875975407660 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96606982946395870 [ Info: [2] train-mlogloss:0.85522795915603633 [ Info: [3] train-mlogloss:0.76100507312350807 [ Info: [4] train-mlogloss:0.68004664138511373 [ Info: [5] train-mlogloss:0.60990597186265172 [ Info: [6] train-mlogloss:0.54872998617313529 [ Info: [7] train-mlogloss:0.49509644177224899 [ Info: [8] train-mlogloss:0.44816645163076896 [ Info: [9] train-mlogloss:0.40660572206532514 [ Info: [10] train-mlogloss:0.36966915505903736 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84390028759285252 [ Info: [2] train-mlogloss:0.66615763372845116 [ Info: [3] train-mlogloss:0.53508169032909247 [ Info: [4] train-mlogloss:0.43541859609109385 [ Info: [5] train-mlogloss:0.35902097181037618 [ Info: [6] train-mlogloss:0.29821700475834034 [ Info: [7] train-mlogloss:0.24988943161787810 [ Info: [8] train-mlogloss:0.21075029395244740 [ Info: [9] train-mlogloss:0.17852055353147012 [ Info: [10] train-mlogloss:0.15301496966017616 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73251037950868958 [ Info: [2] train-mlogloss:0.51994845889232777 [ Info: [3] train-mlogloss:0.38347926073604161 [ Info: [4] train-mlogloss:0.28923942623315035 [ Info: [5] train-mlogloss:0.22222649929700075 [ Info: [6] train-mlogloss:0.17301661206616295 [ Info: [7] train-mlogloss:0.13824559726096966 [ Info: [8] train-mlogloss:0.11250298387474483 [ Info: [9] train-mlogloss:0.09265139442351129 [ Info: [10] train-mlogloss:0.07809358978713000 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96606982946395870 [ Info: [2] train-mlogloss:0.85522795915603633 [ Info: [3] train-mlogloss:0.76100507312350807 [ Info: [4] train-mlogloss:0.68004664138511373 [ Info: [5] train-mlogloss:0.60990597186265172 [ Info: [6] train-mlogloss:0.54872998617313529 [ Info: [7] train-mlogloss:0.49509644177224899 [ Info: [8] train-mlogloss:0.44816645163076896 [ Info: [9] train-mlogloss:0.40660572206532514 [ Info: [10] train-mlogloss:0.36966915505903736 [ Info: [11] train-mlogloss:0.33678514251002561 [ Info: [12] train-mlogloss:0.30748179886076188 [ Info: [13] train-mlogloss:0.28128862800421539 [ Info: [14] train-mlogloss:0.25782589956566138 [ Info: [15] train-mlogloss:0.23698183132542505 [ Info: [16] train-mlogloss:0.21809542421941405 [ Info: [17] train-mlogloss:0.20108385715219709 [ Info: [18] train-mlogloss:0.18575047552585602 [ Info: [19] train-mlogloss:0.17180479334460363 [ Info: [20] train-mlogloss:0.15937482935410960 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84390028759285252 [ Info: [2] train-mlogloss:0.66615763372845116 [ Info: [3] train-mlogloss:0.53508169032909247 [ Info: [4] train-mlogloss:0.43541859609109385 [ Info: [5] train-mlogloss:0.35902097181037618 [ Info: [6] train-mlogloss:0.29821700475834034 [ Info: [7] train-mlogloss:0.24988943161787810 [ Info: [8] train-mlogloss:0.21075029395244740 [ Info: [9] train-mlogloss:0.17852055353147012 [ Info: [10] train-mlogloss:0.15301496966017616 [ Info: [11] train-mlogloss:0.13238803076523323 [ Info: [12] train-mlogloss:0.11547101167617020 [ Info: [13] train-mlogloss:0.10108197375580116 [ Info: [14] train-mlogloss:0.08944659136511661 [ Info: [15] train-mlogloss:0.07982180471773501 [ Info: [16] train-mlogloss:0.07183167677786616 [ Info: [17] train-mlogloss:0.06438725579667974 [ Info: [18] train-mlogloss:0.05868273563683033 [ Info: [19] train-mlogloss:0.05382206786285948 [ Info: [20] train-mlogloss:0.04939299641108071 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73251037950868958 [ Info: [2] train-mlogloss:0.51994845889232777 [ Info: [3] train-mlogloss:0.38347926073604161 [ Info: [4] train-mlogloss:0.28923942623315035 [ Info: [5] train-mlogloss:0.22222649929700075 [ Info: [6] train-mlogloss:0.17301661206616295 [ Info: [7] train-mlogloss:0.13824559726096966 [ Info: [8] train-mlogloss:0.11250298387474483 [ Info: [9] train-mlogloss:0.09265139442351129 [ Info: [10] train-mlogloss:0.07809358978713000 [ Info: [11] train-mlogloss:0.06602828601996104 [ Info: [12] train-mlogloss:0.05702535849478510 [ Info: [13] train-mlogloss:0.04992697270656073 [ Info: [14] train-mlogloss:0.04463219337717250 [ Info: [15] train-mlogloss:0.03984944935612104 [ Info: [16] train-mlogloss:0.03661376913940465 [ Info: [17] train-mlogloss:0.03356802153090636 [ Info: [18] train-mlogloss:0.03150602913703079 [ Info: [19] train-mlogloss:0.02958126737287751 [ Info: [20] train-mlogloss:0.02828601224140988 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96495659263045697 [ Info: [2] train-mlogloss:0.85302295110843795 [ Info: [3] train-mlogloss:0.75792022987648289 [ Info: [4] train-mlogloss:0.67624403414902867 [ Info: [5] train-mlogloss:0.60551335635008641 [ Info: [6] train-mlogloss:0.54385507283387358 [ Info: [7] train-mlogloss:0.48981610492423727 [ Info: [8] train-mlogloss:0.44222970119229071 [ Info: [9] train-mlogloss:0.40048697966116448 [ Info: [10] train-mlogloss:0.36346756837986133 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84175106905124808 [ Info: [2] train-mlogloss:0.66231604461316707 [ Info: [3] train-mlogloss:0.53013438118828671 [ Info: [4] train-mlogloss:0.42973146195764894 [ Info: [5] train-mlogloss:0.35249205960167779 [ Info: [6] train-mlogloss:0.29013587832450866 [ Info: [7] train-mlogloss:0.24126282731691998 [ Info: [8] train-mlogloss:0.20184583928849961 [ Info: [9] train-mlogloss:0.17008029112109432 [ Info: [10] train-mlogloss:0.14434523218207890 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.72940344678031077 [ Info: [2] train-mlogloss:0.51490545824722012 [ Info: [3] train-mlogloss:0.37570702875102008 [ Info: [4] train-mlogloss:0.27907618924423500 [ Info: [5] train-mlogloss:0.21137385600143008 [ Info: [6] train-mlogloss:0.16277740586687017 [ Info: [7] train-mlogloss:0.12740565764683265 [ Info: [8] train-mlogloss:0.10187760243813197 [ Info: [9] train-mlogloss:0.08297972938528768 [ Info: [10] train-mlogloss:0.06895274326757149 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96495659263045697 [ Info: [2] train-mlogloss:0.85302295110843795 [ Info: [3] train-mlogloss:0.75792022987648289 [ Info: [4] train-mlogloss:0.67624403414902867 [ Info: [5] train-mlogloss:0.60551335635008641 [ Info: [6] train-mlogloss:0.54385507283387358 [ Info: [7] train-mlogloss:0.48981610492423727 [ Info: [8] train-mlogloss:0.44222970119229071 [ Info: [9] train-mlogloss:0.40048697966116448 [ Info: [10] train-mlogloss:0.36346756837986133 [ Info: [11] train-mlogloss:0.32967584199375577 [ Info: [12] train-mlogloss:0.29961339367760553 [ Info: [13] train-mlogloss:0.27308158410920036 [ Info: [14] train-mlogloss:0.24935668673780229 [ Info: [15] train-mlogloss:0.22787835884977270 [ Info: [16] train-mlogloss:0.20859626664055719 [ Info: [17] train-mlogloss:0.19126203115339632 [ Info: [18] train-mlogloss:0.17565926666612977 [ Info: [19] train-mlogloss:0.16159877280394236 [ Info: [20] train-mlogloss:0.14891445106930204 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84175106905124808 [ Info: [2] train-mlogloss:0.66231604461316707 [ Info: [3] train-mlogloss:0.53013438118828671 [ Info: [4] train-mlogloss:0.42973146195764894 [ Info: [5] train-mlogloss:0.35249205960167779 [ Info: [6] train-mlogloss:0.29013587832450866 [ Info: [7] train-mlogloss:0.24126282731691998 [ Info: [8] train-mlogloss:0.20184583928849961 [ Info: [9] train-mlogloss:0.17008029112109432 [ Info: [10] train-mlogloss:0.14434523218207890 [ Info: [11] train-mlogloss:0.12340207651809409 [ Info: [12] train-mlogloss:0.10653033311720247 [ Info: [13] train-mlogloss:0.09271711116587675 [ Info: [14] train-mlogloss:0.08137794973121749 [ Info: [15] train-mlogloss:0.07207228041909360 [ Info: [16] train-mlogloss:0.06331909373402596 [ Info: [17] train-mlogloss:0.05582025371215962 [ Info: [18] train-mlogloss:0.04952201332758974 [ Info: [19] train-mlogloss:0.04424352760392207 [ Info: [20] train-mlogloss:0.03980112213779379 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.72940344678031077 [ Info: [2] train-mlogloss:0.51490545824722012 [ Info: [3] train-mlogloss:0.37570702875102008 [ Info: [4] train-mlogloss:0.27907618924423500 [ Info: [5] train-mlogloss:0.21137385600143008 [ Info: [6] train-mlogloss:0.16277740586687017 [ Info: [7] train-mlogloss:0.12740565764683265 [ Info: [8] train-mlogloss:0.10187760243813197 [ Info: [9] train-mlogloss:0.08297972938528768 [ Info: [10] train-mlogloss:0.06895274326757149 [ Info: [11] train-mlogloss:0.05696683310800128 [ Info: [12] train-mlogloss:0.04774611090068464 [ Info: [13] train-mlogloss:0.04052921820569921 [ Info: [14] train-mlogloss:0.03436269220654611 [ Info: [15] train-mlogloss:0.03047060482203960 [ Info: [16] train-mlogloss:0.02723178610343624 [ Info: [17] train-mlogloss:0.02448283491173276 [ Info: [18] train-mlogloss:0.02267135107130916 [ Info: [19] train-mlogloss:0.02093694237647233 [ Info: [20] train-mlogloss:0.02018027814726035 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96795282672952720 [ Info: [2] train-mlogloss:0.85820446809132889 [ Info: [3] train-mlogloss:0.76495822800530333 [ Info: [4] train-mlogloss:0.68486889689056962 [ Info: [5] train-mlogloss:0.61546165987297341 [ Info: [6] train-mlogloss:0.55493638029804937 [ Info: [7] train-mlogloss:0.50187287772143330 [ Info: [8] train-mlogloss:0.45512431815818505 [ Info: [9] train-mlogloss:0.41380763826546846 [ Info: [10] train-mlogloss:0.37717559889510827 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84750420693997985 [ Info: [2] train-mlogloss:0.67128171523412072 [ Info: [3] train-mlogloss:0.54148357576794093 [ Info: [4] train-mlogloss:0.44286551607979668 [ Info: [5] train-mlogloss:0.36635902060402764 [ Info: [6] train-mlogloss:0.30446787299933259 [ Info: [7] train-mlogloss:0.25553371972507899 [ Info: [8] train-mlogloss:0.21652491832220996 [ Info: [9] train-mlogloss:0.18527040459491589 [ Info: [10] train-mlogloss:0.15992386677750833 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73765889229597870 [ Info: [2] train-mlogloss:0.52300123395743192 [ Info: [3] train-mlogloss:0.38657369569495870 [ Info: [4] train-mlogloss:0.29336518314149646 [ Info: [5] train-mlogloss:0.22615646697856762 [ Info: [6] train-mlogloss:0.17777462380903739 [ Info: [7] train-mlogloss:0.14298316836357117 [ Info: [8] train-mlogloss:0.11733044407985828 [ Info: [9] train-mlogloss:0.09793948658086636 [ Info: [10] train-mlogloss:0.08321804586384031 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96795282672952720 [ Info: [2] train-mlogloss:0.85820446809132889 [ Info: [3] train-mlogloss:0.76495822800530333 [ Info: [4] train-mlogloss:0.68486889689056962 [ Info: [5] train-mlogloss:0.61546165987297341 [ Info: [6] train-mlogloss:0.55493638029804937 [ Info: [7] train-mlogloss:0.50187287772143330 [ Info: [8] train-mlogloss:0.45512431815818505 [ Info: [9] train-mlogloss:0.41380763826546846 [ Info: [10] train-mlogloss:0.37717559889510827 [ Info: [11] train-mlogloss:0.34365779625044929 [ Info: [12] train-mlogloss:0.31385053396224977 [ Info: [13] train-mlogloss:0.28728910485903419 [ Info: [14] train-mlogloss:0.26357783719345373 [ Info: [15] train-mlogloss:0.24237189116301361 [ Info: [16] train-mlogloss:0.22345670616185223 [ Info: [17] train-mlogloss:0.20645077725251515 [ Info: [18] train-mlogloss:0.19114556257371548 [ Info: [19] train-mlogloss:0.17735451680642586 [ Info: [20] train-mlogloss:0.16474690304862127 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84750420693997985 [ Info: [2] train-mlogloss:0.67128171523412072 [ Info: [3] train-mlogloss:0.54148357576794093 [ Info: [4] train-mlogloss:0.44286551607979668 [ Info: [5] train-mlogloss:0.36635902060402764 [ Info: [6] train-mlogloss:0.30446787299933259 [ Info: [7] train-mlogloss:0.25553371972507899 [ Info: [8] train-mlogloss:0.21652491832220996 [ Info: [9] train-mlogloss:0.18527040459491589 [ Info: [10] train-mlogloss:0.15992386677750833 [ Info: [11] train-mlogloss:0.13937894735071393 [ Info: [12] train-mlogloss:0.12236731162777653 [ Info: [13] train-mlogloss:0.10775761229020578 [ Info: [14] train-mlogloss:0.09611696556762413 [ Info: [15] train-mlogloss:0.08610989520395243 [ Info: [16] train-mlogloss:0.07704907796449131 [ Info: [17] train-mlogloss:0.06929047463668717 [ Info: [18] train-mlogloss:0.06290027388819942 [ Info: [19] train-mlogloss:0.05752589029294473 [ Info: [20] train-mlogloss:0.05252799017837754 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73765889229597870 [ Info: [2] train-mlogloss:0.52300123395743192 [ Info: [3] train-mlogloss:0.38657369569495870 [ Info: [4] train-mlogloss:0.29336518314149646 [ Info: [5] train-mlogloss:0.22615646697856762 [ Info: [6] train-mlogloss:0.17777462380903739 [ Info: [7] train-mlogloss:0.14298316836357117 [ Info: [8] train-mlogloss:0.11733044407985828 [ Info: [9] train-mlogloss:0.09793948658086636 [ Info: [10] train-mlogloss:0.08321804586384031 [ Info: [11] train-mlogloss:0.07048702477305024 [ Info: [12] train-mlogloss:0.06044120985876631 [ Info: [13] train-mlogloss:0.05251078627727650 [ Info: [14] train-mlogloss:0.04617693918170752 [ Info: [15] train-mlogloss:0.04104971204780870 [ Info: [16] train-mlogloss:0.03742502623548110 [ Info: [17] train-mlogloss:0.03458457860267825 [ Info: [18] train-mlogloss:0.03244306320255554 [ Info: [19] train-mlogloss:0.03069312026448272 [ Info: [20] train-mlogloss:0.02938051877060422 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96604750333008937 [ Info: [2] train-mlogloss:0.85505950892413107 [ Info: [3] train-mlogloss:0.76154491504033406 [ Info: [4] train-mlogloss:0.68123060685616954 [ Info: [5] train-mlogloss:0.61167740601080434 [ Info: [6] train-mlogloss:0.55112693133177582 [ Info: [7] train-mlogloss:0.49796872470113968 [ Info: [8] train-mlogloss:0.45152055135479680 [ Info: [9] train-mlogloss:0.41048910904813696 [ Info: [10] train-mlogloss:0.37322490590590018 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84389751884672382 [ Info: [2] train-mlogloss:0.66746319532394405 [ Info: [3] train-mlogloss:0.53766388230853612 [ Info: [4] train-mlogloss:0.43886980789679070 [ Info: [5] train-mlogloss:0.36129629501590022 [ Info: [6] train-mlogloss:0.30167416554910165 [ Info: [7] train-mlogloss:0.25316275832829654 [ Info: [8] train-mlogloss:0.21441819115921304 [ Info: [9] train-mlogloss:0.18322637566813715 [ Info: [10] train-mlogloss:0.15756802757581076 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73256850993191758 [ Info: [2] train-mlogloss:0.52211629770420220 [ Info: [3] train-mlogloss:0.38605802875977974 [ Info: [4] train-mlogloss:0.29337100055482651 [ Info: [5] train-mlogloss:0.22634227154431519 [ Info: [6] train-mlogloss:0.17839884117797569 [ Info: [7] train-mlogloss:0.14297722478707631 [ Info: [8] train-mlogloss:0.11732319742441177 [ Info: [9] train-mlogloss:0.09837188411642003 [ Info: [10] train-mlogloss:0.08370171625305105 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96604750333008937 [ Info: [2] train-mlogloss:0.85505950892413107 [ Info: [3] train-mlogloss:0.76154491504033406 [ Info: [4] train-mlogloss:0.68123060685616954 [ Info: [5] train-mlogloss:0.61167740601080434 [ Info: [6] train-mlogloss:0.55112693133177582 [ Info: [7] train-mlogloss:0.49796872470113968 [ Info: [8] train-mlogloss:0.45152055135479680 [ Info: [9] train-mlogloss:0.41048910904813696 [ Info: [10] train-mlogloss:0.37322490590590018 [ Info: [11] train-mlogloss:0.34015355397153785 [ Info: [12] train-mlogloss:0.31133633454640708 [ Info: [13] train-mlogloss:0.28500249562440094 [ Info: [14] train-mlogloss:0.26146908236874472 [ Info: [15] train-mlogloss:0.24040443433655634 [ Info: [16] train-mlogloss:0.22150776949193743 [ Info: [17] train-mlogloss:0.20453615563887137 [ Info: [18] train-mlogloss:0.18926289832150495 [ Info: [19] train-mlogloss:0.17555538802235215 [ Info: [20] train-mlogloss:0.16316867283097020 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84389751884672382 [ Info: [2] train-mlogloss:0.66746319532394405 [ Info: [3] train-mlogloss:0.53766388230853612 [ Info: [4] train-mlogloss:0.43886980789679070 [ Info: [5] train-mlogloss:0.36129629501590022 [ Info: [6] train-mlogloss:0.30167416554910165 [ Info: [7] train-mlogloss:0.25316275832829654 [ Info: [8] train-mlogloss:0.21441819115921304 [ Info: [9] train-mlogloss:0.18322637566813715 [ Info: [10] train-mlogloss:0.15756802757581076 [ Info: [11] train-mlogloss:0.13705248915486865 [ Info: [12] train-mlogloss:0.12040227011398033 [ Info: [13] train-mlogloss:0.10644632528225581 [ Info: [14] train-mlogloss:0.09493586263722843 [ Info: [15] train-mlogloss:0.08537059384915564 [ Info: [16] train-mlogloss:0.07739091647995842 [ Info: [17] train-mlogloss:0.06976129600295314 [ Info: [18] train-mlogloss:0.06324749075704150 [ Info: [19] train-mlogloss:0.05766442478806885 [ Info: [20] train-mlogloss:0.05305257171944336 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73256850993191758 [ Info: [2] train-mlogloss:0.52211629770420220 [ Info: [3] train-mlogloss:0.38605802875977974 [ Info: [4] train-mlogloss:0.29337100055482651 [ Info: [5] train-mlogloss:0.22634227154431519 [ Info: [6] train-mlogloss:0.17839884117797569 [ Info: [7] train-mlogloss:0.14297722478707631 [ Info: [8] train-mlogloss:0.11732319742441177 [ Info: [9] train-mlogloss:0.09837188411642003 [ Info: [10] train-mlogloss:0.08370171625305105 [ Info: [11] train-mlogloss:0.07122391801741389 [ Info: [12] train-mlogloss:0.06141905866011425 [ Info: [13] train-mlogloss:0.05391892178191079 [ Info: [14] train-mlogloss:0.04725402415626579 [ Info: [15] train-mlogloss:0.04175594880901001 [ Info: [16] train-mlogloss:0.03808665060334736 [ Info: [17] train-mlogloss:0.03518255943501437 [ Info: [18] train-mlogloss:0.03292847921450933 [ Info: [19] train-mlogloss:0.03125440581115307 [ Info: [20] train-mlogloss:0.03030056377734851 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96967763282634589 [ Info: [2] train-mlogloss:0.86156167630796077 [ Info: [3] train-mlogloss:0.76960714967162525 [ Info: [4] train-mlogloss:0.68943602685575134 [ Info: [5] train-mlogloss:0.61992460047757181 [ Info: [6] train-mlogloss:0.55923744440078738 [ Info: [7] train-mlogloss:0.50596404119774152 [ Info: [8] train-mlogloss:0.45877027290838734 [ Info: [9] train-mlogloss:0.41708732026594658 [ Info: [10] train-mlogloss:0.38015439951861346 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.85079670879575942 [ Info: [2] train-mlogloss:0.67723352335117482 [ Info: [3] train-mlogloss:0.54693499185420846 [ Info: [4] train-mlogloss:0.44729522643265901 [ Info: [5] train-mlogloss:0.37016616132524277 [ Info: [6] train-mlogloss:0.30855544982133087 [ Info: [7] train-mlogloss:0.25955281478387338 [ Info: [8] train-mlogloss:0.22041647544613591 [ Info: [9] train-mlogloss:0.18877261711491478 [ Info: [10] train-mlogloss:0.16330140404127264 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74235413869222000 [ Info: [2] train-mlogloss:0.53134501223210939 [ Info: [3] train-mlogloss:0.39330116576618618 [ Info: [4] train-mlogloss:0.29910094627627620 [ Info: [5] train-mlogloss:0.23141780661212075 [ Info: [6] train-mlogloss:0.18297476923024214 [ Info: [7] train-mlogloss:0.14789187428024081 [ Info: [8] train-mlogloss:0.12154279914167192 [ Info: [9] train-mlogloss:0.10076524678755690 [ Info: [10] train-mlogloss:0.08484346389218612 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96967763282634589 [ Info: [2] train-mlogloss:0.86156167630796077 [ Info: [3] train-mlogloss:0.76960714967162525 [ Info: [4] train-mlogloss:0.68943602685575134 [ Info: [5] train-mlogloss:0.61992460047757181 [ Info: [6] train-mlogloss:0.55923744440078738 [ Info: [7] train-mlogloss:0.50596404119774152 [ Info: [8] train-mlogloss:0.45877027290838734 [ Info: [9] train-mlogloss:0.41708732026594658 [ Info: [10] train-mlogloss:0.38015439951861346 [ Info: [11] train-mlogloss:0.34731702892868604 [ Info: [12] train-mlogloss:0.31759244115264329 [ Info: [13] train-mlogloss:0.29103054801623024 [ Info: [14] train-mlogloss:0.26724360905311728 [ Info: [15] train-mlogloss:0.24600287852463898 [ Info: [16] train-mlogloss:0.22691176599926419 [ Info: [17] train-mlogloss:0.20972775110492001 [ Info: [18] train-mlogloss:0.19423958526717292 [ Info: [19] train-mlogloss:0.18026251781869818 [ Info: [20] train-mlogloss:0.16776305530910138 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.85079670879575942 [ Info: [2] train-mlogloss:0.67723352335117482 [ Info: [3] train-mlogloss:0.54693499185420846 [ Info: [4] train-mlogloss:0.44729522643265901 [ Info: [5] train-mlogloss:0.37016616132524277 [ Info: [6] train-mlogloss:0.30855544982133087 [ Info: [7] train-mlogloss:0.25955281478387338 [ Info: [8] train-mlogloss:0.22041647544613591 [ Info: [9] train-mlogloss:0.18877261711491478 [ Info: [10] train-mlogloss:0.16330140404127264 [ Info: [11] train-mlogloss:0.14247202244069840 [ Info: [12] train-mlogloss:0.12451891794248864 [ Info: [13] train-mlogloss:0.10960079089359001 [ Info: [14] train-mlogloss:0.09769252635262630 [ Info: [15] train-mlogloss:0.08716516759660509 [ Info: [16] train-mlogloss:0.07907487910102914 [ Info: [17] train-mlogloss:0.07087594036150861 [ Info: [18] train-mlogloss:0.06372100832285704 [ Info: [19] train-mlogloss:0.05777457733121183 [ Info: [20] train-mlogloss:0.05370398311427346 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.74235413869222000 [ Info: [2] train-mlogloss:0.53134501223210939 [ Info: [3] train-mlogloss:0.39330116576618618 [ Info: [4] train-mlogloss:0.29910094627627620 [ Info: [5] train-mlogloss:0.23141780661212075 [ Info: [6] train-mlogloss:0.18297476923024214 [ Info: [7] train-mlogloss:0.14789187428024081 [ Info: [8] train-mlogloss:0.12154279914167192 [ Info: [9] train-mlogloss:0.10076524678755690 [ Info: [10] train-mlogloss:0.08484346389218612 [ Info: [11] train-mlogloss:0.07232052344414923 [ Info: [12] train-mlogloss:0.06184701433888188 [ Info: [13] train-mlogloss:0.05344443610972828 [ Info: [14] train-mlogloss:0.04741772153863200 [ Info: [15] train-mlogloss:0.04313137547147495 [ Info: [16] train-mlogloss:0.03915548116934520 [ Info: [17] train-mlogloss:0.03655638644402778 [ Info: [18] train-mlogloss:0.03321615612755219 [ Info: [19] train-mlogloss:0.03143604783410275 [ Info: [20] train-mlogloss:0.03007845943448720 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96839643540205778 [ Info: [2] train-mlogloss:0.85912462208006113 [ Info: [3] train-mlogloss:0.76614171266555786 [ Info: [4] train-mlogloss:0.68618669818948819 [ Info: [5] train-mlogloss:0.61687276804888691 [ Info: [6] train-mlogloss:0.55640537650496869 [ Info: [7] train-mlogloss:0.50288385947545367 [ Info: [8] train-mlogloss:0.45570987573376409 [ Info: [9] train-mlogloss:0.41397473745875890 [ Info: [10] train-mlogloss:0.37693449391259087 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84832907120386758 [ Info: [2] train-mlogloss:0.67276658614476526 [ Info: [3] train-mlogloss:0.54314345607051140 [ Info: [4] train-mlogloss:0.44354277164847761 [ Info: [5] train-mlogloss:0.36617475924668491 [ Info: [6] train-mlogloss:0.30522416057410062 [ Info: [7] train-mlogloss:0.25611965159575145 [ Info: [8] train-mlogloss:0.21712715129057567 [ Info: [9] train-mlogloss:0.18530034069661741 [ Info: [10] train-mlogloss:0.15970095180802876 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73878809920063726 [ Info: [2] train-mlogloss:0.52839871512518988 [ Info: [3] train-mlogloss:0.39010253703152692 [ Info: [4] train-mlogloss:0.29532006294639024 [ Info: [5] train-mlogloss:0.22759682602352566 [ Info: [6] train-mlogloss:0.17930897165227819 [ Info: [7] train-mlogloss:0.14375963691208099 [ Info: [8] train-mlogloss:0.11744509008195665 [ Info: [9] train-mlogloss:0.09523560426853321 [ Info: [10] train-mlogloss:0.07951194759872225 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96839643540205778 [ Info: [2] train-mlogloss:0.85912462208006113 [ Info: [3] train-mlogloss:0.76614171266555786 [ Info: [4] train-mlogloss:0.68618669818948819 [ Info: [5] train-mlogloss:0.61687276804888691 [ Info: [6] train-mlogloss:0.55640537650496869 [ Info: [7] train-mlogloss:0.50288385947545367 [ Info: [8] train-mlogloss:0.45570987573376409 [ Info: [9] train-mlogloss:0.41397473745875890 [ Info: [10] train-mlogloss:0.37693449391259087 [ Info: [11] train-mlogloss:0.34396040373378328 [ Info: [12] train-mlogloss:0.31454445918401081 [ Info: [13] train-mlogloss:0.28824715570167259 [ Info: [14] train-mlogloss:0.26440437414028028 [ Info: [15] train-mlogloss:0.24324169026480780 [ Info: [16] train-mlogloss:0.22402087571444335 [ Info: [17] train-mlogloss:0.20688605308532715 [ Info: [18] train-mlogloss:0.19130784493905525 [ Info: [19] train-mlogloss:0.17735801085277839 [ Info: [20] train-mlogloss:0.16470121487423225 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84832907120386758 [ Info: [2] train-mlogloss:0.67276658614476526 [ Info: [3] train-mlogloss:0.54314345607051140 [ Info: [4] train-mlogloss:0.44354277164847761 [ Info: [5] train-mlogloss:0.36617475924668491 [ Info: [6] train-mlogloss:0.30522416057410062 [ Info: [7] train-mlogloss:0.25611965159575145 [ Info: [8] train-mlogloss:0.21712715129057567 [ Info: [9] train-mlogloss:0.18530034069661741 [ Info: [10] train-mlogloss:0.15970095180802876 [ Info: [11] train-mlogloss:0.13866568367790294 [ Info: [12] train-mlogloss:0.12015657419407809 [ Info: [13] train-mlogloss:0.10529052079827697 [ Info: [14] train-mlogloss:0.09216196721902600 [ Info: [15] train-mlogloss:0.08184044361114502 [ Info: [16] train-mlogloss:0.07323264333385009 [ Info: [17] train-mlogloss:0.06602400971783531 [ Info: [18] train-mlogloss:0.06013443276838020 [ Info: [19] train-mlogloss:0.05460732043893249 [ Info: [20] train-mlogloss:0.05002850629389286 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73878809920063726 [ Info: [2] train-mlogloss:0.52839871512518988 [ Info: [3] train-mlogloss:0.39010253703152692 [ Info: [4] train-mlogloss:0.29532006294639024 [ Info: [5] train-mlogloss:0.22759682602352566 [ Info: [6] train-mlogloss:0.17930897165227819 [ Info: [7] train-mlogloss:0.14375963691208099 [ Info: [8] train-mlogloss:0.11744509008195665 [ Info: [9] train-mlogloss:0.09523560426853321 [ Info: [10] train-mlogloss:0.07951194759872225 [ Info: [11] train-mlogloss:0.06744977710423646 [ Info: [12] train-mlogloss:0.05850149361347710 [ Info: [13] train-mlogloss:0.05078977233281842 [ Info: [14] train-mlogloss:0.04525857449129776 [ Info: [15] train-mlogloss:0.04005146649562651 [ Info: [16] train-mlogloss:0.03650400174298772 [ Info: [17] train-mlogloss:0.03384718851496776 [ Info: [18] train-mlogloss:0.03063397393734367 [ Info: [19] train-mlogloss:0.02812069285040101 [ Info: [20] train-mlogloss:0.02718043712623142 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96830351705904361 [ Info: [2] train-mlogloss:0.85911892652511601 [ Info: [3] train-mlogloss:0.76596084435780842 [ Info: [4] train-mlogloss:0.68580619449968694 [ Info: [5] train-mlogloss:0.61629437870449488 [ Info: [6] train-mlogloss:0.55539611842897207 [ Info: [7] train-mlogloss:0.50207190425307657 [ Info: [8] train-mlogloss:0.45493327158468738 [ Info: [9] train-mlogloss:0.41225845107325804 [ Info: [10] train-mlogloss:0.37437935537762113 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84818668762842819 [ Info: [2] train-mlogloss:0.67228951586617369 [ Info: [3] train-mlogloss:0.54257217027522897 [ Info: [4] train-mlogloss:0.44294369816780088 [ Info: [5] train-mlogloss:0.36370602492932919 [ Info: [6] train-mlogloss:0.30126424475952429 [ Info: [7] train-mlogloss:0.25162791322778771 [ Info: [8] train-mlogloss:0.21175236304601033 [ Info: [9] train-mlogloss:0.17950296633773380 [ Info: [10] train-mlogloss:0.15253365144685463 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73865758004011928 [ Info: [2] train-mlogloss:0.52682352043964242 [ Info: [3] train-mlogloss:0.38879025247361926 [ Info: [4] train-mlogloss:0.29139760776802348 [ Info: [5] train-mlogloss:0.22270990444554223 [ Info: [6] train-mlogloss:0.17319939125467229 [ Info: [7] train-mlogloss:0.13536975996361839 [ Info: [8] train-mlogloss:0.10854488429096010 [ Info: [9] train-mlogloss:0.08788724569258867 [ Info: [10] train-mlogloss:0.07328433157117278 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96830351705904361 [ Info: [2] train-mlogloss:0.85911892652511601 [ Info: [3] train-mlogloss:0.76596084435780842 [ Info: [4] train-mlogloss:0.68580619449968694 [ Info: [5] train-mlogloss:0.61629437870449488 [ Info: [6] train-mlogloss:0.55539611842897207 [ Info: [7] train-mlogloss:0.50207190425307657 [ Info: [8] train-mlogloss:0.45493327158468738 [ Info: [9] train-mlogloss:0.41225845107325804 [ Info: [10] train-mlogloss:0.37437935537762113 [ Info: [11] train-mlogloss:0.34066486226187814 [ Info: [12] train-mlogloss:0.31062358970995302 [ Info: [13] train-mlogloss:0.28375719631159746 [ Info: [14] train-mlogloss:0.25968346761332617 [ Info: [15] train-mlogloss:0.23807458700957121 [ Info: [16] train-mlogloss:0.21864781655647136 [ Info: [17] train-mlogloss:0.20115778148174285 [ Info: [18] train-mlogloss:0.18539518404889990 [ Info: [19] train-mlogloss:0.17073311860914583 [ Info: [20] train-mlogloss:0.15752591054748605 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84818668762842819 [ Info: [2] train-mlogloss:0.67228951586617369 [ Info: [3] train-mlogloss:0.54257217027522897 [ Info: [4] train-mlogloss:0.44294369816780088 [ Info: [5] train-mlogloss:0.36370602492932919 [ Info: [6] train-mlogloss:0.30126424475952429 [ Info: [7] train-mlogloss:0.25162791322778771 [ Info: [8] train-mlogloss:0.21175236304601033 [ Info: [9] train-mlogloss:0.17950296633773380 [ Info: [10] train-mlogloss:0.15253365144685463 [ Info: [11] train-mlogloss:0.13186390626209754 [ Info: [12] train-mlogloss:0.11394528895616532 [ Info: [13] train-mlogloss:0.09927937421533796 [ Info: [14] train-mlogloss:0.08719934142298169 [ Info: [15] train-mlogloss:0.07751083834855645 [ Info: [16] train-mlogloss:0.06947803353821790 [ Info: [17] train-mlogloss:0.06194051104011359 [ Info: [18] train-mlogloss:0.05558767009664465 [ Info: [19] train-mlogloss:0.05023498870432377 [ Info: [20] train-mlogloss:0.04613027233216498 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73865758004011928 [ Info: [2] train-mlogloss:0.52682352043964242 [ Info: [3] train-mlogloss:0.38879025247361926 [ Info: [4] train-mlogloss:0.29139760776802348 [ Info: [5] train-mlogloss:0.22270990444554223 [ Info: [6] train-mlogloss:0.17319939125467229 [ Info: [7] train-mlogloss:0.13536975996361839 [ Info: [8] train-mlogloss:0.10854488429096010 [ Info: [9] train-mlogloss:0.08788724569258867 [ Info: [10] train-mlogloss:0.07328433157117278 [ Info: [11] train-mlogloss:0.06227957959528323 [ Info: [12] train-mlogloss:0.05278823290158201 [ Info: [13] train-mlogloss:0.04548730607385989 [ Info: [14] train-mlogloss:0.04025796657359158 [ Info: [15] train-mlogloss:0.03629503456392774 [ Info: [16] train-mlogloss:0.03253044516400055 [ Info: [17] train-mlogloss:0.02956515118755676 [ Info: [18] train-mlogloss:0.02721758927046149 [ Info: [19] train-mlogloss:0.02552813142538071 [ Info: [20] train-mlogloss:0.02437755112639732 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96842042251869487 [ Info: [2] train-mlogloss:0.85916224983003409 [ Info: [3] train-mlogloss:0.76619364773785625 [ Info: [4] train-mlogloss:0.68624388067810627 [ Info: [5] train-mlogloss:0.61693827267046331 [ Info: [6] train-mlogloss:0.55600370212837502 [ Info: [7] train-mlogloss:0.50264904918494047 [ Info: [8] train-mlogloss:0.45567365509492380 [ Info: [9] train-mlogloss:0.41388497374675892 [ Info: [10] train-mlogloss:0.37700184892725064 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84837262144795167 [ Info: [2] train-mlogloss:0.67283356322182553 [ Info: [3] train-mlogloss:0.54321473042170210 [ Info: [4] train-mlogloss:0.44390545332873310 [ Info: [5] train-mlogloss:0.36646444488454749 [ Info: [6] train-mlogloss:0.30471312845194781 [ Info: [7] train-mlogloss:0.25688095302493485 [ Info: [8] train-mlogloss:0.21715658903121948 [ Info: [9] train-mlogloss:0.18518606722354888 [ Info: [10] train-mlogloss:0.15939969078258232 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73884641196992662 [ Info: [2] train-mlogloss:0.52847761798787996 [ Info: [3] train-mlogloss:0.39063310512789973 [ Info: [4] train-mlogloss:0.29453308847215443 [ Info: [5] train-mlogloss:0.22856317438461163 [ Info: [6] train-mlogloss:0.17919985696121499 [ Info: [7] train-mlogloss:0.14340288230666406 [ Info: [8] train-mlogloss:0.11751194988135938 [ Info: [9] train-mlogloss:0.09694383348579760 [ Info: [10] train-mlogloss:0.08094295177746702 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96842042251869487 [ Info: [2] train-mlogloss:0.85916224983003409 [ Info: [3] train-mlogloss:0.76619364773785625 [ Info: [4] train-mlogloss:0.68624388067810627 [ Info: [5] train-mlogloss:0.61693827267046331 [ Info: [6] train-mlogloss:0.55600370212837502 [ Info: [7] train-mlogloss:0.50264904918494047 [ Info: [8] train-mlogloss:0.45567365509492380 [ Info: [9] train-mlogloss:0.41388497374675892 [ Info: [10] train-mlogloss:0.37700184892725064 [ Info: [11] train-mlogloss:0.34400551186667550 [ Info: [12] train-mlogloss:0.31420978351875589 [ Info: [13] train-mlogloss:0.28791040182113647 [ Info: [14] train-mlogloss:0.26406775602587945 [ Info: [15] train-mlogloss:0.24318280727775007 [ Info: [16] train-mlogloss:0.22390194634596508 [ Info: [17] train-mlogloss:0.20658305309436939 [ Info: [18] train-mlogloss:0.19109439320034452 [ Info: [19] train-mlogloss:0.17702743344836766 [ Info: [20] train-mlogloss:0.16452929565200100 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84837262144795167 [ Info: [2] train-mlogloss:0.67283356322182553 [ Info: [3] train-mlogloss:0.54321473042170210 [ Info: [4] train-mlogloss:0.44390545332873310 [ Info: [5] train-mlogloss:0.36646444488454749 [ Info: [6] train-mlogloss:0.30471312845194781 [ Info: [7] train-mlogloss:0.25688095302493485 [ Info: [8] train-mlogloss:0.21715658903121948 [ Info: [9] train-mlogloss:0.18518606722354888 [ Info: [10] train-mlogloss:0.15939969078258232 [ Info: [11] train-mlogloss:0.13860297004381816 [ Info: [12] train-mlogloss:0.12023858499747736 [ Info: [13] train-mlogloss:0.10555444050718236 [ Info: [14] train-mlogloss:0.09339649241279672 [ Info: [15] train-mlogloss:0.08296540652712187 [ Info: [16] train-mlogloss:0.07450093284801200 [ Info: [17] train-mlogloss:0.06757323521154898 [ Info: [18] train-mlogloss:0.06146074156794283 [ Info: [19] train-mlogloss:0.05605301169885529 [ Info: [20] train-mlogloss:0.05104505007189733 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73884641196992662 [ Info: [2] train-mlogloss:0.52847761798787996 [ Info: [3] train-mlogloss:0.39063310512789973 [ Info: [4] train-mlogloss:0.29453308847215443 [ Info: [5] train-mlogloss:0.22856317438461163 [ Info: [6] train-mlogloss:0.17919985696121499 [ Info: [7] train-mlogloss:0.14340288230666406 [ Info: [8] train-mlogloss:0.11751194988135938 [ Info: [9] train-mlogloss:0.09694383348579760 [ Info: [10] train-mlogloss:0.08094295177746702 [ Info: [11] train-mlogloss:0.06902384490326599 [ Info: [12] train-mlogloss:0.05930773818658458 [ Info: [13] train-mlogloss:0.05166193969823696 [ Info: [14] train-mlogloss:0.04573313904305299 [ Info: [15] train-mlogloss:0.04056755273292462 [ Info: [16] train-mlogloss:0.03646103393424440 [ Info: [17] train-mlogloss:0.03333904485873602 [ Info: [18] train-mlogloss:0.03079899664692305 [ Info: [19] train-mlogloss:0.02835399790287570 [ Info: [20] train-mlogloss:0.02708960317627147 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96692704712903055 [ Info: [2] train-mlogloss:0.85658401427445585 [ Info: [3] train-mlogloss:0.76278163062201609 [ Info: [4] train-mlogloss:0.68216146628061936 [ Info: [5] train-mlogloss:0.61229452203821255 [ Info: [6] train-mlogloss:0.55133303183096427 [ Info: [7] train-mlogloss:0.49785823336354007 [ Info: [8] train-mlogloss:0.45057943463325500 [ Info: [9] train-mlogloss:0.40874013083952443 [ Info: [10] train-mlogloss:0.37158844625508342 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84551760223176742 [ Info: [2] train-mlogloss:0.66847399958857778 [ Info: [3] train-mlogloss:0.53785331072630704 [ Info: [4] train-mlogloss:0.43842748204867044 [ Info: [5] train-mlogloss:0.36087823797155311 [ Info: [6] train-mlogloss:0.29969687748838353 [ Info: [7] train-mlogloss:0.25160898875307153 [ Info: [8] train-mlogloss:0.21252114507887099 [ Info: [9] train-mlogloss:0.18128193517525990 [ Info: [10] train-mlogloss:0.15539725693287673 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73478004932403562 [ Info: [2] train-mlogloss:0.52287674811151297 [ Info: [3] train-mlogloss:0.38495205684944434 [ Info: [4] train-mlogloss:0.28985965009088871 [ Info: [5] train-mlogloss:0.22363279561201732 [ Info: [6] train-mlogloss:0.17497772806220585 [ Info: [7] train-mlogloss:0.13941796692433181 [ Info: [8] train-mlogloss:0.11332208199633492 [ Info: [9] train-mlogloss:0.09334104441934162 [ Info: [10] train-mlogloss:0.07816451481646962 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96692704712903055 [ Info: [2] train-mlogloss:0.85658401427445585 [ Info: [3] train-mlogloss:0.76278163062201609 [ Info: [4] train-mlogloss:0.68216146628061936 [ Info: [5] train-mlogloss:0.61229452203821255 [ Info: [6] train-mlogloss:0.55133303183096427 [ Info: [7] train-mlogloss:0.49785823336354007 [ Info: [8] train-mlogloss:0.45057943463325500 [ Info: [9] train-mlogloss:0.40874013083952443 [ Info: [10] train-mlogloss:0.37158844625508342 [ Info: [11] train-mlogloss:0.33850992785559758 [ Info: [12] train-mlogloss:0.30908403816046537 [ Info: [13] train-mlogloss:0.28299578284775767 [ Info: [14] train-mlogloss:0.25936585686824942 [ Info: [15] train-mlogloss:0.23841645364408140 [ Info: [16] train-mlogloss:0.21938235141612866 [ Info: [17] train-mlogloss:0.20219610785996472 [ Info: [18] train-mlogloss:0.18671937010906361 [ Info: [19] train-mlogloss:0.17274803011505693 [ Info: [20] train-mlogloss:0.16011974237583301 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84551760223176742 [ Info: [2] train-mlogloss:0.66847399958857778 [ Info: [3] train-mlogloss:0.53785331072630704 [ Info: [4] train-mlogloss:0.43842748204867044 [ Info: [5] train-mlogloss:0.36087823797155311 [ Info: [6] train-mlogloss:0.29969687748838353 [ Info: [7] train-mlogloss:0.25160898875307153 [ Info: [8] train-mlogloss:0.21252114507887099 [ Info: [9] train-mlogloss:0.18128193517525990 [ Info: [10] train-mlogloss:0.15539725693287673 [ Info: [11] train-mlogloss:0.13424421973802425 [ Info: [12] train-mlogloss:0.11703697227769427 [ Info: [13] train-mlogloss:0.10257004311791172 [ Info: [14] train-mlogloss:0.09067169375441693 [ Info: [15] train-mlogloss:0.08061778277710632 [ Info: [16] train-mlogloss:0.07222082432773379 [ Info: [17] train-mlogloss:0.06513849469246688 [ Info: [18] train-mlogloss:0.05912454539427051 [ Info: [19] train-mlogloss:0.05389884264656791 [ Info: [20] train-mlogloss:0.04938730404332832 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73478004932403562 [ Info: [2] train-mlogloss:0.52287674811151297 [ Info: [3] train-mlogloss:0.38495205684944434 [ Info: [4] train-mlogloss:0.28985965009088871 [ Info: [5] train-mlogloss:0.22363279561201732 [ Info: [6] train-mlogloss:0.17497772806220585 [ Info: [7] train-mlogloss:0.13941796692433181 [ Info: [8] train-mlogloss:0.11332208199633492 [ Info: [9] train-mlogloss:0.09334104441934162 [ Info: [10] train-mlogloss:0.07816451481646962 [ Info: [11] train-mlogloss:0.06590724253544102 [ Info: [12] train-mlogloss:0.05679273853699366 [ Info: [13] train-mlogloss:0.04945865630827568 [ Info: [14] train-mlogloss:0.04398028377305578 [ Info: [15] train-mlogloss:0.03930638386971420 [ Info: [16] train-mlogloss:0.03611617250436986 [ Info: [17] train-mlogloss:0.03325503160142236 [ Info: [18] train-mlogloss:0.03108419729741635 [ Info: [19] train-mlogloss:0.02920481872365431 [ Info: [20] train-mlogloss:0.02748237874841800 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96872508305090443 [ Info: [2] train-mlogloss:0.85970677534739182 [ Info: [3] train-mlogloss:0.76673293555224387 [ Info: [4] train-mlogloss:0.68682185499756421 [ Info: [5] train-mlogloss:0.61752004314351960 [ Info: [6] train-mlogloss:0.55724268312807435 [ Info: [7] train-mlogloss:0.50415184740666985 [ Info: [8] train-mlogloss:0.45801611520625929 [ Info: [9] train-mlogloss:0.41684645635110362 [ Info: [10] train-mlogloss:0.38030292502156010 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84894873433642914 [ Info: [2] train-mlogloss:0.67340424458185832 [ Info: [3] train-mlogloss:0.54375293034094352 [ Info: [4] train-mlogloss:0.44532973280659427 [ Info: [5] train-mlogloss:0.36971035025737903 [ Info: [6] train-mlogloss:0.30947620802455478 [ Info: [7] train-mlogloss:0.26037785852396927 [ Info: [8] train-mlogloss:0.22066461267294707 [ Info: [9] train-mlogloss:0.18834708597924973 [ Info: [10] train-mlogloss:0.16205203224111486 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73966721163855653 [ Info: [2] train-mlogloss:0.52905531260702343 [ Info: [3] train-mlogloss:0.39385607441266379 [ Info: [4] train-mlogloss:0.30029280958352267 [ Info: [5] train-mlogloss:0.23262464514485112 [ Info: [6] train-mlogloss:0.18325150432410064 [ Info: [7] train-mlogloss:0.14702383246686723 [ Info: [8] train-mlogloss:0.12008826462207017 [ Info: [9] train-mlogloss:0.10032543037776594 [ Info: [10] train-mlogloss:0.08370391729253310 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.96872508305090443 [ Info: [2] train-mlogloss:0.85970677534739182 [ Info: [3] train-mlogloss:0.76673293555224387 [ Info: [4] train-mlogloss:0.68682185499756421 [ Info: [5] train-mlogloss:0.61752004314351960 [ Info: [6] train-mlogloss:0.55724268312807435 [ Info: [7] train-mlogloss:0.50415184740666985 [ Info: [8] train-mlogloss:0.45801611520625929 [ Info: [9] train-mlogloss:0.41684645635110362 [ Info: [10] train-mlogloss:0.38030292502156010 [ Info: [11] train-mlogloss:0.34777434026753462 [ Info: [12] train-mlogloss:0.31875261134571498 [ Info: [13] train-mlogloss:0.29217829604943596 [ Info: [14] train-mlogloss:0.26824779819559169 [ Info: [15] train-mlogloss:0.24675807599668151 [ Info: [16] train-mlogloss:0.22753709212497428 [ Info: [17] train-mlogloss:0.21011719096589970 [ Info: [18] train-mlogloss:0.19430240061548021 [ Info: [19] train-mlogloss:0.18002403820002522 [ Info: [20] train-mlogloss:0.16711831567464053 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.84894873433642914 [ Info: [2] train-mlogloss:0.67340424458185832 [ Info: [3] train-mlogloss:0.54375293034094352 [ Info: [4] train-mlogloss:0.44532973280659427 [ Info: [5] train-mlogloss:0.36971035025737903 [ Info: [6] train-mlogloss:0.30947620802455478 [ Info: [7] train-mlogloss:0.26037785852396927 [ Info: [8] train-mlogloss:0.22066461267294707 [ Info: [9] train-mlogloss:0.18834708597924973 [ Info: [10] train-mlogloss:0.16205203224111486 [ Info: [11] train-mlogloss:0.14051028523180220 [ Info: [12] train-mlogloss:0.12277484767966801 [ Info: [13] train-mlogloss:0.10843657762915999 [ Info: [14] train-mlogloss:0.09607672415397785 [ Info: [15] train-mlogloss:0.08524110990541953 [ Info: [16] train-mlogloss:0.07601300671144769 [ Info: [17] train-mlogloss:0.06845592020286453 [ Info: [18] train-mlogloss:0.06236475108674279 [ Info: [19] train-mlogloss:0.05721517708842401 [ Info: [20] train-mlogloss:0.05227236860880145 [ Info: Training rounds complete. [ Info: XGBoost: starting training. [ Info: [1] train-mlogloss:0.73966721163855653 [ Info: [2] train-mlogloss:0.52905531260702343 [ Info: [3] train-mlogloss:0.39385607441266379 [ Info: [4] train-mlogloss:0.30029280958352267 [ Info: [5] train-mlogloss:0.23262464514485112 [ Info: [6] train-mlogloss:0.18325150432410064 [ Info: [7] train-mlogloss:0.14702383246686723 [ Info: [8] train-mlogloss:0.12008826462207017 [ Info: [9] train-mlogloss:0.10032543037776594 [ Info: [10] train-mlogloss:0.08370391729253310 [ Info: [11] train-mlogloss:0.07076292835451939 [ Info: [12] train-mlogloss:0.06152761057019233 [ Info: [13] train-mlogloss:0.05300937052126284 [ Info: [14] train-mlogloss:0.04664864865718064 [ Info: [15] train-mlogloss:0.04136627415815989 [ Info: [16] train-mlogloss:0.03809990428940013 [ Info: [17] train-mlogloss:0.03548191402245451 [ Info: [18] train-mlogloss:0.03327673020324221 [ Info: [19] train-mlogloss:0.03142203076018227 [ Info: [20] train-mlogloss:0.02996914369502553 [ Info: Training rounds complete. TEST: XGBoostExt/xgboost_regressor.jl Training set size: (354, 12) - (354,) Test set size: (152, 12) - (152,) Training set type: DataFrame - Vector{Float64} Test set type: DataFrame - Vector{Float64} [ Info: For silent loading, specify `verbosity=0`. import MLJXGBoostInterface ✔ [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.39100677023785835 [ Info: [2] train-rmse:5.79707242753571439 [ Info: [3] train-rmse:4.69774714788063985 [ Info: [4] train-rmse:3.97975176138424613 [ Info: [5] train-rmse:3.43909543559235997 [ Info: [6] train-rmse:3.08527556131809400 [ Info: [7] train-rmse:2.84066527587561213 [ Info: [8] train-rmse:2.60374454060115967 [ Info: [9] train-rmse:2.45188764229889422 [ Info: [10] train-rmse:2.34143139863561034 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 1, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.17753737542428905 [ Info: [2] train-rmse:5.51288851282424552 [ Info: [3] train-rmse:4.38053838658963102 [ Info: [4] train-rmse:3.55065507093861088 [ Info: [5] train-rmse:3.01192084737175003 [ Info: [6] train-rmse:2.60048976457586578 [ Info: [7] train-rmse:2.32235518832311083 [ Info: [8] train-rmse:2.13023556259172242 [ Info: [9] train-rmse:1.95322179764901827 [ Info: [10] train-rmse:1.82054418204543156 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 1, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.09946703689740310 [ Info: [2] train-rmse:5.39452498949347259 [ Info: [3] train-rmse:4.16240822838205027 [ Info: [4] train-rmse:3.31097607777412417 [ Info: [5] train-rmse:2.67117112908217935 [ Info: [6] train-rmse:2.25034355074488879 [ Info: [7] train-rmse:1.90146385805420803 [ Info: [8] train-rmse:1.65585701652652650 [ Info: [9] train-rmse:1.49900631070944779 [ Info: [10] train-rmse:1.39504708878481876 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 1, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.07279299419879504 [ Info: [2] train-rmse:5.30152556156217436 [ Info: [3] train-rmse:4.06358400133384023 [ Info: [4] train-rmse:3.17100540995390112 [ Info: [5] train-rmse:2.50076713329933975 [ Info: [6] train-rmse:2.02053630904964043 [ Info: [7] train-rmse:1.69003005304929377 [ Info: [8] train-rmse:1.43587422535055809 [ Info: [9] train-rmse:1.22946610926115363 [ Info: [10] train-rmse:1.05532238481991181 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 1, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.39100677023785835 [ Info: [2] train-rmse:5.79707242753571439 [ Info: [3] train-rmse:4.69774714788063985 [ Info: [4] train-rmse:3.97975176138424613 [ Info: [5] train-rmse:3.43909543559235997 [ Info: [6] train-rmse:3.08527556131809400 [ Info: [7] train-rmse:2.84066527587561213 [ Info: [8] train-rmse:2.60374454060115967 [ Info: [9] train-rmse:2.45188764229889422 [ Info: [10] train-rmse:2.34143139863561034 [ Info: [11] train-rmse:2.23468094003302609 [ Info: [12] train-rmse:2.12857141426488106 [ Info: [13] train-rmse:2.06928825021771123 [ Info: [14] train-rmse:2.01421859332812714 [ Info: [15] train-rmse:1.93535256214618401 [ Info: [16] train-rmse:1.88536039912498543 [ Info: [17] train-rmse:1.84626433187304495 [ Info: [18] train-rmse:1.81510557747778867 [ Info: [19] train-rmse:1.76255161026877594 [ Info: [20] train-rmse:1.70918325877638844 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 1, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.17753737542428905 [ Info: [2] train-rmse:5.51288851282424552 [ Info: [3] train-rmse:4.38053838658963102 [ Info: [4] train-rmse:3.55065507093861088 [ Info: [5] train-rmse:3.01192084737175003 [ Info: [6] train-rmse:2.60048976457586578 [ Info: [7] train-rmse:2.32235518832311083 [ Info: [8] train-rmse:2.13023556259172242 [ Info: [9] train-rmse:1.95322179764901827 [ Info: [10] train-rmse:1.82054418204543156 [ Info: [11] train-rmse:1.72667740828278116 [ Info: [12] train-rmse:1.65768081356148334 [ Info: [13] train-rmse:1.56460533711037875 [ Info: [14] train-rmse:1.51093946582206895 [ Info: [15] train-rmse:1.47481705826025800 [ Info: [16] train-rmse:1.42306857581552904 [ Info: [17] train-rmse:1.38769726706092711 [ Info: [18] train-rmse:1.33907586106666465 [ Info: [19] train-rmse:1.29567681644029298 [ Info: [20] train-rmse:1.26984214788733674 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 1, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.09946703689740310 [ Info: [2] train-rmse:5.39452498949347259 [ Info: [3] train-rmse:4.16240822838205027 [ Info: [4] train-rmse:3.31097607777412417 [ Info: [5] train-rmse:2.67117112908217935 [ Info: [6] train-rmse:2.25034355074488879 [ Info: [7] train-rmse:1.90146385805420803 [ Info: [8] train-rmse:1.65585701652652650 [ Info: [9] train-rmse:1.49900631070944779 [ Info: [10] train-rmse:1.39504708878481876 [ Info: [11] train-rmse:1.31082033931469377 [ Info: [12] train-rmse:1.25544766314908118 [ Info: [13] train-rmse:1.15764932773983076 [ Info: [14] train-rmse:1.11529927233068760 [ Info: [15] train-rmse:1.02504635345486750 [ Info: [16] train-rmse:0.97315703483681193 [ Info: [17] train-rmse:0.92362823377144410 [ Info: [18] train-rmse:0.89892280826067394 [ Info: [19] train-rmse:0.86925584909132958 [ Info: [20] train-rmse:0.80478743332695513 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 1, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.07279299419879504 [ Info: [2] train-rmse:5.30152556156217436 [ Info: [3] train-rmse:4.06358400133384023 [ Info: [4] train-rmse:3.17100540995390112 [ Info: [5] train-rmse:2.50076713329933975 [ Info: [6] train-rmse:2.02053630904964043 [ Info: [7] train-rmse:1.69003005304929377 [ Info: [8] train-rmse:1.43587422535055809 [ Info: [9] train-rmse:1.22946610926115363 [ Info: [10] train-rmse:1.05532238481991181 [ Info: [11] train-rmse:0.93773641978075506 [ Info: [12] train-rmse:0.86479255179265901 [ Info: [13] train-rmse:0.76528804995729682 [ Info: [14] train-rmse:0.70102602365448474 [ Info: [15] train-rmse:0.62981535383629195 [ Info: [16] train-rmse:0.60172444859789387 [ Info: [17] train-rmse:0.55486905028090960 [ Info: [18] train-rmse:0.53120206915868051 [ Info: [19] train-rmse:0.50078239514946443 [ Info: [20] train-rmse:0.47586367279069419 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 1, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.94856097761440239 [ Info: [2] train-rmse:5.59041222324925879 [ Info: [3] train-rmse:4.59369876140245292 [ Info: [4] train-rmse:3.86559583030811815 [ Info: [5] train-rmse:3.40686230672677937 [ Info: [6] train-rmse:3.09185524040150961 [ Info: [7] train-rmse:2.81980397438848440 [ Info: [8] train-rmse:2.64659860144760994 [ Info: [9] train-rmse:2.48637011397240126 [ Info: [10] train-rmse:2.33846727828104628 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 2, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.83558562428644745 [ Info: [2] train-rmse:5.33018948973916462 [ Info: [3] train-rmse:4.27958088759562205 [ Info: [4] train-rmse:3.49697073032218997 [ Info: [5] train-rmse:2.96950821083957672 [ Info: [6] train-rmse:2.61891716690444509 [ Info: [7] train-rmse:2.34521503502854500 [ Info: [8] train-rmse:2.12478996485947569 [ Info: [9] train-rmse:1.96842763485119376 [ Info: [10] train-rmse:1.84415184187606940 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 2, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.76431417581564354 [ Info: [2] train-rmse:5.21175424810877264 [ Info: [3] train-rmse:4.11234296955671841 [ Info: [4] train-rmse:3.31978019286594295 [ Info: [5] train-rmse:2.75598241217409923 [ Info: [6] train-rmse:2.33151268340894724 [ Info: [7] train-rmse:2.01573603362241771 [ Info: [8] train-rmse:1.79818896582619692 [ Info: [9] train-rmse:1.63775237881725344 [ Info: [10] train-rmse:1.48843195478434498 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 2, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.72457770029487900 [ Info: [2] train-rmse:5.13780727648944158 [ Info: [3] train-rmse:3.99129003430439733 [ Info: [4] train-rmse:3.13451155616097576 [ Info: [5] train-rmse:2.54502695142726321 [ Info: [6] train-rmse:2.09634026770679593 [ Info: [7] train-rmse:1.73646766414146980 [ Info: [8] train-rmse:1.47629495050630366 [ Info: [9] train-rmse:1.27844592591544748 [ Info: [10] train-rmse:1.13736979442805963 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 2, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.94856097761440239 [ Info: [2] train-rmse:5.59041222324925879 [ Info: [3] train-rmse:4.59369876140245292 [ Info: [4] train-rmse:3.86559583030811815 [ Info: [5] train-rmse:3.40686230672677937 [ Info: [6] train-rmse:3.09185524040150961 [ Info: [7] train-rmse:2.81980397438848440 [ Info: [8] train-rmse:2.64659860144760994 [ Info: [9] train-rmse:2.48637011397240126 [ Info: [10] train-rmse:2.33846727828104628 [ Info: [11] train-rmse:2.26001689308787768 [ Info: [12] train-rmse:2.16131431791399420 [ Info: [13] train-rmse:2.09863372460193176 [ Info: [14] train-rmse:2.02790932708957206 [ Info: [15] train-rmse:1.97063751446812607 [ Info: [16] train-rmse:1.92391328182331689 [ Info: [17] train-rmse:1.88300865344427959 [ Info: [18] train-rmse:1.82856998093073297 [ Info: [19] train-rmse:1.78565766669293913 [ Info: [20] train-rmse:1.73771036985246918 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 2, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.83558562428644745 [ Info: [2] train-rmse:5.33018948973916462 [ Info: [3] train-rmse:4.27958088759562205 [ Info: [4] train-rmse:3.49697073032218997 [ Info: [5] train-rmse:2.96950821083957672 [ Info: [6] train-rmse:2.61891716690444509 [ Info: [7] train-rmse:2.34521503502854500 [ Info: [8] train-rmse:2.12478996485947569 [ Info: [9] train-rmse:1.96842763485119376 [ Info: [10] train-rmse:1.84415184187606940 [ Info: [11] train-rmse:1.77045261631191209 [ Info: [12] train-rmse:1.67844870166050630 [ Info: [13] train-rmse:1.61486594671071959 [ Info: [14] train-rmse:1.58482712622736344 [ Info: [15] train-rmse:1.51360041215638441 [ Info: [16] train-rmse:1.45604948538681200 [ Info: [17] train-rmse:1.39789758846065770 [ Info: [18] train-rmse:1.37197263727569752 [ Info: [19] train-rmse:1.33475100547875125 [ Info: [20] train-rmse:1.28567714335584471 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 2, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.76431417581564354 [ Info: [2] train-rmse:5.21175424810877264 [ Info: [3] train-rmse:4.11234296955671841 [ Info: [4] train-rmse:3.31978019286594295 [ Info: [5] train-rmse:2.75598241217409923 [ Info: [6] train-rmse:2.33151268340894724 [ Info: [7] train-rmse:2.01573603362241771 [ Info: [8] train-rmse:1.79818896582619692 [ Info: [9] train-rmse:1.63775237881725344 [ Info: [10] train-rmse:1.48843195478434498 [ Info: [11] train-rmse:1.39576574506363671 [ Info: [12] train-rmse:1.29456207951341806 [ Info: [13] train-rmse:1.21251369681810739 [ Info: [14] train-rmse:1.15295822094770761 [ Info: [15] train-rmse:1.10624631024141706 [ Info: [16] train-rmse:1.04721472506011315 [ Info: [17] train-rmse:1.01956548910113365 [ Info: [18] train-rmse:0.97953899948640499 [ Info: [19] train-rmse:0.91685683335941193 [ Info: [20] train-rmse:0.89004358867470634 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 2, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.72457770029487900 [ Info: [2] train-rmse:5.13780727648944158 [ Info: [3] train-rmse:3.99129003430439733 [ Info: [4] train-rmse:3.13451155616097576 [ Info: [5] train-rmse:2.54502695142726321 [ Info: [6] train-rmse:2.09634026770679593 [ Info: [7] train-rmse:1.73646766414146980 [ Info: [8] train-rmse:1.47629495050630366 [ Info: [9] train-rmse:1.27844592591544748 [ Info: [10] train-rmse:1.13736979442805963 [ Info: [11] train-rmse:1.01516657147328582 [ Info: [12] train-rmse:0.93031091430859458 [ Info: [13] train-rmse:0.83558758325946703 [ Info: [14] train-rmse:0.78747841566008414 [ Info: [15] train-rmse:0.75151222700799036 [ Info: [16] train-rmse:0.70875849865935803 [ Info: [17] train-rmse:0.65472639727478865 [ Info: [18] train-rmse:0.60951956649618999 [ Info: [19] train-rmse:0.55030472004127984 [ Info: [20] train-rmse:0.52713791886222516 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 2, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.02272075040662891 [ Info: [2] train-rmse:5.55274006303591428 [ Info: [3] train-rmse:4.59438120593855359 [ Info: [4] train-rmse:3.85911194807627744 [ Info: [5] train-rmse:3.36324078952472982 [ Info: [6] train-rmse:3.03829187409649304 [ Info: [7] train-rmse:2.78827474696383959 [ Info: [8] train-rmse:2.57255908908012998 [ Info: [9] train-rmse:2.41564860045189267 [ Info: [10] train-rmse:2.27420130234939677 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 3, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.92545232229423657 [ Info: [2] train-rmse:5.36654729479882864 [ Info: [3] train-rmse:4.30022501594207451 [ Info: [4] train-rmse:3.50793043547272987 [ Info: [5] train-rmse:2.95587997436566052 [ Info: [6] train-rmse:2.59982510772407416 [ Info: [7] train-rmse:2.29917775314845274 [ Info: [8] train-rmse:2.09856175591824456 [ Info: [9] train-rmse:1.92358019718973483 [ Info: [10] train-rmse:1.79721841433834584 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 3, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.87404460531824935 [ Info: [2] train-rmse:5.24662892071720766 [ Info: [3] train-rmse:4.10876420903112205 [ Info: [4] train-rmse:3.33441776353167629 [ Info: [5] train-rmse:2.75766526391135036 [ Info: [6] train-rmse:2.32818556681884870 [ Info: [7] train-rmse:1.99654473412112599 [ Info: [8] train-rmse:1.75625389454736669 [ Info: [9] train-rmse:1.57587261779173771 [ Info: [10] train-rmse:1.44727904202610835 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 3, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.83995350825539461 [ Info: [2] train-rmse:5.16357743022296845 [ Info: [3] train-rmse:3.98341016734268072 [ Info: [4] train-rmse:3.14513559468667125 [ Info: [5] train-rmse:2.54478610463033217 [ Info: [6] train-rmse:2.10300965803296203 [ Info: [7] train-rmse:1.76184043546417568 [ Info: [8] train-rmse:1.50089168629415348 [ Info: [9] train-rmse:1.30125162090952817 [ Info: [10] train-rmse:1.16036600913503940 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 3, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.02272075040662891 [ Info: [2] train-rmse:5.55274006303591428 [ Info: [3] train-rmse:4.59438120593855359 [ Info: [4] train-rmse:3.85911194807627744 [ Info: [5] train-rmse:3.36324078952472982 [ Info: [6] train-rmse:3.03829187409649304 [ Info: [7] train-rmse:2.78827474696383959 [ Info: [8] train-rmse:2.57255908908012998 [ Info: [9] train-rmse:2.41564860045189267 [ Info: [10] train-rmse:2.27420130234939677 [ Info: [11] train-rmse:2.18836764827166430 [ Info: [12] train-rmse:2.09397837342440241 [ Info: [13] train-rmse:2.03007384381925737 [ Info: [14] train-rmse:1.97211965296922576 [ Info: [15] train-rmse:1.88729686296196530 [ Info: [16] train-rmse:1.84466723557293744 [ Info: [17] train-rmse:1.81224414887058516 [ Info: [18] train-rmse:1.76924960347496607 [ Info: [19] train-rmse:1.71734315739095389 [ Info: [20] train-rmse:1.69324279412458334 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 3, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.92545232229423657 [ Info: [2] train-rmse:5.36654729479882864 [ Info: [3] train-rmse:4.30022501594207451 [ Info: [4] train-rmse:3.50793043547272987 [ Info: [5] train-rmse:2.95587997436566052 [ Info: [6] train-rmse:2.59982510772407416 [ Info: [7] train-rmse:2.29917775314845274 [ Info: [8] train-rmse:2.09856175591824456 [ Info: [9] train-rmse:1.92358019718973483 [ Info: [10] train-rmse:1.79721841433834584 [ Info: [11] train-rmse:1.70527509766337904 [ Info: [12] train-rmse:1.62204175736317713 [ Info: [13] train-rmse:1.57479055943703505 [ Info: [14] train-rmse:1.51372112131605308 [ Info: [15] train-rmse:1.48242746713784479 [ Info: [16] train-rmse:1.42949762943915282 [ Info: [17] train-rmse:1.38755253093590136 [ Info: [18] train-rmse:1.32667796128905602 [ Info: [19] train-rmse:1.27704471770434624 [ Info: [20] train-rmse:1.25448176087960905 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 3, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.87404460531824935 [ Info: [2] train-rmse:5.24662892071720766 [ Info: [3] train-rmse:4.10876420903112205 [ Info: [4] train-rmse:3.33441776353167629 [ Info: [5] train-rmse:2.75766526391135036 [ Info: [6] train-rmse:2.32818556681884870 [ Info: [7] train-rmse:1.99654473412112599 [ Info: [8] train-rmse:1.75625389454736669 [ Info: [9] train-rmse:1.57587261779173771 [ Info: [10] train-rmse:1.44727904202610835 [ Info: [11] train-rmse:1.34073733169861331 [ Info: [12] train-rmse:1.26391719402769342 [ Info: [13] train-rmse:1.20738057384410014 [ Info: [14] train-rmse:1.12824926407492887 [ Info: [15] train-rmse:1.05774633070088742 [ Info: [16] train-rmse:0.98696834447027926 [ Info: [17] train-rmse:0.94905871127674002 [ Info: [18] train-rmse:0.91861679242926397 [ Info: [19] train-rmse:0.85497610040475314 [ Info: [20] train-rmse:0.81566718901378421 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 3, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.83995350825539461 [ Info: [2] train-rmse:5.16357743022296845 [ Info: [3] train-rmse:3.98341016734268072 [ Info: [4] train-rmse:3.14513559468667125 [ Info: [5] train-rmse:2.54478610463033217 [ Info: [6] train-rmse:2.10300965803296203 [ Info: [7] train-rmse:1.76184043546417568 [ Info: [8] train-rmse:1.50089168629415348 [ Info: [9] train-rmse:1.30125162090952817 [ Info: [10] train-rmse:1.16036600913503940 [ Info: [11] train-rmse:1.04317456883011817 [ Info: [12] train-rmse:0.94900739467106143 [ Info: [13] train-rmse:0.88477883104332611 [ Info: [14] train-rmse:0.81589089582905316 [ Info: [15] train-rmse:0.75390758297617577 [ Info: [16] train-rmse:0.68518307310550475 [ Info: [17] train-rmse:0.64074443140476867 [ Info: [18] train-rmse:0.59177366574816104 [ Info: [19] train-rmse:0.55503929306140254 [ Info: [20] train-rmse:0.51252174358786096 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 3, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.20469741365642591 [ Info: [2] train-rmse:5.80976805569542520 [ Info: [3] train-rmse:4.81635058844577646 [ Info: [4] train-rmse:4.11549632644682362 [ Info: [5] train-rmse:3.60881847094790853 [ Info: [6] train-rmse:3.23013161321761810 [ Info: [7] train-rmse:2.93758658407001194 [ Info: [8] train-rmse:2.76789532070689903 [ Info: [9] train-rmse:2.59276726815000380 [ Info: [10] train-rmse:2.48573562027934836 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 4, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.03373095850731023 [ Info: [2] train-rmse:5.43020383302594123 [ Info: [3] train-rmse:4.37717346941254704 [ Info: [4] train-rmse:3.62256312105067790 [ Info: [5] train-rmse:3.07368684359452260 [ Info: [6] train-rmse:2.70130267399158042 [ Info: [7] train-rmse:2.40098367650085498 [ Info: [8] train-rmse:2.18748120243664657 [ Info: [9] train-rmse:2.03024602089510076 [ Info: [10] train-rmse:1.85789259213971403 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 4, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.98414780171888250 [ Info: [2] train-rmse:5.32079247238619502 [ Info: [3] train-rmse:4.16434183342403408 [ Info: [4] train-rmse:3.32593905974739057 [ Info: [5] train-rmse:2.71680962730247977 [ Info: [6] train-rmse:2.30642794196657785 [ Info: [7] train-rmse:1.98849412779625623 [ Info: [8] train-rmse:1.76551157625456878 [ Info: [9] train-rmse:1.59296487860433289 [ Info: [10] train-rmse:1.48684889840739531 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 4, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.94909227325199819 [ Info: [2] train-rmse:5.27074411538955001 [ Info: [3] train-rmse:4.04938189467237919 [ Info: [4] train-rmse:3.17211393756598037 [ Info: [5] train-rmse:2.53201418862771366 [ Info: [6] train-rmse:2.05849126853889164 [ Info: [7] train-rmse:1.70115654954074902 [ Info: [8] train-rmse:1.44605142621059146 [ Info: [9] train-rmse:1.25468056688760798 [ Info: [10] train-rmse:1.11230488820670215 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 4, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.20469741365642591 [ Info: [2] train-rmse:5.80976805569542520 [ Info: [3] train-rmse:4.81635058844577646 [ Info: [4] train-rmse:4.11549632644682362 [ Info: [5] train-rmse:3.60881847094790853 [ Info: [6] train-rmse:3.23013161321761810 [ Info: [7] train-rmse:2.93758658407001194 [ Info: [8] train-rmse:2.76789532070689903 [ Info: [9] train-rmse:2.59276726815000380 [ Info: [10] train-rmse:2.48573562027934836 [ Info: [11] train-rmse:2.36943338730068520 [ Info: [12] train-rmse:2.29368949888375839 [ Info: [13] train-rmse:2.24257924322453972 [ Info: [14] train-rmse:2.15578857723487749 [ Info: [15] train-rmse:2.08417124202278448 [ Info: [16] train-rmse:2.03610081020637335 [ Info: [17] train-rmse:1.98687219549617899 [ Info: [18] train-rmse:1.93921144176740157 [ Info: [19] train-rmse:1.91658482166539001 [ Info: [20] train-rmse:1.84438824800101875 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 4, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.03373095850731023 [ Info: [2] train-rmse:5.43020383302594123 [ Info: [3] train-rmse:4.37717346941254704 [ Info: [4] train-rmse:3.62256312105067790 [ Info: [5] train-rmse:3.07368684359452260 [ Info: [6] train-rmse:2.70130267399158042 [ Info: [7] train-rmse:2.40098367650085498 [ Info: [8] train-rmse:2.18748120243664657 [ Info: [9] train-rmse:2.03024602089510076 [ Info: [10] train-rmse:1.85789259213971403 [ Info: [11] train-rmse:1.75934691633315077 [ Info: [12] train-rmse:1.69257242729799118 [ Info: [13] train-rmse:1.59606783058008150 [ Info: [14] train-rmse:1.54879767177580230 [ Info: [15] train-rmse:1.49576233944931114 [ Info: [16] train-rmse:1.44869094579884883 [ Info: [17] train-rmse:1.41538958728640729 [ Info: [18] train-rmse:1.37228863251586408 [ Info: [19] train-rmse:1.32322715117677103 [ Info: [20] train-rmse:1.29134548848499509 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 4, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.98414780171888250 [ Info: [2] train-rmse:5.32079247238619502 [ Info: [3] train-rmse:4.16434183342403408 [ Info: [4] train-rmse:3.32593905974739057 [ Info: [5] train-rmse:2.71680962730247977 [ Info: [6] train-rmse:2.30642794196657785 [ Info: [7] train-rmse:1.98849412779625623 [ Info: [8] train-rmse:1.76551157625456878 [ Info: [9] train-rmse:1.59296487860433289 [ Info: [10] train-rmse:1.48684889840739531 [ Info: [11] train-rmse:1.38812395628028606 [ Info: [12] train-rmse:1.30648303148437361 [ Info: [13] train-rmse:1.19287540568902206 [ Info: [14] train-rmse:1.10761140134386071 [ Info: [15] train-rmse:1.04434082550109153 [ Info: [16] train-rmse:1.00701091472553594 [ Info: [17] train-rmse:0.92977973624241905 [ Info: [18] train-rmse:0.89184193224464847 [ Info: [19] train-rmse:0.85285164084887066 [ Info: [20] train-rmse:0.82146424610090896 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 4, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.94909227325199819 [ Info: [2] train-rmse:5.27074411538955001 [ Info: [3] train-rmse:4.04938189467237919 [ Info: [4] train-rmse:3.17211393756598037 [ Info: [5] train-rmse:2.53201418862771366 [ Info: [6] train-rmse:2.05849126853889164 [ Info: [7] train-rmse:1.70115654954074902 [ Info: [8] train-rmse:1.44605142621059146 [ Info: [9] train-rmse:1.25468056688760798 [ Info: [10] train-rmse:1.11230488820670215 [ Info: [11] train-rmse:0.99484406043579932 [ Info: [12] train-rmse:0.91121013294273223 [ Info: [13] train-rmse:0.83565608648279965 [ Info: [14] train-rmse:0.77990166683184547 [ Info: [15] train-rmse:0.72930369602088874 [ Info: [16] train-rmse:0.67598837801472988 [ Info: [17] train-rmse:0.64968877905812938 [ Info: [18] train-rmse:0.61263512000570086 [ Info: [19] train-rmse:0.58088839996078701 [ Info: [20] train-rmse:0.54945506345358952 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 4, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.24031379528033803 [ Info: [2] train-rmse:5.71322509995498429 [ Info: [3] train-rmse:4.63668583500611842 [ Info: [4] train-rmse:3.87649544482840192 [ Info: [5] train-rmse:3.37638374236260930 [ Info: [6] train-rmse:3.01954937094730136 [ Info: [7] train-rmse:2.77114931703808054 [ Info: [8] train-rmse:2.59994771730428242 [ Info: [9] train-rmse:2.46336469702687832 [ Info: [10] train-rmse:2.37971489232091704 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 5, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.07071972570729379 [ Info: [2] train-rmse:5.47119583532115605 [ Info: [3] train-rmse:4.36447615019514323 [ Info: [4] train-rmse:3.57075295970204065 [ Info: [5] train-rmse:3.02633158869594610 [ Info: [6] train-rmse:2.59909927924086093 [ Info: [7] train-rmse:2.33226007324688744 [ Info: [8] train-rmse:2.14159917690144885 [ Info: [9] train-rmse:2.01277962419839174 [ Info: [10] train-rmse:1.91028303472687400 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 5, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.01177594430361228 [ Info: [2] train-rmse:5.34471914975582330 [ Info: [3] train-rmse:4.17364683000134384 [ Info: [4] train-rmse:3.32037636962152183 [ Info: [5] train-rmse:2.72438235472369872 [ Info: [6] train-rmse:2.28148268017112033 [ Info: [7] train-rmse:1.95800835615224833 [ Info: [8] train-rmse:1.75137898302527484 [ Info: [9] train-rmse:1.57047117327688057 [ Info: [10] train-rmse:1.44863966770246022 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 5, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.97807138240944536 [ Info: [2] train-rmse:5.25296125526882562 [ Info: [3] train-rmse:4.04509716675803332 [ Info: [4] train-rmse:3.18920422752577837 [ Info: [5] train-rmse:2.53826357387463997 [ Info: [6] train-rmse:2.07828665809006008 [ Info: [7] train-rmse:1.74896389306159383 [ Info: [8] train-rmse:1.46427906084032267 [ Info: [9] train-rmse:1.29031881291849193 [ Info: [10] train-rmse:1.13845663810638498 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 5, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.24031379528033803 [ Info: [2] train-rmse:5.71322509995498429 [ Info: [3] train-rmse:4.63668583500611842 [ Info: [4] train-rmse:3.87649544482840192 [ Info: [5] train-rmse:3.37638374236260930 [ Info: [6] train-rmse:3.01954937094730136 [ Info: [7] train-rmse:2.77114931703808054 [ Info: [8] train-rmse:2.59994771730428242 [ Info: [9] train-rmse:2.46336469702687832 [ Info: [10] train-rmse:2.37971489232091704 [ Info: [11] train-rmse:2.26232139844014712 [ Info: [12] train-rmse:2.19980533815433787 [ Info: [13] train-rmse:2.11961779590851540 [ Info: [14] train-rmse:2.04723748381240878 [ Info: [15] train-rmse:1.97082799094439709 [ Info: [16] train-rmse:1.91998572273896961 [ Info: [17] train-rmse:1.88016468539551318 [ Info: [18] train-rmse:1.85079846162854400 [ Info: [19] train-rmse:1.81217525314795957 [ Info: [20] train-rmse:1.77311753190704047 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 5, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.07071972570729379 [ Info: [2] train-rmse:5.47119583532115605 [ Info: [3] train-rmse:4.36447615019514323 [ Info: [4] train-rmse:3.57075295970204065 [ Info: [5] train-rmse:3.02633158869594610 [ Info: [6] train-rmse:2.59909927924086093 [ Info: [7] train-rmse:2.33226007324688744 [ Info: [8] train-rmse:2.14159917690144885 [ Info: [9] train-rmse:2.01277962419839174 [ Info: [10] train-rmse:1.91028303472687400 [ Info: [11] train-rmse:1.81165602015457305 [ Info: [12] train-rmse:1.72987977744080412 [ Info: [13] train-rmse:1.62363065976219101 [ Info: [14] train-rmse:1.55474424444614212 [ Info: [15] train-rmse:1.50232654724016235 [ Info: [16] train-rmse:1.46300420501636319 [ Info: [17] train-rmse:1.42269958061780999 [ Info: [18] train-rmse:1.37697075231363519 [ Info: [19] train-rmse:1.32206791064721774 [ Info: [20] train-rmse:1.27766033758012876 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 5, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.01177594430361228 [ Info: [2] train-rmse:5.34471914975582330 [ Info: [3] train-rmse:4.17364683000134384 [ Info: [4] train-rmse:3.32037636962152183 [ Info: [5] train-rmse:2.72438235472369872 [ Info: [6] train-rmse:2.28148268017112033 [ Info: [7] train-rmse:1.95800835615224833 [ Info: [8] train-rmse:1.75137898302527484 [ Info: [9] train-rmse:1.57047117327688057 [ Info: [10] train-rmse:1.44863966770246022 [ Info: [11] train-rmse:1.35886133318127511 [ Info: [12] train-rmse:1.25121627964109550 [ Info: [13] train-rmse:1.18286685234667610 [ Info: [14] train-rmse:1.09645057683135705 [ Info: [15] train-rmse:1.04549231604813264 [ Info: [16] train-rmse:0.99087908526346924 [ Info: [17] train-rmse:0.92983286412319333 [ Info: [18] train-rmse:0.88481682468517342 [ Info: [19] train-rmse:0.83567254564606941 [ Info: [20] train-rmse:0.78893906711920125 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 5, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.97807138240944536 [ Info: [2] train-rmse:5.25296125526882562 [ Info: [3] train-rmse:4.04509716675803332 [ Info: [4] train-rmse:3.18920422752577837 [ Info: [5] train-rmse:2.53826357387463997 [ Info: [6] train-rmse:2.07828665809006008 [ Info: [7] train-rmse:1.74896389306159383 [ Info: [8] train-rmse:1.46427906084032267 [ Info: [9] train-rmse:1.29031881291849193 [ Info: [10] train-rmse:1.13845663810638498 [ Info: [11] train-rmse:1.02896774793393475 [ Info: [12] train-rmse:0.91504854808147795 [ Info: [13] train-rmse:0.84743994751525853 [ Info: [14] train-rmse:0.78743264430441295 [ Info: [15] train-rmse:0.74162631216962138 [ Info: [16] train-rmse:0.67555906696874812 [ Info: [17] train-rmse:0.63729321924316917 [ Info: [18] train-rmse:0.59380570278447786 [ Info: [19] train-rmse:0.54373825538807186 [ Info: [20] train-rmse:0.52371967993119029 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 5, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.80152396686448490 [ Info: [2] train-rmse:5.40316071269957909 [ Info: [3] train-rmse:4.42028017483956237 [ Info: [4] train-rmse:3.79729562500654882 [ Info: [5] train-rmse:3.30975814143162372 [ Info: [6] train-rmse:2.98811604672292574 [ Info: [7] train-rmse:2.74788703412620894 [ Info: [8] train-rmse:2.57452005241934367 [ Info: [9] train-rmse:2.44654284986346626 [ Info: [10] train-rmse:2.33471844643775306 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 6, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.65080889172160106 [ Info: [2] train-rmse:5.16906178311120801 [ Info: [3] train-rmse:4.13906392706992410 [ Info: [4] train-rmse:3.41649304961393563 [ Info: [5] train-rmse:2.88958755335119033 [ Info: [6] train-rmse:2.53875874471297758 [ Info: [7] train-rmse:2.30477774736364482 [ Info: [8] train-rmse:2.11715858400448065 [ Info: [9] train-rmse:1.98859582929378598 [ Info: [10] train-rmse:1.90046201724085217 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 6, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.59955135125050418 [ Info: [2] train-rmse:5.05978573835784484 [ Info: [3] train-rmse:3.96666058238339314 [ Info: [4] train-rmse:3.20140112743354877 [ Info: [5] train-rmse:2.64428291965334328 [ Info: [6] train-rmse:2.25410121051426549 [ Info: [7] train-rmse:1.93941042558469867 [ Info: [8] train-rmse:1.68175215300231851 [ Info: [9] train-rmse:1.53031568906763060 [ Info: [10] train-rmse:1.40370861714103023 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 6, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.56064372596507095 [ Info: [2] train-rmse:4.98013412423132618 [ Info: [3] train-rmse:3.84862541947490033 [ Info: [4] train-rmse:3.02490937449721731 [ Info: [5] train-rmse:2.45077675033808884 [ Info: [6] train-rmse:2.01120748669467408 [ Info: [7] train-rmse:1.69840894068492143 [ Info: [8] train-rmse:1.43155284133794658 [ Info: [9] train-rmse:1.25750274282315089 [ Info: [10] train-rmse:1.09795182833818661 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 6, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.80152396686448490 [ Info: [2] train-rmse:5.40316071269957909 [ Info: [3] train-rmse:4.42028017483956237 [ Info: [4] train-rmse:3.79729562500654882 [ Info: [5] train-rmse:3.30975814143162372 [ Info: [6] train-rmse:2.98811604672292574 [ Info: [7] train-rmse:2.74788703412620894 [ Info: [8] train-rmse:2.57452005241934367 [ Info: [9] train-rmse:2.44654284986346626 [ Info: [10] train-rmse:2.33471844643775306 [ Info: [11] train-rmse:2.25293825133428127 [ Info: [12] train-rmse:2.19420432740163251 [ Info: [13] train-rmse:2.14526227506147471 [ Info: [14] train-rmse:2.08307972994734447 [ Info: [15] train-rmse:2.03592169201325657 [ Info: [16] train-rmse:1.98758563378664288 [ Info: [17] train-rmse:1.95146835848167410 [ Info: [18] train-rmse:1.92662058500233901 [ Info: [19] train-rmse:1.87617150415246647 [ Info: [20] train-rmse:1.83324510531816753 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 6, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.65080889172160106 [ Info: [2] train-rmse:5.16906178311120801 [ Info: [3] train-rmse:4.13906392706992410 [ Info: [4] train-rmse:3.41649304961393563 [ Info: [5] train-rmse:2.88958755335119033 [ Info: [6] train-rmse:2.53875874471297758 [ Info: [7] train-rmse:2.30477774736364482 [ Info: [8] train-rmse:2.11715858400448065 [ Info: [9] train-rmse:1.98859582929378598 [ Info: [10] train-rmse:1.90046201724085217 [ Info: [11] train-rmse:1.79613891514159896 [ Info: [12] train-rmse:1.71831107014055040 [ Info: [13] train-rmse:1.65224154962226644 [ Info: [14] train-rmse:1.59290884468562055 [ Info: [15] train-rmse:1.54423020373144237 [ Info: [16] train-rmse:1.49170286101781602 [ Info: [17] train-rmse:1.46218187125279986 [ Info: [18] train-rmse:1.43202053761523840 [ Info: [19] train-rmse:1.41036596042079232 [ Info: [20] train-rmse:1.37369424665524464 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 6, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.59955135125050418 [ Info: [2] train-rmse:5.05978573835784484 [ Info: [3] train-rmse:3.96666058238339314 [ Info: [4] train-rmse:3.20140112743354877 [ Info: [5] train-rmse:2.64428291965334328 [ Info: [6] train-rmse:2.25410121051426549 [ Info: [7] train-rmse:1.93941042558469867 [ Info: [8] train-rmse:1.68175215300231851 [ Info: [9] train-rmse:1.53031568906763060 [ Info: [10] train-rmse:1.40370861714103023 [ Info: [11] train-rmse:1.29365544994789805 [ Info: [12] train-rmse:1.20352695561382017 [ Info: [13] train-rmse:1.11156453210340578 [ Info: [14] train-rmse:1.03620525503487682 [ Info: [15] train-rmse:0.97535596735810182 [ Info: [16] train-rmse:0.90392707947475881 [ Info: [17] train-rmse:0.86806581911302216 [ Info: [18] train-rmse:0.83772321135203365 [ Info: [19] train-rmse:0.80837990068096854 [ Info: [20] train-rmse:0.78769071565110016 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 6, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.56064372596507095 [ Info: [2] train-rmse:4.98013412423132618 [ Info: [3] train-rmse:3.84862541947490033 [ Info: [4] train-rmse:3.02490937449721731 [ Info: [5] train-rmse:2.45077675033808884 [ Info: [6] train-rmse:2.01120748669467408 [ Info: [7] train-rmse:1.69840894068492143 [ Info: [8] train-rmse:1.43155284133794658 [ Info: [9] train-rmse:1.25750274282315089 [ Info: [10] train-rmse:1.09795182833818661 [ Info: [11] train-rmse:0.98763052110384797 [ Info: [12] train-rmse:0.90503903169775912 [ Info: [13] train-rmse:0.84776992266714768 [ Info: [14] train-rmse:0.74739325155345127 [ Info: [15] train-rmse:0.69245269965934864 [ Info: [16] train-rmse:0.63876863621300550 [ Info: [17] train-rmse:0.58569384778989109 [ Info: [18] train-rmse:0.55477601429723322 [ Info: [19] train-rmse:0.53722949975963064 [ Info: [20] train-rmse:0.50578334786112189 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 6, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.31953073114767605 [ Info: [2] train-rmse:5.80190467555028810 [ Info: [3] train-rmse:4.74203174044509446 [ Info: [4] train-rmse:4.00005849904124311 [ Info: [5] train-rmse:3.46107250849079451 [ Info: [6] train-rmse:3.11274569456167205 [ Info: [7] train-rmse:2.86845262347900620 [ Info: [8] train-rmse:2.69755801434617437 [ Info: [9] train-rmse:2.56088830367109965 [ Info: [10] train-rmse:2.44776996246649592 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 7, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.22295475438866230 [ Info: [2] train-rmse:5.57187048659933737 [ Info: [3] train-rmse:4.45071507085139295 [ Info: [4] train-rmse:3.61154734825369550 [ Info: [5] train-rmse:3.04193750715535494 [ Info: [6] train-rmse:2.64521768883611585 [ Info: [7] train-rmse:2.34684845003188114 [ Info: [8] train-rmse:2.15198238064691871 [ Info: [9] train-rmse:1.98957298685885298 [ Info: [10] train-rmse:1.85091953836344980 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 7, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.16470907474585239 [ Info: [2] train-rmse:5.44661151819547484 [ Info: [3] train-rmse:4.24151574488429439 [ Info: [4] train-rmse:3.37027140594637409 [ Info: [5] train-rmse:2.74965582189661406 [ Info: [6] train-rmse:2.30727556542222212 [ Info: [7] train-rmse:2.01217858482516210 [ Info: [8] train-rmse:1.77174452237460045 [ Info: [9] train-rmse:1.56671797292464721 [ Info: [10] train-rmse:1.42364805257958249 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 7, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.12811070780147205 [ Info: [2] train-rmse:5.38338104280010477 [ Info: [3] train-rmse:4.12950584054207592 [ Info: [4] train-rmse:3.22551344159031439 [ Info: [5] train-rmse:2.58529275200816544 [ Info: [6] train-rmse:2.06314200563279737 [ Info: [7] train-rmse:1.68080140596184435 [ Info: [8] train-rmse:1.42396629437366906 [ Info: [9] train-rmse:1.22703929707481274 [ Info: [10] train-rmse:1.06922232512061077 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 7, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.31953073114767605 [ Info: [2] train-rmse:5.80190467555028810 [ Info: [3] train-rmse:4.74203174044509446 [ Info: [4] train-rmse:4.00005849904124311 [ Info: [5] train-rmse:3.46107250849079451 [ Info: [6] train-rmse:3.11274569456167205 [ Info: [7] train-rmse:2.86845262347900620 [ Info: [8] train-rmse:2.69755801434617437 [ Info: [9] train-rmse:2.56088830367109965 [ Info: [10] train-rmse:2.44776996246649592 [ Info: [11] train-rmse:2.31341630026577061 [ Info: [12] train-rmse:2.23496241650696970 [ Info: [13] train-rmse:2.16744804063197405 [ Info: [14] train-rmse:2.08743150845062875 [ Info: [15] train-rmse:2.03409312064467018 [ Info: [16] train-rmse:1.96148695458722511 [ Info: [17] train-rmse:1.92250657810946057 [ Info: [18] train-rmse:1.88547202164939809 [ Info: [19] train-rmse:1.82674326661194431 [ Info: [20] train-rmse:1.79426688781980848 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 7, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.22295475438866230 [ Info: [2] train-rmse:5.57187048659933737 [ Info: [3] train-rmse:4.45071507085139295 [ Info: [4] train-rmse:3.61154734825369550 [ Info: [5] train-rmse:3.04193750715535494 [ Info: [6] train-rmse:2.64521768883611585 [ Info: [7] train-rmse:2.34684845003188114 [ Info: [8] train-rmse:2.15198238064691871 [ Info: [9] train-rmse:1.98957298685885298 [ Info: [10] train-rmse:1.85091953836344980 [ Info: [11] train-rmse:1.75271792562834716 [ Info: [12] train-rmse:1.63094061767838583 [ Info: [13] train-rmse:1.57546295229129107 [ Info: [14] train-rmse:1.49911903433370708 [ Info: [15] train-rmse:1.45555032775288740 [ Info: [16] train-rmse:1.39645287495438075 [ Info: [17] train-rmse:1.34567370808778475 [ Info: [18] train-rmse:1.32883942079418960 [ Info: [19] train-rmse:1.29189433166391754 [ Info: [20] train-rmse:1.27397036902515137 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 7, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.16470907474585239 [ Info: [2] train-rmse:5.44661151819547484 [ Info: [3] train-rmse:4.24151574488429439 [ Info: [4] train-rmse:3.37027140594637409 [ Info: [5] train-rmse:2.74965582189661406 [ Info: [6] train-rmse:2.30727556542222212 [ Info: [7] train-rmse:2.01217858482516210 [ Info: [8] train-rmse:1.77174452237460045 [ Info: [9] train-rmse:1.56671797292464721 [ Info: [10] train-rmse:1.42364805257958249 [ Info: [11] train-rmse:1.29482463871914955 [ Info: [12] train-rmse:1.19850487429140795 [ Info: [13] train-rmse:1.12491985845319342 [ Info: [14] train-rmse:1.07802778868286797 [ Info: [15] train-rmse:1.01602258793220246 [ Info: [16] train-rmse:0.96835203100740674 [ Info: [17] train-rmse:0.90718176740701628 [ Info: [18] train-rmse:0.88028304651009581 [ Info: [19] train-rmse:0.83330935584060406 [ Info: [20] train-rmse:0.79958166428584487 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 7, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.12811070780147205 [ Info: [2] train-rmse:5.38338104280010477 [ Info: [3] train-rmse:4.12950584054207592 [ Info: [4] train-rmse:3.22551344159031439 [ Info: [5] train-rmse:2.58529275200816544 [ Info: [6] train-rmse:2.06314200563279737 [ Info: [7] train-rmse:1.68080140596184435 [ Info: [8] train-rmse:1.42396629437366906 [ Info: [9] train-rmse:1.22703929707481274 [ Info: [10] train-rmse:1.06922232512061077 [ Info: [11] train-rmse:0.98235334016939446 [ Info: [12] train-rmse:0.91110236811621925 [ Info: [13] train-rmse:0.81229027619325722 [ Info: [14] train-rmse:0.73725760098001625 [ Info: [15] train-rmse:0.66395261781341797 [ Info: [16] train-rmse:0.59839550960982646 [ Info: [17] train-rmse:0.57555280292710620 [ Info: [18] train-rmse:0.53460887721947714 [ Info: [19] train-rmse:0.51163978896197415 [ Info: [20] train-rmse:0.50019368108051043 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 7, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.26092298375427614 [ Info: [2] train-rmse:5.73619337270183038 [ Info: [3] train-rmse:4.67645258273979625 [ Info: [4] train-rmse:3.97228885237894280 [ Info: [5] train-rmse:3.43308694772634393 [ Info: [6] train-rmse:3.07254750376943342 [ Info: [7] train-rmse:2.84169517912765457 [ Info: [8] train-rmse:2.60148256912553277 [ Info: [9] train-rmse:2.45658068790661899 [ Info: [10] train-rmse:2.34013597694987041 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 8, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.12861412664937166 [ Info: [2] train-rmse:5.47969566511304063 [ Info: [3] train-rmse:4.33936518710862451 [ Info: [4] train-rmse:3.52365299072954752 [ Info: [5] train-rmse:2.95741918634435708 [ Info: [6] train-rmse:2.56495219177709055 [ Info: [7] train-rmse:2.30435175383306934 [ Info: [8] train-rmse:2.06476093236157165 [ Info: [9] train-rmse:1.89683730303080700 [ Info: [10] train-rmse:1.78471903342342464 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 8, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.06184177373055455 [ Info: [2] train-rmse:5.35025346422945525 [ Info: [3] train-rmse:4.16880042065631784 [ Info: [4] train-rmse:3.35678320278507059 [ Info: [5] train-rmse:2.80062860607804343 [ Info: [6] train-rmse:2.36761127684877071 [ Info: [7] train-rmse:2.05713789413280823 [ Info: [8] train-rmse:1.81113390759491044 [ Info: [9] train-rmse:1.62918810973105099 [ Info: [10] train-rmse:1.49202824172615167 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 8, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.04321382993210410 [ Info: [2] train-rmse:5.31235761211494584 [ Info: [3] train-rmse:4.07365810502112158 [ Info: [4] train-rmse:3.22349863622696198 [ Info: [5] train-rmse:2.61581084998410152 [ Info: [6] train-rmse:2.14766517120856149 [ Info: [7] train-rmse:1.79512187109618626 [ Info: [8] train-rmse:1.51697295158038847 [ Info: [9] train-rmse:1.32751851104910523 [ Info: [10] train-rmse:1.19484842197743291 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 8, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.26092298375427614 [ Info: [2] train-rmse:5.73619337270183038 [ Info: [3] train-rmse:4.67645258273979625 [ Info: [4] train-rmse:3.97228885237894280 [ Info: [5] train-rmse:3.43308694772634393 [ Info: [6] train-rmse:3.07254750376943342 [ Info: [7] train-rmse:2.84169517912765457 [ Info: [8] train-rmse:2.60148256912553277 [ Info: [9] train-rmse:2.45658068790661899 [ Info: [10] train-rmse:2.34013597694987041 [ Info: [11] train-rmse:2.23594925775259812 [ Info: [12] train-rmse:2.13364445087205024 [ Info: [13] train-rmse:2.05936417313670672 [ Info: [14] train-rmse:2.00396877256736339 [ Info: [15] train-rmse:1.95548678314810376 [ Info: [16] train-rmse:1.90700656301387350 [ Info: [17] train-rmse:1.85730091989993973 [ Info: [18] train-rmse:1.81614793635467153 [ Info: [19] train-rmse:1.78826356249671159 [ Info: [20] train-rmse:1.76167462101421757 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 8, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.12861412664937166 [ Info: [2] train-rmse:5.47969566511304063 [ Info: [3] train-rmse:4.33936518710862451 [ Info: [4] train-rmse:3.52365299072954752 [ Info: [5] train-rmse:2.95741918634435708 [ Info: [6] train-rmse:2.56495219177709055 [ Info: [7] train-rmse:2.30435175383306934 [ Info: [8] train-rmse:2.06476093236157165 [ Info: [9] train-rmse:1.89683730303080700 [ Info: [10] train-rmse:1.78471903342342464 [ Info: [11] train-rmse:1.70000938442218241 [ Info: [12] train-rmse:1.64752973600105479 [ Info: [13] train-rmse:1.56790820194885883 [ Info: [14] train-rmse:1.50739397046854973 [ Info: [15] train-rmse:1.46577622223355353 [ Info: [16] train-rmse:1.43354576791357013 [ Info: [17] train-rmse:1.35872422000497983 [ Info: [18] train-rmse:1.32740416451939192 [ Info: [19] train-rmse:1.30333664312680009 [ Info: [20] train-rmse:1.28673071135895523 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 8, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.06184177373055455 [ Info: [2] train-rmse:5.35025346422945525 [ Info: [3] train-rmse:4.16880042065631784 [ Info: [4] train-rmse:3.35678320278507059 [ Info: [5] train-rmse:2.80062860607804343 [ Info: [6] train-rmse:2.36761127684877071 [ Info: [7] train-rmse:2.05713789413280823 [ Info: [8] train-rmse:1.81113390759491044 [ Info: [9] train-rmse:1.62918810973105099 [ Info: [10] train-rmse:1.49202824172615167 [ Info: [11] train-rmse:1.40247414249234792 [ Info: [12] train-rmse:1.29559964640385572 [ Info: [13] train-rmse:1.22883745947939493 [ Info: [14] train-rmse:1.16594989493597812 [ Info: [15] train-rmse:1.09144331111503456 [ Info: [16] train-rmse:1.04375808899059774 [ Info: [17] train-rmse:1.01410545740382996 [ Info: [18] train-rmse:0.97931683907479317 [ Info: [19] train-rmse:0.90438413042418497 [ Info: [20] train-rmse:0.88101665179219280 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 8, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.04321382993210410 [ Info: [2] train-rmse:5.31235761211494584 [ Info: [3] train-rmse:4.07365810502112158 [ Info: [4] train-rmse:3.22349863622696198 [ Info: [5] train-rmse:2.61581084998410152 [ Info: [6] train-rmse:2.14766517120856149 [ Info: [7] train-rmse:1.79512187109618626 [ Info: [8] train-rmse:1.51697295158038847 [ Info: [9] train-rmse:1.32751851104910523 [ Info: [10] train-rmse:1.19484842197743291 [ Info: [11] train-rmse:1.08380420848858106 [ Info: [12] train-rmse:0.97179033355432276 [ Info: [13] train-rmse:0.89520085884282863 [ Info: [14] train-rmse:0.84227664153635984 [ Info: [15] train-rmse:0.75999123464349461 [ Info: [16] train-rmse:0.72114510375203977 [ Info: [17] train-rmse:0.68142150322150241 [ Info: [18] train-rmse:0.63298175951293267 [ Info: [19] train-rmse:0.57103427316116917 [ Info: [20] train-rmse:0.55067328152303685 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 8, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.91600618120763144 [ Info: [2] train-rmse:5.58015415209626742 [ Info: [3] train-rmse:4.65029070219887242 [ Info: [4] train-rmse:3.89748107628037266 [ Info: [5] train-rmse:3.45087546740381113 [ Info: [6] train-rmse:3.15252215829285642 [ Info: [7] train-rmse:2.90302238013025082 [ Info: [8] train-rmse:2.74429430204617475 [ Info: [9] train-rmse:2.58921426311358216 [ Info: [10] train-rmse:2.44032604574306378 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 9, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.80613791289703229 [ Info: [2] train-rmse:5.29544726217539896 [ Info: [3] train-rmse:4.24632415352348680 [ Info: [4] train-rmse:3.55405377578971704 [ Info: [5] train-rmse:2.99578108260944020 [ Info: [6] train-rmse:2.63217350529049110 [ Info: [7] train-rmse:2.36678018443110494 [ Info: [8] train-rmse:2.17278562868533021 [ Info: [9] train-rmse:2.02995747787055336 [ Info: [10] train-rmse:1.89459008913795968 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 9, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.74844924862179596 [ Info: [2] train-rmse:5.19196992099676358 [ Info: [3] train-rmse:4.06115378900084512 [ Info: [4] train-rmse:3.26737534437224397 [ Info: [5] train-rmse:2.65219867913004315 [ Info: [6] train-rmse:2.24530960724370177 [ Info: [7] train-rmse:1.93966492825231085 [ Info: [8] train-rmse:1.70596833823055127 [ Info: [9] train-rmse:1.55429872580179396 [ Info: [10] train-rmse:1.38146887021178078 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 9, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.71528635307323452 [ Info: [2] train-rmse:5.11495706653740001 [ Info: [3] train-rmse:3.97469038945841513 [ Info: [4] train-rmse:3.11597066078240648 [ Info: [5] train-rmse:2.49412689787238806 [ Info: [6] train-rmse:2.05439697746083372 [ Info: [7] train-rmse:1.72973927169227149 [ Info: [8] train-rmse:1.44472262223936809 [ Info: [9] train-rmse:1.24015328363723132 [ Info: [10] train-rmse:1.10619694861382611 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 9, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.91600618120763144 [ Info: [2] train-rmse:5.58015415209626742 [ Info: [3] train-rmse:4.65029070219887242 [ Info: [4] train-rmse:3.89748107628037266 [ Info: [5] train-rmse:3.45087546740381113 [ Info: [6] train-rmse:3.15252215829285642 [ Info: [7] train-rmse:2.90302238013025082 [ Info: [8] train-rmse:2.74429430204617475 [ Info: [9] train-rmse:2.58921426311358216 [ Info: [10] train-rmse:2.44032604574306378 [ Info: [11] train-rmse:2.34802437889259918 [ Info: [12] train-rmse:2.26784167269953185 [ Info: [13] train-rmse:2.18990903737784937 [ Info: [14] train-rmse:2.13339781190024480 [ Info: [15] train-rmse:2.08882278462077142 [ Info: [16] train-rmse:2.02790244437548539 [ Info: [17] train-rmse:1.97522083558312023 [ Info: [18] train-rmse:1.94578573294415880 [ Info: [19] train-rmse:1.89413360372896977 [ Info: [20] train-rmse:1.85391117990710597 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 9, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.80613791289703229 [ Info: [2] train-rmse:5.29544726217539896 [ Info: [3] train-rmse:4.24632415352348680 [ Info: [4] train-rmse:3.55405377578971704 [ Info: [5] train-rmse:2.99578108260944020 [ Info: [6] train-rmse:2.63217350529049110 [ Info: [7] train-rmse:2.36678018443110494 [ Info: [8] train-rmse:2.17278562868533021 [ Info: [9] train-rmse:2.02995747787055336 [ Info: [10] train-rmse:1.89459008913795968 [ Info: [11] train-rmse:1.81161036019470978 [ Info: [12] train-rmse:1.74902621452428364 [ Info: [13] train-rmse:1.66633509495928767 [ Info: [14] train-rmse:1.58641094839986252 [ Info: [15] train-rmse:1.53878513563429187 [ Info: [16] train-rmse:1.45342837266758029 [ Info: [17] train-rmse:1.37997488272443758 [ Info: [18] train-rmse:1.34762294436077057 [ Info: [19] train-rmse:1.30879588208345621 [ Info: [20] train-rmse:1.27545174833230690 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 9, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.74844924862179596 [ Info: [2] train-rmse:5.19196992099676358 [ Info: [3] train-rmse:4.06115378900084512 [ Info: [4] train-rmse:3.26737534437224397 [ Info: [5] train-rmse:2.65219867913004315 [ Info: [6] train-rmse:2.24530960724370177 [ Info: [7] train-rmse:1.93966492825231085 [ Info: [8] train-rmse:1.70596833823055127 [ Info: [9] train-rmse:1.55429872580179396 [ Info: [10] train-rmse:1.38146887021178078 [ Info: [11] train-rmse:1.29316060886572415 [ Info: [12] train-rmse:1.19149881847844141 [ Info: [13] train-rmse:1.11341485374887461 [ Info: [14] train-rmse:1.04547050615301562 [ Info: [15] train-rmse:0.98477321361949310 [ Info: [16] train-rmse:0.94649838091393845 [ Info: [17] train-rmse:0.91112709995263652 [ Info: [18] train-rmse:0.87928324434955563 [ Info: [19] train-rmse:0.85245225463538399 [ Info: [20] train-rmse:0.81707286270366764 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 9, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.71528635307323452 [ Info: [2] train-rmse:5.11495706653740001 [ Info: [3] train-rmse:3.97469038945841513 [ Info: [4] train-rmse:3.11597066078240648 [ Info: [5] train-rmse:2.49412689787238806 [ Info: [6] train-rmse:2.05439697746083372 [ Info: [7] train-rmse:1.72973927169227149 [ Info: [8] train-rmse:1.44472262223936809 [ Info: [9] train-rmse:1.24015328363723132 [ Info: [10] train-rmse:1.10619694861382611 [ Info: [11] train-rmse:0.98474256932523363 [ Info: [12] train-rmse:0.88688019516023497 [ Info: [13] train-rmse:0.80594273260317606 [ Info: [14] train-rmse:0.75250249917959744 [ Info: [15] train-rmse:0.70887107629537160 [ Info: [16] train-rmse:0.67454281456271348 [ Info: [17] train-rmse:0.60818510608109022 [ Info: [18] train-rmse:0.57723524489381806 [ Info: [19] train-rmse:0.55180632140712660 [ Info: [20] train-rmse:0.52187961733088484 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 9, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.32665314799126133 [ Info: [2] train-rmse:5.83325334771215331 [ Info: [3] train-rmse:4.73699813352788723 [ Info: [4] train-rmse:4.01361701779181601 [ Info: [5] train-rmse:3.46957205141390324 [ Info: [6] train-rmse:3.12665062214059031 [ Info: [7] train-rmse:2.90360931620143692 [ Info: [8] train-rmse:2.71357195912392379 [ Info: [9] train-rmse:2.52799273313224360 [ Info: [10] train-rmse:2.39578321941018624 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 10, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.18429494702528881 [ Info: [2] train-rmse:5.55408651391977859 [ Info: [3] train-rmse:4.46314001741768340 [ Info: [4] train-rmse:3.64253506077702971 [ Info: [5] train-rmse:3.11383065028788275 [ Info: [6] train-rmse:2.70265258702367284 [ Info: [7] train-rmse:2.41923674937148592 [ Info: [8] train-rmse:2.17265722789539373 [ Info: [9] train-rmse:2.03776651697989131 [ Info: [10] train-rmse:1.91996012585696740 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 10, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.11583191798122527 [ Info: [2] train-rmse:5.42635508019595658 [ Info: [3] train-rmse:4.24298340312567746 [ Info: [4] train-rmse:3.40733721640884202 [ Info: [5] train-rmse:2.77020292193389261 [ Info: [6] train-rmse:2.32750807435110518 [ Info: [7] train-rmse:2.01568354570587349 [ Info: [8] train-rmse:1.79228517220392325 [ Info: [9] train-rmse:1.61762179844678533 [ Info: [10] train-rmse:1.50751417178634006 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 10, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.07917747414231435 [ Info: [2] train-rmse:5.35024044374693197 [ Info: [3] train-rmse:4.11915488490880044 [ Info: [4] train-rmse:3.22276695205256791 [ Info: [5] train-rmse:2.58905614432082798 [ Info: [6] train-rmse:2.11553010603834224 [ Info: [7] train-rmse:1.78312961005166537 [ Info: [8] train-rmse:1.52693931843901720 [ Info: [9] train-rmse:1.32270346422940932 [ Info: [10] train-rmse:1.16694998698137709 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 10, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.32665314799126133 [ Info: [2] train-rmse:5.83325334771215331 [ Info: [3] train-rmse:4.73699813352788723 [ Info: [4] train-rmse:4.01361701779181601 [ Info: [5] train-rmse:3.46957205141390324 [ Info: [6] train-rmse:3.12665062214059031 [ Info: [7] train-rmse:2.90360931620143692 [ Info: [8] train-rmse:2.71357195912392379 [ Info: [9] train-rmse:2.52799273313224360 [ Info: [10] train-rmse:2.39578321941018624 [ Info: [11] train-rmse:2.28584815779145600 [ Info: [12] train-rmse:2.20422070320553010 [ Info: [13] train-rmse:2.12444441087030578 [ Info: [14] train-rmse:2.06108375338681871 [ Info: [15] train-rmse:2.01102649517211507 [ Info: [16] train-rmse:1.95820303042173305 [ Info: [17] train-rmse:1.91072157987100866 [ Info: [18] train-rmse:1.87696071278251719 [ Info: [19] train-rmse:1.83654634602931166 [ Info: [20] train-rmse:1.78924140224681216 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 10, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.18429494702528881 [ Info: [2] train-rmse:5.55408651391977859 [ Info: [3] train-rmse:4.46314001741768340 [ Info: [4] train-rmse:3.64253506077702971 [ Info: [5] train-rmse:3.11383065028788275 [ Info: [6] train-rmse:2.70265258702367284 [ Info: [7] train-rmse:2.41923674937148592 [ Info: [8] train-rmse:2.17265722789539373 [ Info: [9] train-rmse:2.03776651697989131 [ Info: [10] train-rmse:1.91996012585696740 [ Info: [11] train-rmse:1.82784655309071842 [ Info: [12] train-rmse:1.74865992206863230 [ Info: [13] train-rmse:1.69867443783002980 [ Info: [14] train-rmse:1.63403763588457052 [ Info: [15] train-rmse:1.55972999438940207 [ Info: [16] train-rmse:1.49778368431001474 [ Info: [17] train-rmse:1.42833684783496739 [ Info: [18] train-rmse:1.37227684008030626 [ Info: [19] train-rmse:1.32495140522229060 [ Info: [20] train-rmse:1.30287605889889924 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 10, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.11583191798122527 [ Info: [2] train-rmse:5.42635508019595658 [ Info: [3] train-rmse:4.24298340312567746 [ Info: [4] train-rmse:3.40733721640884202 [ Info: [5] train-rmse:2.77020292193389261 [ Info: [6] train-rmse:2.32750807435110518 [ Info: [7] train-rmse:2.01568354570587349 [ Info: [8] train-rmse:1.79228517220392325 [ Info: [9] train-rmse:1.61762179844678533 [ Info: [10] train-rmse:1.50751417178634006 [ Info: [11] train-rmse:1.40982446831526853 [ Info: [12] train-rmse:1.33984416690907593 [ Info: [13] train-rmse:1.26089339666577205 [ Info: [14] train-rmse:1.21633607105981567 [ Info: [15] train-rmse:1.16669591806357986 [ Info: [16] train-rmse:1.13268425721191091 [ Info: [17] train-rmse:1.06778447106828711 [ Info: [18] train-rmse:0.98459505568304750 [ Info: [19] train-rmse:0.95740908243187783 [ Info: [20] train-rmse:0.88190554490599782 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 10, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.07917747414231435 [ Info: [2] train-rmse:5.35024044374693197 [ Info: [3] train-rmse:4.11915488490880044 [ Info: [4] train-rmse:3.22276695205256791 [ Info: [5] train-rmse:2.58905614432082798 [ Info: [6] train-rmse:2.11553010603834224 [ Info: [7] train-rmse:1.78312961005166537 [ Info: [8] train-rmse:1.52693931843901720 [ Info: [9] train-rmse:1.32270346422940932 [ Info: [10] train-rmse:1.16694998698137709 [ Info: [11] train-rmse:1.05743853601237037 [ Info: [12] train-rmse:0.96875903152018183 [ Info: [13] train-rmse:0.90741612206540079 [ Info: [14] train-rmse:0.84513814338159421 [ Info: [15] train-rmse:0.80316245841391598 [ Info: [16] train-rmse:0.75252362207512125 [ Info: [17] train-rmse:0.69991638478363216 [ Info: [18] train-rmse:0.64785717344478233 [ Info: [19] train-rmse:0.58982036734685606 [ Info: [20] train-rmse:0.56710844337648614 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.7, 10, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.23234005457954243 [ Info: [2] train-rmse:5.70795788869597320 [ Info: [3] train-rmse:4.68128976847875489 [ Info: [4] train-rmse:3.91458810266934432 [ Info: [5] train-rmse:3.39540518163913152 [ Info: [6] train-rmse:3.07398551180632040 [ Info: [7] train-rmse:2.82852100937238093 [ Info: [8] train-rmse:2.64393489300840612 [ Info: [9] train-rmse:2.50879739628524634 [ Info: [10] train-rmse:2.39821009396165152 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 1, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.06027985019906623 [ Info: [2] train-rmse:5.44971920182498248 [ Info: [3] train-rmse:4.32424083599601605 [ Info: [4] train-rmse:3.53125910624936257 [ Info: [5] train-rmse:2.99300072043177678 [ Info: [6] train-rmse:2.58437680444982254 [ Info: [7] train-rmse:2.30246483376209898 [ Info: [8] train-rmse:2.09349413078039515 [ Info: [9] train-rmse:1.96747161736202525 [ Info: [10] train-rmse:1.85558943486909711 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 1, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.01097569937824616 [ Info: [2] train-rmse:5.31918443945794550 [ Info: [3] train-rmse:4.14339611234688210 [ Info: [4] train-rmse:3.31199433783072550 [ Info: [5] train-rmse:2.70495124031197687 [ Info: [6] train-rmse:2.27794534807323190 [ Info: [7] train-rmse:1.97318140002738951 [ Info: [8] train-rmse:1.72900167370353808 [ Info: [9] train-rmse:1.53437412473230839 [ Info: [10] train-rmse:1.38351976213373318 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 1, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.96760459959693712 [ Info: [2] train-rmse:5.26752555381634568 [ Info: [3] train-rmse:4.03177606894922835 [ Info: [4] train-rmse:3.15978891294357389 [ Info: [5] train-rmse:2.50363561867923590 [ Info: [6] train-rmse:2.03768972111417446 [ Info: [7] train-rmse:1.70903510910068057 [ Info: [8] train-rmse:1.46614801134387185 [ Info: [9] train-rmse:1.28285969971813252 [ Info: [10] train-rmse:1.13881870740128832 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 1, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.23234005457954243 [ Info: [2] train-rmse:5.70795788869597320 [ Info: [3] train-rmse:4.68128976847875489 [ Info: [4] train-rmse:3.91458810266934432 [ Info: [5] train-rmse:3.39540518163913152 [ Info: [6] train-rmse:3.07398551180632040 [ Info: [7] train-rmse:2.82852100937238093 [ Info: [8] train-rmse:2.64393489300840612 [ Info: [9] train-rmse:2.50879739628524634 [ Info: [10] train-rmse:2.39821009396165152 [ Info: [11] train-rmse:2.29175615766462348 [ Info: [12] train-rmse:2.20986749402477090 [ Info: [13] train-rmse:2.16138394094191799 [ Info: [14] train-rmse:2.09203897746009471 [ Info: [15] train-rmse:2.04639954014155467 [ Info: [16] train-rmse:1.98352089282332833 [ Info: [17] train-rmse:1.91398494859754154 [ Info: [18] train-rmse:1.86546463268616280 [ Info: [19] train-rmse:1.82871149251999032 [ Info: [20] train-rmse:1.79988535904116831 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 1, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.06027985019906623 [ Info: [2] train-rmse:5.44971920182498248 [ Info: [3] train-rmse:4.32424083599601605 [ Info: [4] train-rmse:3.53125910624936257 [ Info: [5] train-rmse:2.99300072043177678 [ Info: [6] train-rmse:2.58437680444982254 [ Info: [7] train-rmse:2.30246483376209898 [ Info: [8] train-rmse:2.09349413078039515 [ Info: [9] train-rmse:1.96747161736202525 [ Info: [10] train-rmse:1.85558943486909711 [ Info: [11] train-rmse:1.77907186024254305 [ Info: [12] train-rmse:1.69234436964322255 [ Info: [13] train-rmse:1.62738865137914046 [ Info: [14] train-rmse:1.57329696778616457 [ Info: [15] train-rmse:1.47356343843019100 [ Info: [16] train-rmse:1.43018834346029577 [ Info: [17] train-rmse:1.37230946703207546 [ Info: [18] train-rmse:1.34179462331419930 [ Info: [19] train-rmse:1.31338154495669168 [ Info: [20] train-rmse:1.28390801219135686 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 1, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.01097569937824616 [ Info: [2] train-rmse:5.31918443945794550 [ Info: [3] train-rmse:4.14339611234688210 [ Info: [4] train-rmse:3.31199433783072550 [ Info: [5] train-rmse:2.70495124031197687 [ Info: [6] train-rmse:2.27794534807323190 [ Info: [7] train-rmse:1.97318140002738951 [ Info: [8] train-rmse:1.72900167370353808 [ Info: [9] train-rmse:1.53437412473230839 [ Info: [10] train-rmse:1.38351976213373318 [ Info: [11] train-rmse:1.26669438720895511 [ Info: [12] train-rmse:1.19906950812592639 [ Info: [13] train-rmse:1.12068321403330207 [ Info: [14] train-rmse:1.07754844962833918 [ Info: [15] train-rmse:1.04310936130195309 [ Info: [16] train-rmse:0.98639768370909253 [ Info: [17] train-rmse:0.93697377725171338 [ Info: [18] train-rmse:0.90271182707126318 [ Info: [19] train-rmse:0.86819072871770908 [ Info: [20] train-rmse:0.85417102173144255 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 1, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.96760459959693712 [ Info: [2] train-rmse:5.26752555381634568 [ Info: [3] train-rmse:4.03177606894922835 [ Info: [4] train-rmse:3.15978891294357389 [ Info: [5] train-rmse:2.50363561867923590 [ Info: [6] train-rmse:2.03768972111417446 [ Info: [7] train-rmse:1.70903510910068057 [ Info: [8] train-rmse:1.46614801134387185 [ Info: [9] train-rmse:1.28285969971813252 [ Info: [10] train-rmse:1.13881870740128832 [ Info: [11] train-rmse:1.03846975464096847 [ Info: [12] train-rmse:0.96868621992130499 [ Info: [13] train-rmse:0.90186097626890449 [ Info: [14] train-rmse:0.85385522185895657 [ Info: [15] train-rmse:0.79889994184863788 [ Info: [16] train-rmse:0.76510786625911709 [ Info: [17] train-rmse:0.70264246336407832 [ Info: [18] train-rmse:0.65980011185044174 [ Info: [19] train-rmse:0.62899093153700469 [ Info: [20] train-rmse:0.58113325738747845 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 1, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.90814647916637004 [ Info: [2] train-rmse:5.48413711799515102 [ Info: [3] train-rmse:4.52079276562350607 [ Info: [4] train-rmse:3.86057552645261737 [ Info: [5] train-rmse:3.40838821432044048 [ Info: [6] train-rmse:3.06356692245115036 [ Info: [7] train-rmse:2.83080106233281326 [ Info: [8] train-rmse:2.65625893902149279 [ Info: [9] train-rmse:2.53102967403022916 [ Info: [10] train-rmse:2.41417942640910299 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 2, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.75226554186315742 [ Info: [2] train-rmse:5.22005873990985414 [ Info: [3] train-rmse:4.18984622281549957 [ Info: [4] train-rmse:3.46440125347947303 [ Info: [5] train-rmse:2.97891466145841211 [ Info: [6] train-rmse:2.60869283666970109 [ Info: [7] train-rmse:2.35845638618453890 [ Info: [8] train-rmse:2.17696868962324963 [ Info: [9] train-rmse:2.04891186304015305 [ Info: [10] train-rmse:1.93851254645311544 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 2, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.67494721957607151 [ Info: [2] train-rmse:5.14963750600511094 [ Info: [3] train-rmse:4.05177463535421278 [ Info: [4] train-rmse:3.29204550538764185 [ Info: [5] train-rmse:2.72999311910404341 [ Info: [6] train-rmse:2.32492195129072954 [ Info: [7] train-rmse:2.03028296151598830 [ Info: [8] train-rmse:1.83582705139835789 [ Info: [9] train-rmse:1.65772539030777866 [ Info: [10] train-rmse:1.52388996583438630 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 2, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.64076565097151228 [ Info: [2] train-rmse:5.07264674708085206 [ Info: [3] train-rmse:3.94620412038584645 [ Info: [4] train-rmse:3.13064696055523761 [ Info: [5] train-rmse:2.53833168648740015 [ Info: [6] train-rmse:2.11919932709256509 [ Info: [7] train-rmse:1.79408526942016944 [ Info: [8] train-rmse:1.53783065941749042 [ Info: [9] train-rmse:1.35233625525571854 [ Info: [10] train-rmse:1.23907802530242006 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 2, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.90814647916637004 [ Info: [2] train-rmse:5.48413711799515102 [ Info: [3] train-rmse:4.52079276562350607 [ Info: [4] train-rmse:3.86057552645261737 [ Info: [5] train-rmse:3.40838821432044048 [ Info: [6] train-rmse:3.06356692245115036 [ Info: [7] train-rmse:2.83080106233281326 [ Info: [8] train-rmse:2.65625893902149279 [ Info: [9] train-rmse:2.53102967403022916 [ Info: [10] train-rmse:2.41417942640910299 [ Info: [11] train-rmse:2.33182390881729962 [ Info: [12] train-rmse:2.24926390651522201 [ Info: [13] train-rmse:2.18212302006491443 [ Info: [14] train-rmse:2.07792158325851029 [ Info: [15] train-rmse:2.04048049220904515 [ Info: [16] train-rmse:2.00220801084262945 [ Info: [17] train-rmse:1.97383246660057354 [ Info: [18] train-rmse:1.92716456037632966 [ Info: [19] train-rmse:1.89091359088208288 [ Info: [20] train-rmse:1.85054874345548237 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 2, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.75226554186315742 [ Info: [2] train-rmse:5.22005873990985414 [ Info: [3] train-rmse:4.18984622281549957 [ Info: [4] train-rmse:3.46440125347947303 [ Info: [5] train-rmse:2.97891466145841211 [ Info: [6] train-rmse:2.60869283666970109 [ Info: [7] train-rmse:2.35845638618453890 [ Info: [8] train-rmse:2.17696868962324963 [ Info: [9] train-rmse:2.04891186304015305 [ Info: [10] train-rmse:1.93851254645311544 [ Info: [11] train-rmse:1.82991780770544143 [ Info: [12] train-rmse:1.74715434723349983 [ Info: [13] train-rmse:1.66963555935082031 [ Info: [14] train-rmse:1.59256237929939282 [ Info: [15] train-rmse:1.56129188380859985 [ Info: [16] train-rmse:1.51712771513866929 [ Info: [17] train-rmse:1.48858011780837551 [ Info: [18] train-rmse:1.46754142006555632 [ Info: [19] train-rmse:1.41497789232791038 [ Info: [20] train-rmse:1.35202702226572313 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 2, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.67494721957607151 [ Info: [2] train-rmse:5.14963750600511094 [ Info: [3] train-rmse:4.05177463535421278 [ Info: [4] train-rmse:3.29204550538764185 [ Info: [5] train-rmse:2.72999311910404341 [ Info: [6] train-rmse:2.32492195129072954 [ Info: [7] train-rmse:2.03028296151598830 [ Info: [8] train-rmse:1.83582705139835789 [ Info: [9] train-rmse:1.65772539030777866 [ Info: [10] train-rmse:1.52388996583438630 [ Info: [11] train-rmse:1.42762166418647030 [ Info: [12] train-rmse:1.30841572520874694 [ Info: [13] train-rmse:1.25837458903851562 [ Info: [14] train-rmse:1.17073441732374817 [ Info: [15] train-rmse:1.14603707915824793 [ Info: [16] train-rmse:1.07664414125005958 [ Info: [17] train-rmse:1.01727201305990356 [ Info: [18] train-rmse:0.98265198526043696 [ Info: [19] train-rmse:0.93500617496274963 [ Info: [20] train-rmse:0.91298399569502353 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 2, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.64076565097151228 [ Info: [2] train-rmse:5.07264674708085206 [ Info: [3] train-rmse:3.94620412038584645 [ Info: [4] train-rmse:3.13064696055523761 [ Info: [5] train-rmse:2.53833168648740015 [ Info: [6] train-rmse:2.11919932709256509 [ Info: [7] train-rmse:1.79408526942016944 [ Info: [8] train-rmse:1.53783065941749042 [ Info: [9] train-rmse:1.35233625525571854 [ Info: [10] train-rmse:1.23907802530242006 [ Info: [11] train-rmse:1.13462078486111384 [ Info: [12] train-rmse:1.03343069609005678 [ Info: [13] train-rmse:0.98248944311929864 [ Info: [14] train-rmse:0.90961558878817805 [ Info: [15] train-rmse:0.85748627705070712 [ Info: [16] train-rmse:0.78953981441147791 [ Info: [17] train-rmse:0.69763045897139531 [ Info: [18] train-rmse:0.65755004024625763 [ Info: [19] train-rmse:0.62568877014287827 [ Info: [20] train-rmse:0.60112382919867224 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 2, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.97393581484077441 [ Info: [2] train-rmse:5.51575310367797567 [ Info: [3] train-rmse:4.56280248798938803 [ Info: [4] train-rmse:3.86333685352172518 [ Info: [5] train-rmse:3.37806972923818627 [ Info: [6] train-rmse:3.07506161982716453 [ Info: [7] train-rmse:2.84892994991942672 [ Info: [8] train-rmse:2.65891737557646435 [ Info: [9] train-rmse:2.49501987401776404 [ Info: [10] train-rmse:2.39267070532684523 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 3, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.88398011664681864 [ Info: [2] train-rmse:5.33793243508143433 [ Info: [3] train-rmse:4.28738375953355799 [ Info: [4] train-rmse:3.54385568219166824 [ Info: [5] train-rmse:3.00244569030162589 [ Info: [6] train-rmse:2.65345843630396017 [ Info: [7] train-rmse:2.39187014418641564 [ Info: [8] train-rmse:2.16726687795035700 [ Info: [9] train-rmse:2.00810834009063921 [ Info: [10] train-rmse:1.88077014393918573 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 3, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.83403400308529108 [ Info: [2] train-rmse:5.20888306448465777 [ Info: [3] train-rmse:4.06935830372859542 [ Info: [4] train-rmse:3.26636990729598020 [ Info: [5] train-rmse:2.69414979008368149 [ Info: [6] train-rmse:2.27265773382663605 [ Info: [7] train-rmse:1.98355335820667489 [ Info: [8] train-rmse:1.74310304721065146 [ Info: [9] train-rmse:1.57875787488907116 [ Info: [10] train-rmse:1.45745466765957055 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 3, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.79628275565284667 [ Info: [2] train-rmse:5.13406326398612833 [ Info: [3] train-rmse:3.96405125786377699 [ Info: [4] train-rmse:3.13376368939459038 [ Info: [5] train-rmse:2.52524893748538792 [ Info: [6] train-rmse:2.07171581074341749 [ Info: [7] train-rmse:1.74726675388478458 [ Info: [8] train-rmse:1.50884009894989068 [ Info: [9] train-rmse:1.31265387938369016 [ Info: [10] train-rmse:1.15793525849072521 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 3, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.97393581484077441 [ Info: [2] train-rmse:5.51575310367797567 [ Info: [3] train-rmse:4.56280248798938803 [ Info: [4] train-rmse:3.86333685352172518 [ Info: [5] train-rmse:3.37806972923818627 [ Info: [6] train-rmse:3.07506161982716453 [ Info: [7] train-rmse:2.84892994991942672 [ Info: [8] train-rmse:2.65891737557646435 [ Info: [9] train-rmse:2.49501987401776404 [ Info: [10] train-rmse:2.39267070532684523 [ Info: [11] train-rmse:2.28540594540278041 [ Info: [12] train-rmse:2.22615683536645870 [ Info: [13] train-rmse:2.15706409027755397 [ Info: [14] train-rmse:2.09690601592449433 [ Info: [15] train-rmse:2.02799087736557526 [ Info: [16] train-rmse:1.97224112411381092 [ Info: [17] train-rmse:1.91386126043817240 [ Info: [18] train-rmse:1.88786541837090294 [ Info: [19] train-rmse:1.83859025354856542 [ Info: [20] train-rmse:1.80107452293946357 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 3, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.88398011664681864 [ Info: [2] train-rmse:5.33793243508143433 [ Info: [3] train-rmse:4.28738375953355799 [ Info: [4] train-rmse:3.54385568219166824 [ Info: [5] train-rmse:3.00244569030162589 [ Info: [6] train-rmse:2.65345843630396017 [ Info: [7] train-rmse:2.39187014418641564 [ Info: [8] train-rmse:2.16726687795035700 [ Info: [9] train-rmse:2.00810834009063921 [ Info: [10] train-rmse:1.88077014393918573 [ Info: [11] train-rmse:1.76220510604760272 [ Info: [12] train-rmse:1.67532117374042167 [ Info: [13] train-rmse:1.61211397087921626 [ Info: [14] train-rmse:1.53509661885509785 [ Info: [15] train-rmse:1.49939725423291859 [ Info: [16] train-rmse:1.44065652572394054 [ Info: [17] train-rmse:1.39258715586542436 [ Info: [18] train-rmse:1.36741640510633888 [ Info: [19] train-rmse:1.31903472766856589 [ Info: [20] train-rmse:1.28112008575531022 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 3, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.83403400308529108 [ Info: [2] train-rmse:5.20888306448465777 [ Info: [3] train-rmse:4.06935830372859542 [ Info: [4] train-rmse:3.26636990729598020 [ Info: [5] train-rmse:2.69414979008368149 [ Info: [6] train-rmse:2.27265773382663605 [ Info: [7] train-rmse:1.98355335820667489 [ Info: [8] train-rmse:1.74310304721065146 [ Info: [9] train-rmse:1.57875787488907116 [ Info: [10] train-rmse:1.45745466765957055 [ Info: [11] train-rmse:1.36359374621375462 [ Info: [12] train-rmse:1.29852678382964815 [ Info: [13] train-rmse:1.24011651785086885 [ Info: [14] train-rmse:1.18861171303456925 [ Info: [15] train-rmse:1.15652405982551465 [ Info: [16] train-rmse:1.11599058514311400 [ Info: [17] train-rmse:1.04728750981919227 [ Info: [18] train-rmse:1.01964104775494935 [ Info: [19] train-rmse:0.96575483595155442 [ Info: [20] train-rmse:0.91948446442802945 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 3, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.79628275565284667 [ Info: [2] train-rmse:5.13406326398612833 [ Info: [3] train-rmse:3.96405125786377699 [ Info: [4] train-rmse:3.13376368939459038 [ Info: [5] train-rmse:2.52524893748538792 [ Info: [6] train-rmse:2.07171581074341749 [ Info: [7] train-rmse:1.74726675388478458 [ Info: [8] train-rmse:1.50884009894989068 [ Info: [9] train-rmse:1.31265387938369016 [ Info: [10] train-rmse:1.15793525849072521 [ Info: [11] train-rmse:1.06100763000869436 [ Info: [12] train-rmse:0.97028998080448114 [ Info: [13] train-rmse:0.90087891069467296 [ Info: [14] train-rmse:0.86064268522524212 [ Info: [15] train-rmse:0.80052011066978801 [ Info: [16] train-rmse:0.77613730472246611 [ Info: [17] train-rmse:0.73638020755539169 [ Info: [18] train-rmse:0.68762339389633276 [ Info: [19] train-rmse:0.65910937459529817 [ Info: [20] train-rmse:0.64270147202900685 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 3, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.13038896953311685 [ Info: [2] train-rmse:5.71310933297788370 [ Info: [3] train-rmse:4.68099047022985371 [ Info: [4] train-rmse:3.95015485320340831 [ Info: [5] train-rmse:3.44120890262481627 [ Info: [6] train-rmse:3.06823560503867698 [ Info: [7] train-rmse:2.81664003043196143 [ Info: [8] train-rmse:2.62477751787244440 [ Info: [9] train-rmse:2.49477184276883124 [ Info: [10] train-rmse:2.38902161601606133 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 4, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.97864340474871625 [ Info: [2] train-rmse:5.43104123448525122 [ Info: [3] train-rmse:4.30783196276208358 [ Info: [4] train-rmse:3.55272792848479169 [ Info: [5] train-rmse:3.03150686068853359 [ Info: [6] train-rmse:2.64599753434139107 [ Info: [7] train-rmse:2.40208377312317145 [ Info: [8] train-rmse:2.20701102081022515 [ Info: [9] train-rmse:2.04273951885973215 [ Info: [10] train-rmse:1.90217821615877214 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 4, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.90881358799647938 [ Info: [2] train-rmse:5.27190264614751225 [ Info: [3] train-rmse:4.13953762959264182 [ Info: [4] train-rmse:3.34264613519633258 [ Info: [5] train-rmse:2.74889697625378648 [ Info: [6] train-rmse:2.31321159984761104 [ Info: [7] train-rmse:2.02570256614913236 [ Info: [8] train-rmse:1.80777076454252228 [ Info: [9] train-rmse:1.65666092881200888 [ Info: [10] train-rmse:1.53566263012965787 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 4, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.87412757026569476 [ Info: [2] train-rmse:5.19557283353215826 [ Info: [3] train-rmse:4.00774935956406697 [ Info: [4] train-rmse:3.15859792295566155 [ Info: [5] train-rmse:2.53696658063461289 [ Info: [6] train-rmse:2.07371483507099397 [ Info: [7] train-rmse:1.71956376647837295 [ Info: [8] train-rmse:1.46901632980266328 [ Info: [9] train-rmse:1.31256344397223579 [ Info: [10] train-rmse:1.17414380317271072 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 4, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.13038896953311685 [ Info: [2] train-rmse:5.71310933297788370 [ Info: [3] train-rmse:4.68099047022985371 [ Info: [4] train-rmse:3.95015485320340831 [ Info: [5] train-rmse:3.44120890262481627 [ Info: [6] train-rmse:3.06823560503867698 [ Info: [7] train-rmse:2.81664003043196143 [ Info: [8] train-rmse:2.62477751787244440 [ Info: [9] train-rmse:2.49477184276883124 [ Info: [10] train-rmse:2.38902161601606133 [ Info: [11] train-rmse:2.27884262492025025 [ Info: [12] train-rmse:2.21850059091691820 [ Info: [13] train-rmse:2.14937686987982568 [ Info: [14] train-rmse:2.10876490748724699 [ Info: [15] train-rmse:2.06570497861909974 [ Info: [16] train-rmse:2.00824046485131813 [ Info: [17] train-rmse:1.95508201936505643 [ Info: [18] train-rmse:1.90788230618541266 [ Info: [19] train-rmse:1.84986724738669617 [ Info: [20] train-rmse:1.80230748940005325 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 4, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.97864340474871625 [ Info: [2] train-rmse:5.43104123448525122 [ Info: [3] train-rmse:4.30783196276208358 [ Info: [4] train-rmse:3.55272792848479169 [ Info: [5] train-rmse:3.03150686068853359 [ Info: [6] train-rmse:2.64599753434139107 [ Info: [7] train-rmse:2.40208377312317145 [ Info: [8] train-rmse:2.20701102081022515 [ Info: [9] train-rmse:2.04273951885973215 [ Info: [10] train-rmse:1.90217821615877214 [ Info: [11] train-rmse:1.82274775093424535 [ Info: [12] train-rmse:1.72449824524413153 [ Info: [13] train-rmse:1.63940379207832687 [ Info: [14] train-rmse:1.60575317556196651 [ Info: [15] train-rmse:1.53883875485211408 [ Info: [16] train-rmse:1.48436079764859064 [ Info: [17] train-rmse:1.45386075053726693 [ Info: [18] train-rmse:1.41156819676548739 [ Info: [19] train-rmse:1.38282986493506233 [ Info: [20] train-rmse:1.35796064913112646 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 4, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.90881358799647938 [ Info: [2] train-rmse:5.27190264614751225 [ Info: [3] train-rmse:4.13953762959264182 [ Info: [4] train-rmse:3.34264613519633258 [ Info: [5] train-rmse:2.74889697625378648 [ Info: [6] train-rmse:2.31321159984761104 [ Info: [7] train-rmse:2.02570256614913236 [ Info: [8] train-rmse:1.80777076454252228 [ Info: [9] train-rmse:1.65666092881200888 [ Info: [10] train-rmse:1.53566263012965787 [ Info: [11] train-rmse:1.41828643022258882 [ Info: [12] train-rmse:1.34426772177894294 [ Info: [13] train-rmse:1.25350707922942917 [ Info: [14] train-rmse:1.16786189270270668 [ Info: [15] train-rmse:1.10442148145433916 [ Info: [16] train-rmse:1.07652895407138205 [ Info: [17] train-rmse:1.03398900336403043 [ Info: [18] train-rmse:0.98216784660571599 [ Info: [19] train-rmse:0.93199264256246162 [ Info: [20] train-rmse:0.91500811450125752 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 4, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.87412757026569476 [ Info: [2] train-rmse:5.19557283353215826 [ Info: [3] train-rmse:4.00774935956406697 [ Info: [4] train-rmse:3.15859792295566155 [ Info: [5] train-rmse:2.53696658063461289 [ Info: [6] train-rmse:2.07371483507099397 [ Info: [7] train-rmse:1.71956376647837295 [ Info: [8] train-rmse:1.46901632980266328 [ Info: [9] train-rmse:1.31256344397223579 [ Info: [10] train-rmse:1.17414380317271072 [ Info: [11] train-rmse:1.06016145462695111 [ Info: [12] train-rmse:0.97505155247248643 [ Info: [13] train-rmse:0.89589547297195138 [ Info: [14] train-rmse:0.81208377135989041 [ Info: [15] train-rmse:0.75007592456275096 [ Info: [16] train-rmse:0.69045786481795957 [ Info: [17] train-rmse:0.65439659890667612 [ Info: [18] train-rmse:0.60817750075189958 [ Info: [19] train-rmse:0.59258011037622760 [ Info: [20] train-rmse:0.55988757008698331 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 4, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.24090673018917030 [ Info: [2] train-rmse:5.76095629180933066 [ Info: [3] train-rmse:4.71921007549009186 [ Info: [4] train-rmse:3.95949651385799095 [ Info: [5] train-rmse:3.47287551700339137 [ Info: [6] train-rmse:3.15788641284012250 [ Info: [7] train-rmse:2.90440051898088702 [ Info: [8] train-rmse:2.68132478038446997 [ Info: [9] train-rmse:2.54635090604939052 [ Info: [10] train-rmse:2.45145648938737626 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 5, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.04175846577333253 [ Info: [2] train-rmse:5.43276873352335432 [ Info: [3] train-rmse:4.33564295988577175 [ Info: [4] train-rmse:3.57248395266828433 [ Info: [5] train-rmse:3.02072886563702037 [ Info: [6] train-rmse:2.65419342685825299 [ Info: [7] train-rmse:2.36717697682827311 [ Info: [8] train-rmse:2.18324122378586472 [ Info: [9] train-rmse:2.04484109150580107 [ Info: [10] train-rmse:1.93517281258339402 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 5, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.97616374925412330 [ Info: [2] train-rmse:5.32126134848289656 [ Info: [3] train-rmse:4.17519603377525961 [ Info: [4] train-rmse:3.35223538180403313 [ Info: [5] train-rmse:2.78477568756824301 [ Info: [6] train-rmse:2.37621280806406032 [ Info: [7] train-rmse:2.05836712094957353 [ Info: [8] train-rmse:1.82959981594372945 [ Info: [9] train-rmse:1.67048647693275432 [ Info: [10] train-rmse:1.52875777658518341 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 5, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.94077179044387638 [ Info: [2] train-rmse:5.23437394108147114 [ Info: [3] train-rmse:4.02999908449654054 [ Info: [4] train-rmse:3.15809701303493284 [ Info: [5] train-rmse:2.52662056904801569 [ Info: [6] train-rmse:2.10195959146161426 [ Info: [7] train-rmse:1.74877034076821869 [ Info: [8] train-rmse:1.51963011271449910 [ Info: [9] train-rmse:1.33660929389156879 [ Info: [10] train-rmse:1.17660366297463503 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 5, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.24090673018917030 [ Info: [2] train-rmse:5.76095629180933066 [ Info: [3] train-rmse:4.71921007549009186 [ Info: [4] train-rmse:3.95949651385799095 [ Info: [5] train-rmse:3.47287551700339137 [ Info: [6] train-rmse:3.15788641284012250 [ Info: [7] train-rmse:2.90440051898088702 [ Info: [8] train-rmse:2.68132478038446997 [ Info: [9] train-rmse:2.54635090604939052 [ Info: [10] train-rmse:2.45145648938737626 [ Info: [11] train-rmse:2.34602171415438931 [ Info: [12] train-rmse:2.27408438491932463 [ Info: [13] train-rmse:2.16755050483612388 [ Info: [14] train-rmse:2.11105235193639063 [ Info: [15] train-rmse:2.05794121442710409 [ Info: [16] train-rmse:2.01559838725019125 [ Info: [17] train-rmse:1.97641320930730213 [ Info: [18] train-rmse:1.90110661959406624 [ Info: [19] train-rmse:1.87715281086487695 [ Info: [20] train-rmse:1.85740531883307369 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 5, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.04175846577333253 [ Info: [2] train-rmse:5.43276873352335432 [ Info: [3] train-rmse:4.33564295988577175 [ Info: [4] train-rmse:3.57248395266828433 [ Info: [5] train-rmse:3.02072886563702037 [ Info: [6] train-rmse:2.65419342685825299 [ Info: [7] train-rmse:2.36717697682827311 [ Info: [8] train-rmse:2.18324122378586472 [ Info: [9] train-rmse:2.04484109150580107 [ Info: [10] train-rmse:1.93517281258339402 [ Info: [11] train-rmse:1.83296705444758690 [ Info: [12] train-rmse:1.75519393723520145 [ Info: [13] train-rmse:1.69684700959195989 [ Info: [14] train-rmse:1.64772312005542387 [ Info: [15] train-rmse:1.57830792063987158 [ Info: [16] train-rmse:1.54352541843163582 [ Info: [17] train-rmse:1.48311680037956872 [ Info: [18] train-rmse:1.40536515692531316 [ Info: [19] train-rmse:1.36413045467572847 [ Info: [20] train-rmse:1.33407179751082805 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 5, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.97616374925412330 [ Info: [2] train-rmse:5.32126134848289656 [ Info: [3] train-rmse:4.17519603377525961 [ Info: [4] train-rmse:3.35223538180403313 [ Info: [5] train-rmse:2.78477568756824301 [ Info: [6] train-rmse:2.37621280806406032 [ Info: [7] train-rmse:2.05836712094957353 [ Info: [8] train-rmse:1.82959981594372945 [ Info: [9] train-rmse:1.67048647693275432 [ Info: [10] train-rmse:1.52875777658518341 [ Info: [11] train-rmse:1.43615122865761702 [ Info: [12] train-rmse:1.34374469660815832 [ Info: [13] train-rmse:1.29255114954006523 [ Info: [14] train-rmse:1.22290904506987230 [ Info: [15] train-rmse:1.15561523563967961 [ Info: [16] train-rmse:1.12099363398687113 [ Info: [17] train-rmse:1.04895196249535716 [ Info: [18] train-rmse:1.00637342542228003 [ Info: [19] train-rmse:0.97847241403526486 [ Info: [20] train-rmse:0.93216382476618564 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 5, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.94077179044387638 [ Info: [2] train-rmse:5.23437394108147114 [ Info: [3] train-rmse:4.02999908449654054 [ Info: [4] train-rmse:3.15809701303493284 [ Info: [5] train-rmse:2.52662056904801569 [ Info: [6] train-rmse:2.10195959146161426 [ Info: [7] train-rmse:1.74877034076821869 [ Info: [8] train-rmse:1.51963011271449910 [ Info: [9] train-rmse:1.33660929389156879 [ Info: [10] train-rmse:1.17660366297463503 [ Info: [11] train-rmse:1.06859691615580643 [ Info: [12] train-rmse:0.98340385337707770 [ Info: [13] train-rmse:0.90954465752845159 [ Info: [14] train-rmse:0.85975529850101506 [ Info: [15] train-rmse:0.79857922647230106 [ Info: [16] train-rmse:0.76221334875199021 [ Info: [17] train-rmse:0.72614845513100290 [ Info: [18] train-rmse:0.70143648456590280 [ Info: [19] train-rmse:0.63802901239476417 [ Info: [20] train-rmse:0.58731591312960019 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 5, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.91291094198001232 [ Info: [2] train-rmse:5.51480563492126219 [ Info: [3] train-rmse:4.58074554126764433 [ Info: [4] train-rmse:3.86101652714180865 [ Info: [5] train-rmse:3.43674378366186595 [ Info: [6] train-rmse:3.13009224406620978 [ Info: [7] train-rmse:2.85725409039104239 [ Info: [8] train-rmse:2.64767293551166372 [ Info: [9] train-rmse:2.49361548477551365 [ Info: [10] train-rmse:2.40453492204618025 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 6, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.77185511508157134 [ Info: [2] train-rmse:5.25677379027412339 [ Info: [3] train-rmse:4.22899499424696845 [ Info: [4] train-rmse:3.50213402018296494 [ Info: [5] train-rmse:2.99123481017452519 [ Info: [6] train-rmse:2.64167819380179525 [ Info: [7] train-rmse:2.37868187592970504 [ Info: [8] train-rmse:2.16831482283350629 [ Info: [9] train-rmse:2.03016198166750517 [ Info: [10] train-rmse:1.87956609734267088 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 6, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.71403578164551806 [ Info: [2] train-rmse:5.15315945066411452 [ Info: [3] train-rmse:4.03181256421470380 [ Info: [4] train-rmse:3.27085889857437007 [ Info: [5] train-rmse:2.72821778487985611 [ Info: [6] train-rmse:2.34348631458418000 [ Info: [7] train-rmse:2.04969669464214288 [ Info: [8] train-rmse:1.82939812187479056 [ Info: [9] train-rmse:1.67286535606128539 [ Info: [10] train-rmse:1.56859534661266875 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 6, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.66651574954319681 [ Info: [2] train-rmse:5.05570092698894680 [ Info: [3] train-rmse:3.90969397816831599 [ Info: [4] train-rmse:3.08496597900640124 [ Info: [5] train-rmse:2.49712246219853995 [ Info: [6] train-rmse:2.06078627104242473 [ Info: [7] train-rmse:1.72201654090427803 [ Info: [8] train-rmse:1.46743307633002229 [ Info: [9] train-rmse:1.28732234039180726 [ Info: [10] train-rmse:1.15366586085251943 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 6, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.91291094198001232 [ Info: [2] train-rmse:5.51480563492126219 [ Info: [3] train-rmse:4.58074554126764433 [ Info: [4] train-rmse:3.86101652714180865 [ Info: [5] train-rmse:3.43674378366186595 [ Info: [6] train-rmse:3.13009224406620978 [ Info: [7] train-rmse:2.85725409039104239 [ Info: [8] train-rmse:2.64767293551166372 [ Info: [9] train-rmse:2.49361548477551365 [ Info: [10] train-rmse:2.40453492204618025 [ Info: [11] train-rmse:2.30601459631238681 [ Info: [12] train-rmse:2.24739084238265852 [ Info: [13] train-rmse:2.15221231172953775 [ Info: [14] train-rmse:2.10289287992425322 [ Info: [15] train-rmse:1.98998054974068705 [ Info: [16] train-rmse:1.93546646563304603 [ Info: [17] train-rmse:1.89261757176571699 [ Info: [18] train-rmse:1.84407026096066651 [ Info: [19] train-rmse:1.80360115803818433 [ Info: [20] train-rmse:1.77932031240745370 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 6, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.77185511508157134 [ Info: [2] train-rmse:5.25677379027412339 [ Info: [3] train-rmse:4.22899499424696845 [ Info: [4] train-rmse:3.50213402018296494 [ Info: [5] train-rmse:2.99123481017452519 [ Info: [6] train-rmse:2.64167819380179525 [ Info: [7] train-rmse:2.37868187592970504 [ Info: [8] train-rmse:2.16831482283350629 [ Info: [9] train-rmse:2.03016198166750517 [ Info: [10] train-rmse:1.87956609734267088 [ Info: [11] train-rmse:1.80644729267547932 [ Info: [12] train-rmse:1.72656053992364700 [ Info: [13] train-rmse:1.68268634801904304 [ Info: [14] train-rmse:1.63426315745323070 [ Info: [15] train-rmse:1.58857215762039083 [ Info: [16] train-rmse:1.53200051393992198 [ Info: [17] train-rmse:1.48015100267693711 [ Info: [18] train-rmse:1.46094219593362351 [ Info: [19] train-rmse:1.41740257476178111 [ Info: [20] train-rmse:1.39289853538050390 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 6, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.71403578164551806 [ Info: [2] train-rmse:5.15315945066411452 [ Info: [3] train-rmse:4.03181256421470380 [ Info: [4] train-rmse:3.27085889857437007 [ Info: [5] train-rmse:2.72821778487985611 [ Info: [6] train-rmse:2.34348631458418000 [ Info: [7] train-rmse:2.04969669464214288 [ Info: [8] train-rmse:1.82939812187479056 [ Info: [9] train-rmse:1.67286535606128539 [ Info: [10] train-rmse:1.56859534661266875 [ Info: [11] train-rmse:1.45356051353253002 [ Info: [12] train-rmse:1.38095905699980848 [ Info: [13] train-rmse:1.30352820072769093 [ Info: [14] train-rmse:1.25618285326496659 [ Info: [15] train-rmse:1.17267507535305504 [ Info: [16] train-rmse:1.13374241598438030 [ Info: [17] train-rmse:1.06682437827167842 [ Info: [18] train-rmse:1.03705428875630790 [ Info: [19] train-rmse:1.00418194699985230 [ Info: [20] train-rmse:0.98145695450349613 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 6, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.66651574954319681 [ Info: [2] train-rmse:5.05570092698894680 [ Info: [3] train-rmse:3.90969397816831599 [ Info: [4] train-rmse:3.08496597900640124 [ Info: [5] train-rmse:2.49712246219853995 [ Info: [6] train-rmse:2.06078627104242473 [ Info: [7] train-rmse:1.72201654090427803 [ Info: [8] train-rmse:1.46743307633002229 [ Info: [9] train-rmse:1.28732234039180726 [ Info: [10] train-rmse:1.15366586085251943 [ Info: [11] train-rmse:1.03674173725620200 [ Info: [12] train-rmse:0.96657260511806320 [ Info: [13] train-rmse:0.89143152439881856 [ Info: [14] train-rmse:0.83811776059333487 [ Info: [15] train-rmse:0.80097428743166266 [ Info: [16] train-rmse:0.74647304972599549 [ Info: [17] train-rmse:0.68853389413848542 [ Info: [18] train-rmse:0.65225608325334505 [ Info: [19] train-rmse:0.62988581665422338 [ Info: [20] train-rmse:0.59204672823633364 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 6, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.21819584415501136 [ Info: [2] train-rmse:5.71919991948486750 [ Info: [3] train-rmse:4.68773638219729083 [ Info: [4] train-rmse:3.92989770783796777 [ Info: [5] train-rmse:3.41485276662049664 [ Info: [6] train-rmse:3.06374951729886158 [ Info: [7] train-rmse:2.82890629482199074 [ Info: [8] train-rmse:2.65038521777689295 [ Info: [9] train-rmse:2.49796544758596584 [ Info: [10] train-rmse:2.33530521388466283 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 7, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.08100835230181325 [ Info: [2] train-rmse:5.45709580188311083 [ Info: [3] train-rmse:4.35172324849770931 [ Info: [4] train-rmse:3.59321466287172964 [ Info: [5] train-rmse:3.03435855986077696 [ Info: [6] train-rmse:2.62100584521853364 [ Info: [7] train-rmse:2.35083441161598605 [ Info: [8] train-rmse:2.14472936929517521 [ Info: [9] train-rmse:2.00228021667994005 [ Info: [10] train-rmse:1.88234914819817956 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 7, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.03176423405836903 [ Info: [2] train-rmse:5.39543012185175019 [ Info: [3] train-rmse:4.21590332090652087 [ Info: [4] train-rmse:3.39225931490695176 [ Info: [5] train-rmse:2.78036606574668888 [ Info: [6] train-rmse:2.34285719085554112 [ Info: [7] train-rmse:2.03385339466377069 [ Info: [8] train-rmse:1.80587195673133571 [ Info: [9] train-rmse:1.62452392749137364 [ Info: [10] train-rmse:1.48130518524152288 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 7, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.99344620303020825 [ Info: [2] train-rmse:5.28963809928331052 [ Info: [3] train-rmse:4.10504093051131225 [ Info: [4] train-rmse:3.22234508840550848 [ Info: [5] train-rmse:2.59228080290729235 [ Info: [6] train-rmse:2.15673271295277891 [ Info: [7] train-rmse:1.81732713037644555 [ Info: [8] train-rmse:1.57408924581660981 [ Info: [9] train-rmse:1.38010530400696996 [ Info: [10] train-rmse:1.23187840600015264 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 7, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.21819584415501136 [ Info: [2] train-rmse:5.71919991948486750 [ Info: [3] train-rmse:4.68773638219729083 [ Info: [4] train-rmse:3.92989770783796777 [ Info: [5] train-rmse:3.41485276662049664 [ Info: [6] train-rmse:3.06374951729886158 [ Info: [7] train-rmse:2.82890629482199074 [ Info: [8] train-rmse:2.65038521777689295 [ Info: [9] train-rmse:2.49796544758596584 [ Info: [10] train-rmse:2.33530521388466283 [ Info: [11] train-rmse:2.25399687095822276 [ Info: [12] train-rmse:2.19181060069243960 [ Info: [13] train-rmse:2.12708483179671326 [ Info: [14] train-rmse:2.06821044186530267 [ Info: [15] train-rmse:2.03485572679683724 [ Info: [16] train-rmse:1.98509479280631074 [ Info: [17] train-rmse:1.92695554326219431 [ Info: [18] train-rmse:1.88038999110615279 [ Info: [19] train-rmse:1.82577067132619808 [ Info: [20] train-rmse:1.77525818594669449 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 7, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.08100835230181325 [ Info: [2] train-rmse:5.45709580188311083 [ Info: [3] train-rmse:4.35172324849770931 [ Info: [4] train-rmse:3.59321466287172964 [ Info: [5] train-rmse:3.03435855986077696 [ Info: [6] train-rmse:2.62100584521853364 [ Info: [7] train-rmse:2.35083441161598605 [ Info: [8] train-rmse:2.14472936929517521 [ Info: [9] train-rmse:2.00228021667994005 [ Info: [10] train-rmse:1.88234914819817956 [ Info: [11] train-rmse:1.78735697081343625 [ Info: [12] train-rmse:1.68663423841909155 [ Info: [13] train-rmse:1.60584362376448286 [ Info: [14] train-rmse:1.53378155729731436 [ Info: [15] train-rmse:1.45586081057061811 [ Info: [16] train-rmse:1.41471381087870562 [ Info: [17] train-rmse:1.36775380624607545 [ Info: [18] train-rmse:1.33804064177245530 [ Info: [19] train-rmse:1.28856032486209471 [ Info: [20] train-rmse:1.23960880918407934 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 7, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.03176423405836903 [ Info: [2] train-rmse:5.39543012185175019 [ Info: [3] train-rmse:4.21590332090652087 [ Info: [4] train-rmse:3.39225931490695176 [ Info: [5] train-rmse:2.78036606574668888 [ Info: [6] train-rmse:2.34285719085554112 [ Info: [7] train-rmse:2.03385339466377069 [ Info: [8] train-rmse:1.80587195673133571 [ Info: [9] train-rmse:1.62452392749137364 [ Info: [10] train-rmse:1.48130518524152288 [ Info: [11] train-rmse:1.35378318196535319 [ Info: [12] train-rmse:1.25715466131617748 [ Info: [13] train-rmse:1.17261187604477457 [ Info: [14] train-rmse:1.13185270029706952 [ Info: [15] train-rmse:1.06705677554555223 [ Info: [16] train-rmse:1.00425750031377681 [ Info: [17] train-rmse:0.95940737977365442 [ Info: [18] train-rmse:0.90003948129306977 [ Info: [19] train-rmse:0.84203461825924253 [ Info: [20] train-rmse:0.82195689234361402 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 7, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.99344620303020825 [ Info: [2] train-rmse:5.28963809928331052 [ Info: [3] train-rmse:4.10504093051131225 [ Info: [4] train-rmse:3.22234508840550848 [ Info: [5] train-rmse:2.59228080290729235 [ Info: [6] train-rmse:2.15673271295277891 [ Info: [7] train-rmse:1.81732713037644555 [ Info: [8] train-rmse:1.57408924581660981 [ Info: [9] train-rmse:1.38010530400696996 [ Info: [10] train-rmse:1.23187840600015264 [ Info: [11] train-rmse:1.12460024202207953 [ Info: [12] train-rmse:1.03528696347611238 [ Info: [13] train-rmse:0.95222687361253922 [ Info: [14] train-rmse:0.89662652304234736 [ Info: [15] train-rmse:0.82435124512355062 [ Info: [16] train-rmse:0.76270913292896436 [ Info: [17] train-rmse:0.72751809366010967 [ Info: [18] train-rmse:0.70971635204345918 [ Info: [19] train-rmse:0.68882389816210532 [ Info: [20] train-rmse:0.63470746515086318 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 7, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.06862875554603942 [ Info: [2] train-rmse:5.60283213630294519 [ Info: [3] train-rmse:4.56413297300920284 [ Info: [4] train-rmse:3.85219510518573394 [ Info: [5] train-rmse:3.33571186309416623 [ Info: [6] train-rmse:3.00376368621224188 [ Info: [7] train-rmse:2.75534990339075803 [ Info: [8] train-rmse:2.58714779564356379 [ Info: [9] train-rmse:2.44481880783889505 [ Info: [10] train-rmse:2.34160779157709964 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 8, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.93698180293259803 [ Info: [2] train-rmse:5.31866136246772125 [ Info: [3] train-rmse:4.23994678005693792 [ Info: [4] train-rmse:3.46449064369320237 [ Info: [5] train-rmse:2.91954266168740562 [ Info: [6] train-rmse:2.56371101103334764 [ Info: [7] train-rmse:2.28933305619785532 [ Info: [8] train-rmse:2.12169346135917847 [ Info: [9] train-rmse:1.98335073684114360 [ Info: [10] train-rmse:1.87434877764319707 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 8, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.87388522551759795 [ Info: [2] train-rmse:5.24721900909271266 [ Info: [3] train-rmse:4.12190445296902741 [ Info: [4] train-rmse:3.31960766265655938 [ Info: [5] train-rmse:2.73973678759027628 [ Info: [6] train-rmse:2.32724274386342111 [ Info: [7] train-rmse:2.02015894987009759 [ Info: [8] train-rmse:1.81762050810564468 [ Info: [9] train-rmse:1.66456531581035327 [ Info: [10] train-rmse:1.52697713829243686 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 8, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.84149862644193352 [ Info: [2] train-rmse:5.17787512926729043 [ Info: [3] train-rmse:4.01767358774194694 [ Info: [4] train-rmse:3.14453062902325309 [ Info: [5] train-rmse:2.51576171635574397 [ Info: [6] train-rmse:2.06166023627200889 [ Info: [7] train-rmse:1.71764254938924066 [ Info: [8] train-rmse:1.48194665147216620 [ Info: [9] train-rmse:1.31722910139590588 [ Info: [10] train-rmse:1.19128467907268099 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 8, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.06862875554603942 [ Info: [2] train-rmse:5.60283213630294519 [ Info: [3] train-rmse:4.56413297300920284 [ Info: [4] train-rmse:3.85219510518573394 [ Info: [5] train-rmse:3.33571186309416623 [ Info: [6] train-rmse:3.00376368621224188 [ Info: [7] train-rmse:2.75534990339075803 [ Info: [8] train-rmse:2.58714779564356379 [ Info: [9] train-rmse:2.44481880783889505 [ Info: [10] train-rmse:2.34160779157709964 [ Info: [11] train-rmse:2.22566066286884157 [ Info: [12] train-rmse:2.16117489918335215 [ Info: [13] train-rmse:2.11756602205675071 [ Info: [14] train-rmse:2.04067790160603657 [ Info: [15] train-rmse:1.98479761324693871 [ Info: [16] train-rmse:1.94230540770572979 [ Info: [17] train-rmse:1.89702753550435110 [ Info: [18] train-rmse:1.85527795539587093 [ Info: [19] train-rmse:1.81821305942753364 [ Info: [20] train-rmse:1.78073626207722202 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 8, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.93698180293259803 [ Info: [2] train-rmse:5.31866136246772125 [ Info: [3] train-rmse:4.23994678005693792 [ Info: [4] train-rmse:3.46449064369320237 [ Info: [5] train-rmse:2.91954266168740562 [ Info: [6] train-rmse:2.56371101103334764 [ Info: [7] train-rmse:2.28933305619785532 [ Info: [8] train-rmse:2.12169346135917847 [ Info: [9] train-rmse:1.98335073684114360 [ Info: [10] train-rmse:1.87434877764319707 [ Info: [11] train-rmse:1.76866004194817372 [ Info: [12] train-rmse:1.69425472930709020 [ Info: [13] train-rmse:1.64025494900545654 [ Info: [14] train-rmse:1.56444123472100971 [ Info: [15] train-rmse:1.51811454730484807 [ Info: [16] train-rmse:1.47262196793238864 [ Info: [17] train-rmse:1.43125709608161866 [ Info: [18] train-rmse:1.39670709803499427 [ Info: [19] train-rmse:1.35625711201990562 [ Info: [20] train-rmse:1.32472118492300162 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 8, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.87388522551759795 [ Info: [2] train-rmse:5.24721900909271266 [ Info: [3] train-rmse:4.12190445296902741 [ Info: [4] train-rmse:3.31960766265655938 [ Info: [5] train-rmse:2.73973678759027628 [ Info: [6] train-rmse:2.32724274386342111 [ Info: [7] train-rmse:2.02015894987009759 [ Info: [8] train-rmse:1.81762050810564468 [ Info: [9] train-rmse:1.66456531581035327 [ Info: [10] train-rmse:1.52697713829243686 [ Info: [11] train-rmse:1.41979040660005529 [ Info: [12] train-rmse:1.29553704977060136 [ Info: [13] train-rmse:1.22093966853763081 [ Info: [14] train-rmse:1.16446287208965882 [ Info: [15] train-rmse:1.11129401881632250 [ Info: [16] train-rmse:1.06593892619876462 [ Info: [17] train-rmse:1.01102740596134955 [ Info: [18] train-rmse:0.96464480770858230 [ Info: [19] train-rmse:0.91527823288534760 [ Info: [20] train-rmse:0.88096140595639560 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 8, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.84149862644193352 [ Info: [2] train-rmse:5.17787512926729043 [ Info: [3] train-rmse:4.01767358774194694 [ Info: [4] train-rmse:3.14453062902325309 [ Info: [5] train-rmse:2.51576171635574397 [ Info: [6] train-rmse:2.06166023627200889 [ Info: [7] train-rmse:1.71764254938924066 [ Info: [8] train-rmse:1.48194665147216620 [ Info: [9] train-rmse:1.31722910139590588 [ Info: [10] train-rmse:1.19128467907268099 [ Info: [11] train-rmse:1.07964455801756221 [ Info: [12] train-rmse:0.98892445116172190 [ Info: [13] train-rmse:0.90238718952507846 [ Info: [14] train-rmse:0.84869789962309083 [ Info: [15] train-rmse:0.79825009704347016 [ Info: [16] train-rmse:0.74003061430996075 [ Info: [17] train-rmse:0.69475582428264571 [ Info: [18] train-rmse:0.66914814323906902 [ Info: [19] train-rmse:0.64154804858262970 [ Info: [20] train-rmse:0.61307997897645594 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 8, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.04544625230871180 [ Info: [2] train-rmse:5.64132067174205432 [ Info: [3] train-rmse:4.65363696195730459 [ Info: [4] train-rmse:3.90651101628663211 [ Info: [5] train-rmse:3.43903369551937743 [ Info: [6] train-rmse:3.13837621889450036 [ Info: [7] train-rmse:2.90849003118355842 [ Info: [8] train-rmse:2.74553756585069575 [ Info: [9] train-rmse:2.55867342954845034 [ Info: [10] train-rmse:2.43947016376684322 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 9, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.92928681802944357 [ Info: [2] train-rmse:5.37955095058583588 [ Info: [3] train-rmse:4.27395928122778912 [ Info: [4] train-rmse:3.53710677227359405 [ Info: [5] train-rmse:2.98350008970670233 [ Info: [6] train-rmse:2.63466164671317671 [ Info: [7] train-rmse:2.33692189478524348 [ Info: [8] train-rmse:2.14309562268060727 [ Info: [9] train-rmse:2.01047240572874886 [ Info: [10] train-rmse:1.85901150521316283 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 9, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.86667495587534304 [ Info: [2] train-rmse:5.27208242650882841 [ Info: [3] train-rmse:4.12218735656259216 [ Info: [4] train-rmse:3.30810220225721041 [ Info: [5] train-rmse:2.73695451532727185 [ Info: [6] train-rmse:2.31370104283699529 [ Info: [7] train-rmse:2.00888576563588117 [ Info: [8] train-rmse:1.77298993227956680 [ Info: [9] train-rmse:1.61673865126282856 [ Info: [10] train-rmse:1.50006669771558299 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 9, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.82399461636060334 [ Info: [2] train-rmse:5.17185068007507187 [ Info: [3] train-rmse:3.97044558516059132 [ Info: [4] train-rmse:3.12773621633521781 [ Info: [5] train-rmse:2.52862386352266766 [ Info: [6] train-rmse:2.09987214018124924 [ Info: [7] train-rmse:1.78082843914785593 [ Info: [8] train-rmse:1.52675431433900410 [ Info: [9] train-rmse:1.32952842611239164 [ Info: [10] train-rmse:1.19104053121491416 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 9, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.04544625230871180 [ Info: [2] train-rmse:5.64132067174205432 [ Info: [3] train-rmse:4.65363696195730459 [ Info: [4] train-rmse:3.90651101628663211 [ Info: [5] train-rmse:3.43903369551937743 [ Info: [6] train-rmse:3.13837621889450036 [ Info: [7] train-rmse:2.90849003118355842 [ Info: [8] train-rmse:2.74553756585069575 [ Info: [9] train-rmse:2.55867342954845034 [ Info: [10] train-rmse:2.43947016376684322 [ Info: [11] train-rmse:2.34485741987773899 [ Info: [12] train-rmse:2.27864479939684683 [ Info: [13] train-rmse:2.19910150177760455 [ Info: [14] train-rmse:2.12989409938889818 [ Info: [15] train-rmse:2.07843392757240952 [ Info: [16] train-rmse:2.04900150627759237 [ Info: [17] train-rmse:2.01290955007552741 [ Info: [18] train-rmse:1.95958472800066397 [ Info: [19] train-rmse:1.91636946709398304 [ Info: [20] train-rmse:1.87949907588710929 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 9, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.92928681802944357 [ Info: [2] train-rmse:5.37955095058583588 [ Info: [3] train-rmse:4.27395928122778912 [ Info: [4] train-rmse:3.53710677227359405 [ Info: [5] train-rmse:2.98350008970670233 [ Info: [6] train-rmse:2.63466164671317671 [ Info: [7] train-rmse:2.33692189478524348 [ Info: [8] train-rmse:2.14309562268060727 [ Info: [9] train-rmse:2.01047240572874886 [ Info: [10] train-rmse:1.85901150521316283 [ Info: [11] train-rmse:1.78357017329024137 [ Info: [12] train-rmse:1.70513668992173484 [ Info: [13] train-rmse:1.61407552416017008 [ Info: [14] train-rmse:1.55857452708574407 [ Info: [15] train-rmse:1.48212277408498738 [ Info: [16] train-rmse:1.43601825284465923 [ Info: [17] train-rmse:1.35476218100639345 [ Info: [18] train-rmse:1.31851852568453243 [ Info: [19] train-rmse:1.29535734005327452 [ Info: [20] train-rmse:1.26480644439900880 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 9, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.86667495587534304 [ Info: [2] train-rmse:5.27208242650882841 [ Info: [3] train-rmse:4.12218735656259216 [ Info: [4] train-rmse:3.30810220225721041 [ Info: [5] train-rmse:2.73695451532727185 [ Info: [6] train-rmse:2.31370104283699529 [ Info: [7] train-rmse:2.00888576563588117 [ Info: [8] train-rmse:1.77298993227956680 [ Info: [9] train-rmse:1.61673865126282856 [ Info: [10] train-rmse:1.50006669771558299 [ Info: [11] train-rmse:1.40937339863124644 [ Info: [12] train-rmse:1.28157174617875858 [ Info: [13] train-rmse:1.19191452111672014 [ Info: [14] train-rmse:1.13369158584112717 [ Info: [15] train-rmse:1.04240273991240162 [ Info: [16] train-rmse:1.01822251439809963 [ Info: [17] train-rmse:0.96500051330038117 [ Info: [18] train-rmse:0.93111235071275877 [ Info: [19] train-rmse:0.89039127225996006 [ Info: [20] train-rmse:0.87451109936166238 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 9, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.82399461636060334 [ Info: [2] train-rmse:5.17185068007507187 [ Info: [3] train-rmse:3.97044558516059132 [ Info: [4] train-rmse:3.12773621633521781 [ Info: [5] train-rmse:2.52862386352266766 [ Info: [6] train-rmse:2.09987214018124924 [ Info: [7] train-rmse:1.78082843914785593 [ Info: [8] train-rmse:1.52675431433900410 [ Info: [9] train-rmse:1.32952842611239164 [ Info: [10] train-rmse:1.19104053121491416 [ Info: [11] train-rmse:1.11719754782224223 [ Info: [12] train-rmse:1.00326669604452134 [ Info: [13] train-rmse:0.93050530809862220 [ Info: [14] train-rmse:0.85370184690609385 [ Info: [15] train-rmse:0.79907098892112860 [ Info: [16] train-rmse:0.75934896775896443 [ Info: [17] train-rmse:0.72745611083709949 [ Info: [18] train-rmse:0.68336238003911765 [ Info: [19] train-rmse:0.64529086817827097 [ Info: [20] train-rmse:0.62646852868353775 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 9, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.08228482324606734 [ Info: [2] train-rmse:5.64691629880028945 [ Info: [3] train-rmse:4.59869989749584818 [ Info: [4] train-rmse:3.92760309925292583 [ Info: [5] train-rmse:3.45618367575057572 [ Info: [6] train-rmse:3.10588919232898197 [ Info: [7] train-rmse:2.84602577421182179 [ Info: [8] train-rmse:2.67649761447772372 [ Info: [9] train-rmse:2.49167035790777325 [ Info: [10] train-rmse:2.39153705120774074 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 10, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.91649418400460902 [ Info: [2] train-rmse:5.35889790851077130 [ Info: [3] train-rmse:4.29323643327627735 [ Info: [4] train-rmse:3.55107690013656807 [ Info: [5] train-rmse:2.97673044335347869 [ Info: [6] train-rmse:2.59654478375941133 [ Info: [7] train-rmse:2.32012223163529363 [ Info: [8] train-rmse:2.12784235014388878 [ Info: [9] train-rmse:1.98657350532765675 [ Info: [10] train-rmse:1.87528957156642928 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 10, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.84711106389960822 [ Info: [2] train-rmse:5.24930387338305593 [ Info: [3] train-rmse:4.11854876028800287 [ Info: [4] train-rmse:3.31757199261778402 [ Info: [5] train-rmse:2.72389151470580604 [ Info: [6] train-rmse:2.27873020382912683 [ Info: [7] train-rmse:1.98978636726982794 [ Info: [8] train-rmse:1.77240269819592466 [ Info: [9] train-rmse:1.60327871628218221 [ Info: [10] train-rmse:1.47488573329591754 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 10, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.81975361405894009 [ Info: [2] train-rmse:5.17357931471036014 [ Info: [3] train-rmse:3.99317788739562296 [ Info: [4] train-rmse:3.15273998193599025 [ Info: [5] train-rmse:2.54143593684379754 [ Info: [6] train-rmse:2.11906993294510260 [ Info: [7] train-rmse:1.78378816404306462 [ Info: [8] train-rmse:1.55372563004374920 [ Info: [9] train-rmse:1.39372044746195267 [ Info: [10] train-rmse:1.26011008652746370 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 10, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.08228482324606734 [ Info: [2] train-rmse:5.64691629880028945 [ Info: [3] train-rmse:4.59869989749584818 [ Info: [4] train-rmse:3.92760309925292583 [ Info: [5] train-rmse:3.45618367575057572 [ Info: [6] train-rmse:3.10588919232898197 [ Info: [7] train-rmse:2.84602577421182179 [ Info: [8] train-rmse:2.67649761447772372 [ Info: [9] train-rmse:2.49167035790777325 [ Info: [10] train-rmse:2.39153705120774074 [ Info: [11] train-rmse:2.29445128869630866 [ Info: [12] train-rmse:2.20794189125148632 [ Info: [13] train-rmse:2.11822146085223340 [ Info: [14] train-rmse:2.06499442686147328 [ Info: [15] train-rmse:2.00785747595386432 [ Info: [16] train-rmse:1.95728422575849570 [ Info: [17] train-rmse:1.92710935517698867 [ Info: [18] train-rmse:1.85753476785297500 [ Info: [19] train-rmse:1.82929913868857663 [ Info: [20] train-rmse:1.79787053097109073 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 10, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.91649418400460902 [ Info: [2] train-rmse:5.35889790851077130 [ Info: [3] train-rmse:4.29323643327627735 [ Info: [4] train-rmse:3.55107690013656807 [ Info: [5] train-rmse:2.97673044335347869 [ Info: [6] train-rmse:2.59654478375941133 [ Info: [7] train-rmse:2.32012223163529363 [ Info: [8] train-rmse:2.12784235014388878 [ Info: [9] train-rmse:1.98657350532765675 [ Info: [10] train-rmse:1.87528957156642928 [ Info: [11] train-rmse:1.76070469091044446 [ Info: [12] train-rmse:1.69151231449620787 [ Info: [13] train-rmse:1.63727452861321132 [ Info: [14] train-rmse:1.57424633394451496 [ Info: [15] train-rmse:1.51979122702435676 [ Info: [16] train-rmse:1.47512264532093051 [ Info: [17] train-rmse:1.41807041948359847 [ Info: [18] train-rmse:1.37556602968798725 [ Info: [19] train-rmse:1.33875781747523570 [ Info: [20] train-rmse:1.28683731877084817 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 10, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.84711106389960822 [ Info: [2] train-rmse:5.24930387338305593 [ Info: [3] train-rmse:4.11854876028800287 [ Info: [4] train-rmse:3.31757199261778402 [ Info: [5] train-rmse:2.72389151470580604 [ Info: [6] train-rmse:2.27873020382912683 [ Info: [7] train-rmse:1.98978636726982794 [ Info: [8] train-rmse:1.77240269819592466 [ Info: [9] train-rmse:1.60327871628218221 [ Info: [10] train-rmse:1.47488573329591754 [ Info: [11] train-rmse:1.37293464212301530 [ Info: [12] train-rmse:1.28669707137275680 [ Info: [13] train-rmse:1.21236995419114613 [ Info: [14] train-rmse:1.15935126475419104 [ Info: [15] train-rmse:1.13333752937262111 [ Info: [16] train-rmse:1.03401987329507938 [ Info: [17] train-rmse:0.98974920133514910 [ Info: [18] train-rmse:0.94758702276139073 [ Info: [19] train-rmse:0.90447775730147406 [ Info: [20] train-rmse:0.87989897778078296 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 10, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.81975361405894009 [ Info: [2] train-rmse:5.17357931471036014 [ Info: [3] train-rmse:3.99317788739562296 [ Info: [4] train-rmse:3.15273998193599025 [ Info: [5] train-rmse:2.54143593684379754 [ Info: [6] train-rmse:2.11906993294510260 [ Info: [7] train-rmse:1.78378816404306462 [ Info: [8] train-rmse:1.55372563004374920 [ Info: [9] train-rmse:1.39372044746195267 [ Info: [10] train-rmse:1.26011008652746370 [ Info: [11] train-rmse:1.14556494427972533 [ Info: [12] train-rmse:1.02815802861276762 [ Info: [13] train-rmse:0.96362090355826857 [ Info: [14] train-rmse:0.90136067133680597 [ Info: [15] train-rmse:0.83721393601788829 [ Info: [16] train-rmse:0.80377448467986390 [ Info: [17] train-rmse:0.77231479866703601 [ Info: [18] train-rmse:0.74754701565759996 [ Info: [19] train-rmse:0.72959048018899897 [ Info: [20] train-rmse:0.69416038167512206 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.8, 10, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.07415919276035154 [ Info: [2] train-rmse:5.63271074228779600 [ Info: [3] train-rmse:4.63209550430874728 [ Info: [4] train-rmse:3.93653954121520844 [ Info: [5] train-rmse:3.44256148296398479 [ Info: [6] train-rmse:3.08953542467066145 [ Info: [7] train-rmse:2.80860880743403385 [ Info: [8] train-rmse:2.62717140461446208 [ Info: [9] train-rmse:2.49546050139558195 [ Info: [10] train-rmse:2.38812753608241080 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 1, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.91885072352831898 [ Info: [2] train-rmse:5.37049776067214779 [ Info: [3] train-rmse:4.26854579028270642 [ Info: [4] train-rmse:3.50736225156428638 [ Info: [5] train-rmse:3.00637878594849850 [ Info: [6] train-rmse:2.66054253595772705 [ Info: [7] train-rmse:2.38878190463593398 [ Info: [8] train-rmse:2.18502980736249208 [ Info: [9] train-rmse:2.03170271862466967 [ Info: [10] train-rmse:1.91258642244335464 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 1, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.86290615921393776 [ Info: [2] train-rmse:5.22897267645939845 [ Info: [3] train-rmse:4.09615724277066562 [ Info: [4] train-rmse:3.30090546312176025 [ Info: [5] train-rmse:2.72163775292379695 [ Info: [6] train-rmse:2.31839103701191540 [ Info: [7] train-rmse:2.02570492729424201 [ Info: [8] train-rmse:1.79841434486820195 [ Info: [9] train-rmse:1.66212982763764749 [ Info: [10] train-rmse:1.53544500324929656 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 1, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.82467774969604157 [ Info: [2] train-rmse:5.13978027552053263 [ Info: [3] train-rmse:3.96279902849405152 [ Info: [4] train-rmse:3.09328305911790036 [ Info: [5] train-rmse:2.48145502308108812 [ Info: [6] train-rmse:2.03748574752567357 [ Info: [7] train-rmse:1.70330500450899902 [ Info: [8] train-rmse:1.47900049537733547 [ Info: [9] train-rmse:1.31440760702469506 [ Info: [10] train-rmse:1.19332855618787437 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 1, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.07415919276035154 [ Info: [2] train-rmse:5.63271074228779600 [ Info: [3] train-rmse:4.63209550430874728 [ Info: [4] train-rmse:3.93653954121520844 [ Info: [5] train-rmse:3.44256148296398479 [ Info: [6] train-rmse:3.08953542467066145 [ Info: [7] train-rmse:2.80860880743403385 [ Info: [8] train-rmse:2.62717140461446208 [ Info: [9] train-rmse:2.49546050139558195 [ Info: [10] train-rmse:2.38812753608241080 [ Info: [11] train-rmse:2.29705365429626207 [ Info: [12] train-rmse:2.21320157469800449 [ Info: [13] train-rmse:2.14790362878392882 [ Info: [14] train-rmse:2.08407382345050962 [ Info: [15] train-rmse:2.02761180400001972 [ Info: [16] train-rmse:1.97426778201622599 [ Info: [17] train-rmse:1.93146501324452413 [ Info: [18] train-rmse:1.89066354965784145 [ Info: [19] train-rmse:1.85794106954154792 [ Info: [20] train-rmse:1.81824559445131451 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 1, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.91885072352831898 [ Info: [2] train-rmse:5.37049776067214779 [ Info: [3] train-rmse:4.26854579028270642 [ Info: [4] train-rmse:3.50736225156428638 [ Info: [5] train-rmse:3.00637878594849850 [ Info: [6] train-rmse:2.66054253595772705 [ Info: [7] train-rmse:2.38878190463593398 [ Info: [8] train-rmse:2.18502980736249208 [ Info: [9] train-rmse:2.03170271862466967 [ Info: [10] train-rmse:1.91258642244335464 [ Info: [11] train-rmse:1.82967574894219753 [ Info: [12] train-rmse:1.70166309640191615 [ Info: [13] train-rmse:1.61407435828381263 [ Info: [14] train-rmse:1.58196675417852362 [ Info: [15] train-rmse:1.51983463994967072 [ Info: [16] train-rmse:1.47443175675471450 [ Info: [17] train-rmse:1.43922304420940050 [ Info: [18] train-rmse:1.40442599185162664 [ Info: [19] train-rmse:1.35762370094924623 [ Info: [20] train-rmse:1.32125641039187314 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 1, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.86290615921393776 [ Info: [2] train-rmse:5.22897267645939845 [ Info: [3] train-rmse:4.09615724277066562 [ Info: [4] train-rmse:3.30090546312176025 [ Info: [5] train-rmse:2.72163775292379695 [ Info: [6] train-rmse:2.31839103701191540 [ Info: [7] train-rmse:2.02570492729424201 [ Info: [8] train-rmse:1.79841434486820195 [ Info: [9] train-rmse:1.66212982763764749 [ Info: [10] train-rmse:1.53544500324929656 [ Info: [11] train-rmse:1.46086999312959831 [ Info: [12] train-rmse:1.36863863019088106 [ Info: [13] train-rmse:1.28053471709944700 [ Info: [14] train-rmse:1.18273919187518572 [ Info: [15] train-rmse:1.12545866548573303 [ Info: [16] train-rmse:1.09042689540933613 [ Info: [17] train-rmse:1.03599710627589214 [ Info: [18] train-rmse:1.01434024808539203 [ Info: [19] train-rmse:0.97942752531879163 [ Info: [20] train-rmse:0.93653806703674247 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 1, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.82467774969604157 [ Info: [2] train-rmse:5.13978027552053263 [ Info: [3] train-rmse:3.96279902849405152 [ Info: [4] train-rmse:3.09328305911790036 [ Info: [5] train-rmse:2.48145502308108812 [ Info: [6] train-rmse:2.03748574752567357 [ Info: [7] train-rmse:1.70330500450899902 [ Info: [8] train-rmse:1.47900049537733547 [ Info: [9] train-rmse:1.31440760702469506 [ Info: [10] train-rmse:1.19332855618787437 [ Info: [11] train-rmse:1.09469954968374794 [ Info: [12] train-rmse:0.97846220328783884 [ Info: [13] train-rmse:0.89546755397574418 [ Info: [14] train-rmse:0.82368350800429124 [ Info: [15] train-rmse:0.76752800494051199 [ Info: [16] train-rmse:0.72883777792765214 [ Info: [17] train-rmse:0.67911926693539215 [ Info: [18] train-rmse:0.65534511471899437 [ Info: [19] train-rmse:0.63517636660718924 [ Info: [20] train-rmse:0.61254362225066461 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 1, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.90869747749063201 [ Info: [2] train-rmse:5.52926092766723265 [ Info: [3] train-rmse:4.50972443978039905 [ Info: [4] train-rmse:3.85802043498255331 [ Info: [5] train-rmse:3.42227427838913290 [ Info: [6] train-rmse:3.06027870300825366 [ Info: [7] train-rmse:2.82134451864226810 [ Info: [8] train-rmse:2.65404931084394269 [ Info: [9] train-rmse:2.49691649267971316 [ Info: [10] train-rmse:2.38490103243938556 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 2, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.77349389897870857 [ Info: [2] train-rmse:5.22573168899561491 [ Info: [3] train-rmse:4.17287244523766443 [ Info: [4] train-rmse:3.43436090361393775 [ Info: [5] train-rmse:2.93051585169623241 [ Info: [6] train-rmse:2.57350512791512998 [ Info: [7] train-rmse:2.31947030814706512 [ Info: [8] train-rmse:2.13809855880467037 [ Info: [9] train-rmse:2.00427544133743307 [ Info: [10] train-rmse:1.87285073109475886 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 2, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.70572259598201015 [ Info: [2] train-rmse:5.09045000876615461 [ Info: [3] train-rmse:3.97489138091282745 [ Info: [4] train-rmse:3.19194980064042122 [ Info: [5] train-rmse:2.62644459644598260 [ Info: [6] train-rmse:2.23036647257891429 [ Info: [7] train-rmse:1.94810294098437464 [ Info: [8] train-rmse:1.75927771442734282 [ Info: [9] train-rmse:1.61043613457826673 [ Info: [10] train-rmse:1.48832439887055901 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 2, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.66818287765894446 [ Info: [2] train-rmse:5.02584032478515486 [ Info: [3] train-rmse:3.86300162384067347 [ Info: [4] train-rmse:3.02523361265712820 [ Info: [5] train-rmse:2.44217822247162974 [ Info: [6] train-rmse:2.00377973129039555 [ Info: [7] train-rmse:1.69327104526836703 [ Info: [8] train-rmse:1.45411422324975415 [ Info: [9] train-rmse:1.27545283948933852 [ Info: [10] train-rmse:1.14762032484344911 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 2, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.90869747749063201 [ Info: [2] train-rmse:5.52926092766723265 [ Info: [3] train-rmse:4.50972443978039905 [ Info: [4] train-rmse:3.85802043498255331 [ Info: [5] train-rmse:3.42227427838913290 [ Info: [6] train-rmse:3.06027870300825366 [ Info: [7] train-rmse:2.82134451864226810 [ Info: [8] train-rmse:2.65404931084394269 [ Info: [9] train-rmse:2.49691649267971316 [ Info: [10] train-rmse:2.38490103243938556 [ Info: [11] train-rmse:2.31871931160445932 [ Info: [12] train-rmse:2.20659906108798731 [ Info: [13] train-rmse:2.15563005873795044 [ Info: [14] train-rmse:2.09243275690529185 [ Info: [15] train-rmse:2.05124063490163033 [ Info: [16] train-rmse:2.01922300613592487 [ Info: [17] train-rmse:1.99305626319845874 [ Info: [18] train-rmse:1.95436686946031957 [ Info: [19] train-rmse:1.90849736881732346 [ Info: [20] train-rmse:1.89207489398341266 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 2, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.77349389897870857 [ Info: [2] train-rmse:5.22573168899561491 [ Info: [3] train-rmse:4.17287244523766443 [ Info: [4] train-rmse:3.43436090361393775 [ Info: [5] train-rmse:2.93051585169623241 [ Info: [6] train-rmse:2.57350512791512998 [ Info: [7] train-rmse:2.31947030814706512 [ Info: [8] train-rmse:2.13809855880467037 [ Info: [9] train-rmse:2.00427544133743307 [ Info: [10] train-rmse:1.87285073109475886 [ Info: [11] train-rmse:1.74014967504256535 [ Info: [12] train-rmse:1.68750220035853893 [ Info: [13] train-rmse:1.61688391453425329 [ Info: [14] train-rmse:1.58501603457970486 [ Info: [15] train-rmse:1.54619163554296479 [ Info: [16] train-rmse:1.51247813065949188 [ Info: [17] train-rmse:1.47953711473421956 [ Info: [18] train-rmse:1.45014026442396138 [ Info: [19] train-rmse:1.39320222372878666 [ Info: [20] train-rmse:1.34955629001804711 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 2, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.70572259598201015 [ Info: [2] train-rmse:5.09045000876615461 [ Info: [3] train-rmse:3.97489138091282745 [ Info: [4] train-rmse:3.19194980064042122 [ Info: [5] train-rmse:2.62644459644598260 [ Info: [6] train-rmse:2.23036647257891429 [ Info: [7] train-rmse:1.94810294098437464 [ Info: [8] train-rmse:1.75927771442734282 [ Info: [9] train-rmse:1.61043613457826673 [ Info: [10] train-rmse:1.48832439887055901 [ Info: [11] train-rmse:1.40908665496307650 [ Info: [12] train-rmse:1.34115332628208606 [ Info: [13] train-rmse:1.26956106879530717 [ Info: [14] train-rmse:1.21125261219937363 [ Info: [15] train-rmse:1.17398097819735892 [ Info: [16] train-rmse:1.09987514298888400 [ Info: [17] train-rmse:1.04686676315102423 [ Info: [18] train-rmse:0.98731367557240746 [ Info: [19] train-rmse:0.97022232999305202 [ Info: [20] train-rmse:0.94828331741383587 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 2, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.66818287765894446 [ Info: [2] train-rmse:5.02584032478515486 [ Info: [3] train-rmse:3.86300162384067347 [ Info: [4] train-rmse:3.02523361265712820 [ Info: [5] train-rmse:2.44217822247162974 [ Info: [6] train-rmse:2.00377973129039555 [ Info: [7] train-rmse:1.69327104526836703 [ Info: [8] train-rmse:1.45411422324975415 [ Info: [9] train-rmse:1.27545283948933852 [ Info: [10] train-rmse:1.14762032484344911 [ Info: [11] train-rmse:1.04041259988805090 [ Info: [12] train-rmse:0.95328641914828904 [ Info: [13] train-rmse:0.89578668582977883 [ Info: [14] train-rmse:0.85093703436588330 [ Info: [15] train-rmse:0.78570308939051070 [ Info: [16] train-rmse:0.75848729619201194 [ Info: [17] train-rmse:0.71068783719626127 [ Info: [18] train-rmse:0.66372514462955456 [ Info: [19] train-rmse:0.61974044500943493 [ Info: [20] train-rmse:0.58385458410961699 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 2, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.10298055642397497 [ Info: [2] train-rmse:5.57989450048275781 [ Info: [3] train-rmse:4.55829296884117063 [ Info: [4] train-rmse:3.86102210553186476 [ Info: [5] train-rmse:3.35321941664150858 [ Info: [6] train-rmse:3.02375247563747740 [ Info: [7] train-rmse:2.77105326263451346 [ Info: [8] train-rmse:2.61293269316059940 [ Info: [9] train-rmse:2.49476293791344572 [ Info: [10] train-rmse:2.39863737460734594 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 3, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.94128105655121619 [ Info: [2] train-rmse:5.33863546863224681 [ Info: [3] train-rmse:4.25854354961444326 [ Info: [4] train-rmse:3.49654716359294060 [ Info: [5] train-rmse:2.95190451375297025 [ Info: [6] train-rmse:2.60106174292617709 [ Info: [7] train-rmse:2.33636367892440822 [ Info: [8] train-rmse:2.14480381308200885 [ Info: [9] train-rmse:1.98111628899946379 [ Info: [10] train-rmse:1.87256345180292660 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 3, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.88255072286874903 [ Info: [2] train-rmse:5.26332425659066594 [ Info: [3] train-rmse:4.09997351636698060 [ Info: [4] train-rmse:3.31085313265600600 [ Info: [5] train-rmse:2.73977653161137580 [ Info: [6] train-rmse:2.28965771448221211 [ Info: [7] train-rmse:1.97943943851320725 [ Info: [8] train-rmse:1.74438492706090020 [ Info: [9] train-rmse:1.58340856312407130 [ Info: [10] train-rmse:1.47405864743642678 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 3, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.83897217259251455 [ Info: [2] train-rmse:5.16479928204023864 [ Info: [3] train-rmse:3.97538020056633279 [ Info: [4] train-rmse:3.14520112951572939 [ Info: [5] train-rmse:2.52212068802666156 [ Info: [6] train-rmse:2.06848334125679356 [ Info: [7] train-rmse:1.74675625727860329 [ Info: [8] train-rmse:1.46011851083693900 [ Info: [9] train-rmse:1.29058764163834438 [ Info: [10] train-rmse:1.16887825186477978 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 3, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.10298055642397497 [ Info: [2] train-rmse:5.57989450048275781 [ Info: [3] train-rmse:4.55829296884117063 [ Info: [4] train-rmse:3.86102210553186476 [ Info: [5] train-rmse:3.35321941664150858 [ Info: [6] train-rmse:3.02375247563747740 [ Info: [7] train-rmse:2.77105326263451346 [ Info: [8] train-rmse:2.61293269316059940 [ Info: [9] train-rmse:2.49476293791344572 [ Info: [10] train-rmse:2.39863737460734594 [ Info: [11] train-rmse:2.31146114126130797 [ Info: [12] train-rmse:2.21586445529017162 [ Info: [13] train-rmse:2.14693844664734490 [ Info: [14] train-rmse:2.10833734899756076 [ Info: [15] train-rmse:2.03087542308368008 [ Info: [16] train-rmse:1.99404594290676118 [ Info: [17] train-rmse:1.96927383412723200 [ Info: [18] train-rmse:1.93214292474722438 [ Info: [19] train-rmse:1.88958462167867691 [ Info: [20] train-rmse:1.84966635758270859 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 3, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.94128105655121619 [ Info: [2] train-rmse:5.33863546863224681 [ Info: [3] train-rmse:4.25854354961444326 [ Info: [4] train-rmse:3.49654716359294060 [ Info: [5] train-rmse:2.95190451375297025 [ Info: [6] train-rmse:2.60106174292617709 [ Info: [7] train-rmse:2.33636367892440822 [ Info: [8] train-rmse:2.14480381308200885 [ Info: [9] train-rmse:1.98111628899946379 [ Info: [10] train-rmse:1.87256345180292660 [ Info: [11] train-rmse:1.76668983140916191 [ Info: [12] train-rmse:1.68511522415417070 [ Info: [13] train-rmse:1.58727638363008872 [ Info: [14] train-rmse:1.52775944847920742 [ Info: [15] train-rmse:1.49677184817747122 [ Info: [16] train-rmse:1.46248348052979815 [ Info: [17] train-rmse:1.41968322918218415 [ Info: [18] train-rmse:1.36823919461000121 [ Info: [19] train-rmse:1.35121157849793261 [ Info: [20] train-rmse:1.32085198233966961 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 3, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.88255072286874903 [ Info: [2] train-rmse:5.26332425659066594 [ Info: [3] train-rmse:4.09997351636698060 [ Info: [4] train-rmse:3.31085313265600600 [ Info: [5] train-rmse:2.73977653161137580 [ Info: [6] train-rmse:2.28965771448221211 [ Info: [7] train-rmse:1.97943943851320725 [ Info: [8] train-rmse:1.74438492706090020 [ Info: [9] train-rmse:1.58340856312407130 [ Info: [10] train-rmse:1.47405864743642678 [ Info: [11] train-rmse:1.37084624437685809 [ Info: [12] train-rmse:1.30923689824707923 [ Info: [13] train-rmse:1.22581455240092474 [ Info: [14] train-rmse:1.13427741470947074 [ Info: [15] train-rmse:1.09563115489409468 [ Info: [16] train-rmse:1.06135419283118693 [ Info: [17] train-rmse:1.04126661579270241 [ Info: [18] train-rmse:0.99676378944359845 [ Info: [19] train-rmse:0.95845238515047648 [ Info: [20] train-rmse:0.92405206914491167 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 3, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.83897217259251455 [ Info: [2] train-rmse:5.16479928204023864 [ Info: [3] train-rmse:3.97538020056633279 [ Info: [4] train-rmse:3.14520112951572939 [ Info: [5] train-rmse:2.52212068802666156 [ Info: [6] train-rmse:2.06848334125679356 [ Info: [7] train-rmse:1.74675625727860329 [ Info: [8] train-rmse:1.46011851083693900 [ Info: [9] train-rmse:1.29058764163834438 [ Info: [10] train-rmse:1.16887825186477978 [ Info: [11] train-rmse:1.04342245980140214 [ Info: [12] train-rmse:0.95513087354231363 [ Info: [13] train-rmse:0.88689959319932798 [ Info: [14] train-rmse:0.83481398483770342 [ Info: [15] train-rmse:0.78690808725367667 [ Info: [16] train-rmse:0.74808639582714254 [ Info: [17] train-rmse:0.70443389837107573 [ Info: [18] train-rmse:0.67714070024521866 [ Info: [19] train-rmse:0.64882077350675893 [ Info: [20] train-rmse:0.60092032298499776 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 3, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.08555844445205629 [ Info: [2] train-rmse:5.69648534018433494 [ Info: [3] train-rmse:4.64078041184626855 [ Info: [4] train-rmse:3.94011192050806658 [ Info: [5] train-rmse:3.42706918519855330 [ Info: [6] train-rmse:3.07229931896142094 [ Info: [7] train-rmse:2.83814570475700467 [ Info: [8] train-rmse:2.67380202567032743 [ Info: [9] train-rmse:2.54305995284419861 [ Info: [10] train-rmse:2.44666463583639926 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 4, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.91871245150493852 [ Info: [2] train-rmse:5.34753062044114280 [ Info: [3] train-rmse:4.27187918496075980 [ Info: [4] train-rmse:3.54118763388421121 [ Info: [5] train-rmse:2.99126062898536915 [ Info: [6] train-rmse:2.63036397260080479 [ Info: [7] train-rmse:2.35919645108804321 [ Info: [8] train-rmse:2.15965279863487769 [ Info: [9] train-rmse:2.01103036823152470 [ Info: [10] train-rmse:1.91785334029652099 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 4, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.84352643350690570 [ Info: [2] train-rmse:5.21851357483042122 [ Info: [3] train-rmse:4.07421048545569242 [ Info: [4] train-rmse:3.24980192720060934 [ Info: [5] train-rmse:2.68269516348406567 [ Info: [6] train-rmse:2.26002591043864021 [ Info: [7] train-rmse:1.96394354555216810 [ Info: [8] train-rmse:1.76656933148498374 [ Info: [9] train-rmse:1.60112986272338675 [ Info: [10] train-rmse:1.47524933677818160 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 4, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.80949987067137652 [ Info: [2] train-rmse:5.13875313675235379 [ Info: [3] train-rmse:3.95005625668208982 [ Info: [4] train-rmse:3.09343999121756941 [ Info: [5] train-rmse:2.47500873512759378 [ Info: [6] train-rmse:2.02647805878215648 [ Info: [7] train-rmse:1.71542729553216189 [ Info: [8] train-rmse:1.45638028927775065 [ Info: [9] train-rmse:1.27892313842873007 [ Info: [10] train-rmse:1.15021338067774836 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 4, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.08555844445205629 [ Info: [2] train-rmse:5.69648534018433494 [ Info: [3] train-rmse:4.64078041184626855 [ Info: [4] train-rmse:3.94011192050806658 [ Info: [5] train-rmse:3.42706918519855330 [ Info: [6] train-rmse:3.07229931896142094 [ Info: [7] train-rmse:2.83814570475700467 [ Info: [8] train-rmse:2.67380202567032743 [ Info: [9] train-rmse:2.54305995284419861 [ Info: [10] train-rmse:2.44666463583639926 [ Info: [11] train-rmse:2.35655350920159412 [ Info: [12] train-rmse:2.25642085953151117 [ Info: [13] train-rmse:2.19691774321141331 [ Info: [14] train-rmse:2.15050937492120964 [ Info: [15] train-rmse:2.08231506346107276 [ Info: [16] train-rmse:2.03677912342324419 [ Info: [17] train-rmse:1.96717398298824175 [ Info: [18] train-rmse:1.92821984488273257 [ Info: [19] train-rmse:1.88156751913153775 [ Info: [20] train-rmse:1.83667418110427749 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 4, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.91871245150493852 [ Info: [2] train-rmse:5.34753062044114280 [ Info: [3] train-rmse:4.27187918496075980 [ Info: [4] train-rmse:3.54118763388421121 [ Info: [5] train-rmse:2.99126062898536915 [ Info: [6] train-rmse:2.63036397260080479 [ Info: [7] train-rmse:2.35919645108804321 [ Info: [8] train-rmse:2.15965279863487769 [ Info: [9] train-rmse:2.01103036823152470 [ Info: [10] train-rmse:1.91785334029652099 [ Info: [11] train-rmse:1.83291239483420587 [ Info: [12] train-rmse:1.77529617684113972 [ Info: [13] train-rmse:1.70710970793573358 [ Info: [14] train-rmse:1.60694600929710107 [ Info: [15] train-rmse:1.55981010758001859 [ Info: [16] train-rmse:1.50182019331139283 [ Info: [17] train-rmse:1.47610196093246016 [ Info: [18] train-rmse:1.42492368879645848 [ Info: [19] train-rmse:1.37594039270064528 [ Info: [20] train-rmse:1.32597160331788766 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 4, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.84352643350690570 [ Info: [2] train-rmse:5.21851357483042122 [ Info: [3] train-rmse:4.07421048545569242 [ Info: [4] train-rmse:3.24980192720060934 [ Info: [5] train-rmse:2.68269516348406567 [ Info: [6] train-rmse:2.26002591043864021 [ Info: [7] train-rmse:1.96394354555216810 [ Info: [8] train-rmse:1.76656933148498374 [ Info: [9] train-rmse:1.60112986272338675 [ Info: [10] train-rmse:1.47524933677818160 [ Info: [11] train-rmse:1.37837820746774709 [ Info: [12] train-rmse:1.30865997203252182 [ Info: [13] train-rmse:1.25673126864234375 [ Info: [14] train-rmse:1.18824658213570045 [ Info: [15] train-rmse:1.16229069207930991 [ Info: [16] train-rmse:1.10909027862215637 [ Info: [17] train-rmse:1.05746789666028507 [ Info: [18] train-rmse:0.98519182168557873 [ Info: [19] train-rmse:0.96387471022039195 [ Info: [20] train-rmse:0.94435027606198041 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 4, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.80949987067137652 [ Info: [2] train-rmse:5.13875313675235379 [ Info: [3] train-rmse:3.95005625668208982 [ Info: [4] train-rmse:3.09343999121756941 [ Info: [5] train-rmse:2.47500873512759378 [ Info: [6] train-rmse:2.02647805878215648 [ Info: [7] train-rmse:1.71542729553216189 [ Info: [8] train-rmse:1.45638028927775065 [ Info: [9] train-rmse:1.27892313842873007 [ Info: [10] train-rmse:1.15021338067774836 [ Info: [11] train-rmse:1.04713742013236466 [ Info: [12] train-rmse:0.98278616925017570 [ Info: [13] train-rmse:0.92252096060926314 [ Info: [14] train-rmse:0.87930248952326007 [ Info: [15] train-rmse:0.82150400968732773 [ Info: [16] train-rmse:0.78165969244074152 [ Info: [17] train-rmse:0.73646060191380236 [ Info: [18] train-rmse:0.68834458357624706 [ Info: [19] train-rmse:0.65570430204976293 [ Info: [20] train-rmse:0.60627960336567766 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 4, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.15791160971471641 [ Info: [2] train-rmse:5.72570296576841731 [ Info: [3] train-rmse:4.66988003459913603 [ Info: [4] train-rmse:3.94638830025753728 [ Info: [5] train-rmse:3.48600934002654084 [ Info: [6] train-rmse:3.14160582414060219 [ Info: [7] train-rmse:2.88153413044158313 [ Info: [8] train-rmse:2.67351833581612208 [ Info: [9] train-rmse:2.53731975986341940 [ Info: [10] train-rmse:2.41938072729856435 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 5, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.99213065605966921 [ Info: [2] train-rmse:5.37808447367286213 [ Info: [3] train-rmse:4.31711454550249396 [ Info: [4] train-rmse:3.57091682101587704 [ Info: [5] train-rmse:3.05712520736361437 [ Info: [6] train-rmse:2.69520815959266846 [ Info: [7] train-rmse:2.43393662965303292 [ Info: [8] train-rmse:2.20652123339290718 [ Info: [9] train-rmse:2.05761998860688200 [ Info: [10] train-rmse:1.96494285189390649 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 5, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.92507700513533830 [ Info: [2] train-rmse:5.28491212635959418 [ Info: [3] train-rmse:4.12232272500533359 [ Info: [4] train-rmse:3.32629941003245522 [ Info: [5] train-rmse:2.75763853186107211 [ Info: [6] train-rmse:2.32385220923031754 [ Info: [7] train-rmse:2.04133244541451653 [ Info: [8] train-rmse:1.85423734705138088 [ Info: [9] train-rmse:1.69609222039847007 [ Info: [10] train-rmse:1.57378471524052777 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 5, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.88669766329965505 [ Info: [2] train-rmse:5.20986614717315533 [ Info: [3] train-rmse:4.00123623516202009 [ Info: [4] train-rmse:3.15861685944813697 [ Info: [5] train-rmse:2.55387140282509506 [ Info: [6] train-rmse:2.12520427702415615 [ Info: [7] train-rmse:1.76620158446155195 [ Info: [8] train-rmse:1.52127114034647692 [ Info: [9] train-rmse:1.35941979521329182 [ Info: [10] train-rmse:1.22410677005464730 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 5, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.15791160971471641 [ Info: [2] train-rmse:5.72570296576841731 [ Info: [3] train-rmse:4.66988003459913603 [ Info: [4] train-rmse:3.94638830025753728 [ Info: [5] train-rmse:3.48600934002654084 [ Info: [6] train-rmse:3.14160582414060219 [ Info: [7] train-rmse:2.88153413044158313 [ Info: [8] train-rmse:2.67351833581612208 [ Info: [9] train-rmse:2.53731975986341940 [ Info: [10] train-rmse:2.41938072729856435 [ Info: [11] train-rmse:2.34216040797863556 [ Info: [12] train-rmse:2.25560004511735812 [ Info: [13] train-rmse:2.19069077763831999 [ Info: [14] train-rmse:2.14548995316234858 [ Info: [15] train-rmse:2.09622379174730433 [ Info: [16] train-rmse:2.02301297077697217 [ Info: [17] train-rmse:1.99682239016046625 [ Info: [18] train-rmse:1.97409929300165432 [ Info: [19] train-rmse:1.93301651817635944 [ Info: [20] train-rmse:1.89291394666508350 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 5, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.99213065605966921 [ Info: [2] train-rmse:5.37808447367286213 [ Info: [3] train-rmse:4.31711454550249396 [ Info: [4] train-rmse:3.57091682101587704 [ Info: [5] train-rmse:3.05712520736361437 [ Info: [6] train-rmse:2.69520815959266846 [ Info: [7] train-rmse:2.43393662965303292 [ Info: [8] train-rmse:2.20652123339290718 [ Info: [9] train-rmse:2.05761998860688200 [ Info: [10] train-rmse:1.96494285189390649 [ Info: [11] train-rmse:1.89157041589598651 [ Info: [12] train-rmse:1.81953460522387411 [ Info: [13] train-rmse:1.73274167465793183 [ Info: [14] train-rmse:1.65809360950106766 [ Info: [15] train-rmse:1.60577650631130187 [ Info: [16] train-rmse:1.54915397232623220 [ Info: [17] train-rmse:1.49914617073656387 [ Info: [18] train-rmse:1.46906869648198923 [ Info: [19] train-rmse:1.42201039358285986 [ Info: [20] train-rmse:1.38935266713368355 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 5, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.92507700513533830 [ Info: [2] train-rmse:5.28491212635959418 [ Info: [3] train-rmse:4.12232272500533359 [ Info: [4] train-rmse:3.32629941003245522 [ Info: [5] train-rmse:2.75763853186107211 [ Info: [6] train-rmse:2.32385220923031754 [ Info: [7] train-rmse:2.04133244541451653 [ Info: [8] train-rmse:1.85423734705138088 [ Info: [9] train-rmse:1.69609222039847007 [ Info: [10] train-rmse:1.57378471524052777 [ Info: [11] train-rmse:1.49295522881944454 [ Info: [12] train-rmse:1.41766680722157723 [ Info: [13] train-rmse:1.36702164579512564 [ Info: [14] train-rmse:1.26653780041922781 [ Info: [15] train-rmse:1.22562437154534165 [ Info: [16] train-rmse:1.18042981277272285 [ Info: [17] train-rmse:1.14737465085283885 [ Info: [18] train-rmse:1.12675848085313346 [ Info: [19] train-rmse:1.10500475567880030 [ Info: [20] train-rmse:1.08540212973916028 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 5, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.88669766329965505 [ Info: [2] train-rmse:5.20986614717315533 [ Info: [3] train-rmse:4.00123623516202009 [ Info: [4] train-rmse:3.15861685944813697 [ Info: [5] train-rmse:2.55387140282509506 [ Info: [6] train-rmse:2.12520427702415615 [ Info: [7] train-rmse:1.76620158446155195 [ Info: [8] train-rmse:1.52127114034647692 [ Info: [9] train-rmse:1.35941979521329182 [ Info: [10] train-rmse:1.22410677005464730 [ Info: [11] train-rmse:1.09299872015539901 [ Info: [12] train-rmse:1.01523174993398380 [ Info: [13] train-rmse:0.95679982748940429 [ Info: [14] train-rmse:0.89057099779934201 [ Info: [15] train-rmse:0.83896144307835840 [ Info: [16] train-rmse:0.79091373872494908 [ Info: [17] train-rmse:0.76851707474642983 [ Info: [18] train-rmse:0.69625936457468962 [ Info: [19] train-rmse:0.66888057883554908 [ Info: [20] train-rmse:0.62593091461020145 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 5, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.08094105410030217 [ Info: [2] train-rmse:5.59606328741504644 [ Info: [3] train-rmse:4.64828223127791151 [ Info: [4] train-rmse:3.97288521122633398 [ Info: [5] train-rmse:3.48901326803983158 [ Info: [6] train-rmse:3.12550701109664963 [ Info: [7] train-rmse:2.87433997817360964 [ Info: [8] train-rmse:2.71923974223526965 [ Info: [9] train-rmse:2.56778917555385711 [ Info: [10] train-rmse:2.47150751288562098 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 6, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.89955827111278541 [ Info: [2] train-rmse:5.32942126223590495 [ Info: [3] train-rmse:4.27324256970544614 [ Info: [4] train-rmse:3.51831331618550225 [ Info: [5] train-rmse:2.98772218352899399 [ Info: [6] train-rmse:2.63379993157459857 [ Info: [7] train-rmse:2.35919419540318787 [ Info: [8] train-rmse:2.18425359944792286 [ Info: [9] train-rmse:2.05188815245120582 [ Info: [10] train-rmse:1.93166410566427826 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 6, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.83058681780624788 [ Info: [2] train-rmse:5.19721298148318311 [ Info: [3] train-rmse:4.07746716895600780 [ Info: [4] train-rmse:3.24813087089152752 [ Info: [5] train-rmse:2.68189389446168169 [ Info: [6] train-rmse:2.27171628993320729 [ Info: [7] train-rmse:1.98260595300429165 [ Info: [8] train-rmse:1.76487905496558684 [ Info: [9] train-rmse:1.58972921501142817 [ Info: [10] train-rmse:1.46586764781797840 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 6, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.79382983645069505 [ Info: [2] train-rmse:5.11764258134056682 [ Info: [3] train-rmse:3.92807878896878027 [ Info: [4] train-rmse:3.10066699735257112 [ Info: [5] train-rmse:2.49307968861540941 [ Info: [6] train-rmse:2.03384686192682418 [ Info: [7] train-rmse:1.69489416778168245 [ Info: [8] train-rmse:1.45521218172845423 [ Info: [9] train-rmse:1.27141840803703321 [ Info: [10] train-rmse:1.15565518261662836 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 6, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.08094105410030217 [ Info: [2] train-rmse:5.59606328741504644 [ Info: [3] train-rmse:4.64828223127791151 [ Info: [4] train-rmse:3.97288521122633398 [ Info: [5] train-rmse:3.48901326803983158 [ Info: [6] train-rmse:3.12550701109664963 [ Info: [7] train-rmse:2.87433997817360964 [ Info: [8] train-rmse:2.71923974223526965 [ Info: [9] train-rmse:2.56778917555385711 [ Info: [10] train-rmse:2.47150751288562098 [ Info: [11] train-rmse:2.36936307337760876 [ Info: [12] train-rmse:2.30825992543616021 [ Info: [13] train-rmse:2.23822486582722613 [ Info: [14] train-rmse:2.15979729697740686 [ Info: [15] train-rmse:2.11043870410356904 [ Info: [16] train-rmse:2.06266755865384255 [ Info: [17] train-rmse:2.03901995176197781 [ Info: [18] train-rmse:1.96513903781623589 [ Info: [19] train-rmse:1.92381159248910460 [ Info: [20] train-rmse:1.88098650692766811 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 6, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.89955827111278541 [ Info: [2] train-rmse:5.32942126223590495 [ Info: [3] train-rmse:4.27324256970544614 [ Info: [4] train-rmse:3.51831331618550225 [ Info: [5] train-rmse:2.98772218352899399 [ Info: [6] train-rmse:2.63379993157459857 [ Info: [7] train-rmse:2.35919419540318787 [ Info: [8] train-rmse:2.18425359944792286 [ Info: [9] train-rmse:2.05188815245120582 [ Info: [10] train-rmse:1.93166410566427826 [ Info: [11] train-rmse:1.80486004714098702 [ Info: [12] train-rmse:1.73989389688764651 [ Info: [13] train-rmse:1.68435700178335335 [ Info: [14] train-rmse:1.63801525615528898 [ Info: [15] train-rmse:1.57989477750962215 [ Info: [16] train-rmse:1.54257370734132415 [ Info: [17] train-rmse:1.49918272103847361 [ Info: [18] train-rmse:1.45411103495112326 [ Info: [19] train-rmse:1.41091122337830388 [ Info: [20] train-rmse:1.38277015166412665 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 6, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.83058681780624788 [ Info: [2] train-rmse:5.19721298148318311 [ Info: [3] train-rmse:4.07746716895600780 [ Info: [4] train-rmse:3.24813087089152752 [ Info: [5] train-rmse:2.68189389446168169 [ Info: [6] train-rmse:2.27171628993320729 [ Info: [7] train-rmse:1.98260595300429165 [ Info: [8] train-rmse:1.76487905496558684 [ Info: [9] train-rmse:1.58972921501142817 [ Info: [10] train-rmse:1.46586764781797840 [ Info: [11] train-rmse:1.33658499719661839 [ Info: [12] train-rmse:1.26364177026707636 [ Info: [13] train-rmse:1.20864889825084942 [ Info: [14] train-rmse:1.13331953830292420 [ Info: [15] train-rmse:1.07091332954451168 [ Info: [16] train-rmse:1.04092586842761148 [ Info: [17] train-rmse:0.99146948580127570 [ Info: [18] train-rmse:0.95961281302575030 [ Info: [19] train-rmse:0.93133409136544598 [ Info: [20] train-rmse:0.91489918152569549 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 6, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.79382983645069505 [ Info: [2] train-rmse:5.11764258134056682 [ Info: [3] train-rmse:3.92807878896878027 [ Info: [4] train-rmse:3.10066699735257112 [ Info: [5] train-rmse:2.49307968861540941 [ Info: [6] train-rmse:2.03384686192682418 [ Info: [7] train-rmse:1.69489416778168245 [ Info: [8] train-rmse:1.45521218172845423 [ Info: [9] train-rmse:1.27141840803703321 [ Info: [10] train-rmse:1.15565518261662836 [ Info: [11] train-rmse:1.03481517232401177 [ Info: [12] train-rmse:0.94536302547398032 [ Info: [13] train-rmse:0.89030187466502153 [ Info: [14] train-rmse:0.84033028061780690 [ Info: [15] train-rmse:0.78246432358195139 [ Info: [16] train-rmse:0.74188418750503715 [ Info: [17] train-rmse:0.71536958953256335 [ Info: [18] train-rmse:0.67915798581631892 [ Info: [19] train-rmse:0.66325653762453474 [ Info: [20] train-rmse:0.61891421625503795 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 6, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.17551149378831088 [ Info: [2] train-rmse:5.71262032251420759 [ Info: [3] train-rmse:4.69030502828307405 [ Info: [4] train-rmse:3.99664330199712303 [ Info: [5] train-rmse:3.47511592119886181 [ Info: [6] train-rmse:3.11068706193693112 [ Info: [7] train-rmse:2.87786836125429613 [ Info: [8] train-rmse:2.67750764341746716 [ Info: [9] train-rmse:2.54080663495663606 [ Info: [10] train-rmse:2.43803421059423098 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 7, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.02948847099427176 [ Info: [2] train-rmse:5.43349743204426350 [ Info: [3] train-rmse:4.30347870021946566 [ Info: [4] train-rmse:3.54355388978928376 [ Info: [5] train-rmse:2.99616007589899835 [ Info: [6] train-rmse:2.60911655840792678 [ Info: [7] train-rmse:2.35756592613554616 [ Info: [8] train-rmse:2.16700542579464761 [ Info: [9] train-rmse:1.99787734621632773 [ Info: [10] train-rmse:1.86451135790432132 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 7, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.96090909724031004 [ Info: [2] train-rmse:5.31198553814589758 [ Info: [3] train-rmse:4.15956751434578198 [ Info: [4] train-rmse:3.35410208982361402 [ Info: [5] train-rmse:2.77321307651858007 [ Info: [6] train-rmse:2.36147108098016689 [ Info: [7] train-rmse:2.06517890604082144 [ Info: [8] train-rmse:1.85810617322805127 [ Info: [9] train-rmse:1.68848089608961316 [ Info: [10] train-rmse:1.56670179973346735 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 7, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.91695051811198613 [ Info: [2] train-rmse:5.23352395060532061 [ Info: [3] train-rmse:4.00816803479593897 [ Info: [4] train-rmse:3.12920246112611666 [ Info: [5] train-rmse:2.52350324920641000 [ Info: [6] train-rmse:2.09960161036758786 [ Info: [7] train-rmse:1.78046854340938943 [ Info: [8] train-rmse:1.55945127850362675 [ Info: [9] train-rmse:1.36730521679975792 [ Info: [10] train-rmse:1.23569930535829475 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 7, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.17551149378831088 [ Info: [2] train-rmse:5.71262032251420759 [ Info: [3] train-rmse:4.69030502828307405 [ Info: [4] train-rmse:3.99664330199712303 [ Info: [5] train-rmse:3.47511592119886181 [ Info: [6] train-rmse:3.11068706193693112 [ Info: [7] train-rmse:2.87786836125429613 [ Info: [8] train-rmse:2.67750764341746716 [ Info: [9] train-rmse:2.54080663495663606 [ Info: [10] train-rmse:2.43803421059423098 [ Info: [11] train-rmse:2.37202570161525683 [ Info: [12] train-rmse:2.30973165575093109 [ Info: [13] train-rmse:2.22956328120021041 [ Info: [14] train-rmse:2.15908967102944604 [ Info: [15] train-rmse:2.11838082927310500 [ Info: [16] train-rmse:2.07520521628162680 [ Info: [17] train-rmse:2.02656004847082416 [ Info: [18] train-rmse:1.98713096288350788 [ Info: [19] train-rmse:1.96437554792462721 [ Info: [20] train-rmse:1.91848753243552883 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 7, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.02948847099427176 [ Info: [2] train-rmse:5.43349743204426350 [ Info: [3] train-rmse:4.30347870021946566 [ Info: [4] train-rmse:3.54355388978928376 [ Info: [5] train-rmse:2.99616007589899835 [ Info: [6] train-rmse:2.60911655840792678 [ Info: [7] train-rmse:2.35756592613554616 [ Info: [8] train-rmse:2.16700542579464761 [ Info: [9] train-rmse:1.99787734621632773 [ Info: [10] train-rmse:1.86451135790432132 [ Info: [11] train-rmse:1.78011694381023622 [ Info: [12] train-rmse:1.69811284882568869 [ Info: [13] train-rmse:1.60210599435628143 [ Info: [14] train-rmse:1.55448227902518799 [ Info: [15] train-rmse:1.52562975491237718 [ Info: [16] train-rmse:1.46608479552064330 [ Info: [17] train-rmse:1.43152950256568934 [ Info: [18] train-rmse:1.40607789683041529 [ Info: [19] train-rmse:1.36440438403690112 [ Info: [20] train-rmse:1.29497489893097195 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 7, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.96090909724031004 [ Info: [2] train-rmse:5.31198553814589758 [ Info: [3] train-rmse:4.15956751434578198 [ Info: [4] train-rmse:3.35410208982361402 [ Info: [5] train-rmse:2.77321307651858007 [ Info: [6] train-rmse:2.36147108098016689 [ Info: [7] train-rmse:2.06517890604082144 [ Info: [8] train-rmse:1.85810617322805127 [ Info: [9] train-rmse:1.68848089608961316 [ Info: [10] train-rmse:1.56670179973346735 [ Info: [11] train-rmse:1.48135488495103473 [ Info: [12] train-rmse:1.39693393577296798 [ Info: [13] train-rmse:1.30077735816859574 [ Info: [14] train-rmse:1.23270606984914233 [ Info: [15] train-rmse:1.19884002829546521 [ Info: [16] train-rmse:1.12846127398688156 [ Info: [17] train-rmse:1.10013311211361264 [ Info: [18] train-rmse:1.03200115474018683 [ Info: [19] train-rmse:1.00675806065818829 [ Info: [20] train-rmse:0.96904854634982951 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 7, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.91695051811198613 [ Info: [2] train-rmse:5.23352395060532061 [ Info: [3] train-rmse:4.00816803479593897 [ Info: [4] train-rmse:3.12920246112611666 [ Info: [5] train-rmse:2.52350324920641000 [ Info: [6] train-rmse:2.09960161036758786 [ Info: [7] train-rmse:1.78046854340938943 [ Info: [8] train-rmse:1.55945127850362675 [ Info: [9] train-rmse:1.36730521679975792 [ Info: [10] train-rmse:1.23569930535829475 [ Info: [11] train-rmse:1.11960232893779721 [ Info: [12] train-rmse:1.03184747932863097 [ Info: [13] train-rmse:0.95876069346406012 [ Info: [14] train-rmse:0.86956112034151978 [ Info: [15] train-rmse:0.82754613878396122 [ Info: [16] train-rmse:0.78944609584266423 [ Info: [17] train-rmse:0.75851026604145255 [ Info: [18] train-rmse:0.73529632088281771 [ Info: [19] train-rmse:0.70097783001828839 [ Info: [20] train-rmse:0.68122909572166945 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 7, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.13917893551845495 [ Info: [2] train-rmse:5.71870294287765724 [ Info: [3] train-rmse:4.66176586549332050 [ Info: [4] train-rmse:3.96362249706989900 [ Info: [5] train-rmse:3.48782669409185209 [ Info: [6] train-rmse:3.15403690810376558 [ Info: [7] train-rmse:2.88813478854139083 [ Info: [8] train-rmse:2.71028441849884416 [ Info: [9] train-rmse:2.59297410786265248 [ Info: [10] train-rmse:2.47466690411430568 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 8, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.01702148956620864 [ Info: [2] train-rmse:5.45006783440775955 [ Info: [3] train-rmse:4.36496581456293686 [ Info: [4] train-rmse:3.63886126714028224 [ Info: [5] train-rmse:3.07548947587355270 [ Info: [6] train-rmse:2.71473421030647666 [ Info: [7] train-rmse:2.45839488760628999 [ Info: [8] train-rmse:2.26449548456043104 [ Info: [9] train-rmse:2.11042242569185623 [ Info: [10] train-rmse:2.00180514498935436 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 8, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.95848956335228674 [ Info: [2] train-rmse:5.33423399823357247 [ Info: [3] train-rmse:4.18447427462851174 [ Info: [4] train-rmse:3.37906325660773232 [ Info: [5] train-rmse:2.79241742358239797 [ Info: [6] train-rmse:2.39113110990315469 [ Info: [7] train-rmse:2.08083098260727839 [ Info: [8] train-rmse:1.86448298736246398 [ Info: [9] train-rmse:1.71996310985681045 [ Info: [10] train-rmse:1.58532480943022414 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 8, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.89674233115969226 [ Info: [2] train-rmse:5.22492787137495007 [ Info: [3] train-rmse:4.03617575111379345 [ Info: [4] train-rmse:3.18908195932874827 [ Info: [5] train-rmse:2.58975903771987781 [ Info: [6] train-rmse:2.14089187971365780 [ Info: [7] train-rmse:1.82325541590791618 [ Info: [8] train-rmse:1.56032490702454596 [ Info: [9] train-rmse:1.39526061645504140 [ Info: [10] train-rmse:1.24540263537790952 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 8, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.13917893551845495 [ Info: [2] train-rmse:5.71870294287765724 [ Info: [3] train-rmse:4.66176586549332050 [ Info: [4] train-rmse:3.96362249706989900 [ Info: [5] train-rmse:3.48782669409185209 [ Info: [6] train-rmse:3.15403690810376558 [ Info: [7] train-rmse:2.88813478854139083 [ Info: [8] train-rmse:2.71028441849884416 [ Info: [9] train-rmse:2.59297410786265248 [ Info: [10] train-rmse:2.47466690411430568 [ Info: [11] train-rmse:2.38145777765378508 [ Info: [12] train-rmse:2.27075812357667495 [ Info: [13] train-rmse:2.22368156863594857 [ Info: [14] train-rmse:2.16427519140205282 [ Info: [15] train-rmse:2.12141148501590937 [ Info: [16] train-rmse:2.06298185469018902 [ Info: [17] train-rmse:2.03405500056567323 [ Info: [18] train-rmse:1.98997066555427660 [ Info: [19] train-rmse:1.94694449712243367 [ Info: [20] train-rmse:1.91418729463799298 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 8, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.01702148956620864 [ Info: [2] train-rmse:5.45006783440775955 [ Info: [3] train-rmse:4.36496581456293686 [ Info: [4] train-rmse:3.63886126714028224 [ Info: [5] train-rmse:3.07548947587355270 [ Info: [6] train-rmse:2.71473421030647666 [ Info: [7] train-rmse:2.45839488760628999 [ Info: [8] train-rmse:2.26449548456043104 [ Info: [9] train-rmse:2.11042242569185623 [ Info: [10] train-rmse:2.00180514498935436 [ Info: [11] train-rmse:1.91753822167607546 [ Info: [12] train-rmse:1.82940708777510808 [ Info: [13] train-rmse:1.75761812859269373 [ Info: [14] train-rmse:1.70711158893459380 [ Info: [15] train-rmse:1.65383328359768567 [ Info: [16] train-rmse:1.60258659727246888 [ Info: [17] train-rmse:1.56507813795521034 [ Info: [18] train-rmse:1.50359646643849620 [ Info: [19] train-rmse:1.46403269497280175 [ Info: [20] train-rmse:1.43418841577502199 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 8, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.95848956335228674 [ Info: [2] train-rmse:5.33423399823357247 [ Info: [3] train-rmse:4.18447427462851174 [ Info: [4] train-rmse:3.37906325660773232 [ Info: [5] train-rmse:2.79241742358239797 [ Info: [6] train-rmse:2.39113110990315469 [ Info: [7] train-rmse:2.08083098260727839 [ Info: [8] train-rmse:1.86448298736246398 [ Info: [9] train-rmse:1.71996310985681045 [ Info: [10] train-rmse:1.58532480943022414 [ Info: [11] train-rmse:1.48761462241036035 [ Info: [12] train-rmse:1.38082698997075104 [ Info: [13] train-rmse:1.29365806690331087 [ Info: [14] train-rmse:1.24493766467451827 [ Info: [15] train-rmse:1.20495293151856409 [ Info: [16] train-rmse:1.16007581349350541 [ Info: [17] train-rmse:1.10647323047657320 [ Info: [18] train-rmse:1.06200262905528620 [ Info: [19] train-rmse:1.02643935078017745 [ Info: [20] train-rmse:0.99260038400015105 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 8, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.89674233115969226 [ Info: [2] train-rmse:5.22492787137495007 [ Info: [3] train-rmse:4.03617575111379345 [ Info: [4] train-rmse:3.18908195932874827 [ Info: [5] train-rmse:2.58975903771987781 [ Info: [6] train-rmse:2.14089187971365780 [ Info: [7] train-rmse:1.82325541590791618 [ Info: [8] train-rmse:1.56032490702454596 [ Info: [9] train-rmse:1.39526061645504140 [ Info: [10] train-rmse:1.24540263537790952 [ Info: [11] train-rmse:1.13903104785017040 [ Info: [12] train-rmse:1.06966513015410469 [ Info: [13] train-rmse:1.00818839857241049 [ Info: [14] train-rmse:0.95497651809265460 [ Info: [15] train-rmse:0.90719742077404109 [ Info: [16] train-rmse:0.85968905449784849 [ Info: [17] train-rmse:0.82398519636982892 [ Info: [18] train-rmse:0.79737500634018987 [ Info: [19] train-rmse:0.74015357475093790 [ Info: [20] train-rmse:0.72182246814810491 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 8, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.97558025603143239 [ Info: [2] train-rmse:5.60680317995694200 [ Info: [3] train-rmse:4.60838714465161647 [ Info: [4] train-rmse:3.92091134954907750 [ Info: [5] train-rmse:3.45336475113280317 [ Info: [6] train-rmse:3.15610363222234991 [ Info: [7] train-rmse:2.93594107181433239 [ Info: [8] train-rmse:2.74815550728026947 [ Info: [9] train-rmse:2.61774498424143953 [ Info: [10] train-rmse:2.50134614323567650 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 9, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.85596329152536477 [ Info: [2] train-rmse:5.33600101622121681 [ Info: [3] train-rmse:4.29305327469434062 [ Info: [4] train-rmse:3.53666447944885709 [ Info: [5] train-rmse:3.02699007836633438 [ Info: [6] train-rmse:2.66890713694764958 [ Info: [7] train-rmse:2.43039254563038698 [ Info: [8] train-rmse:2.24462179392254102 [ Info: [9] train-rmse:2.09292914930705676 [ Info: [10] train-rmse:1.99183188249079279 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 9, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.79071416496316349 [ Info: [2] train-rmse:5.23740736678891050 [ Info: [3] train-rmse:4.09409141631115503 [ Info: [4] train-rmse:3.31673739695196446 [ Info: [5] train-rmse:2.71425846743003962 [ Info: [6] train-rmse:2.30003332235576252 [ Info: [7] train-rmse:2.03201694719858228 [ Info: [8] train-rmse:1.83074751434827698 [ Info: [9] train-rmse:1.64385941885693887 [ Info: [10] train-rmse:1.52564131483476673 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 9, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.75562059223611566 [ Info: [2] train-rmse:5.13234672170213813 [ Info: [3] train-rmse:3.98074120547819543 [ Info: [4] train-rmse:3.13080355683170231 [ Info: [5] train-rmse:2.51348409455506294 [ Info: [6] train-rmse:2.07293902849065192 [ Info: [7] train-rmse:1.76882029126055329 [ Info: [8] train-rmse:1.53958044855220355 [ Info: [9] train-rmse:1.35052675475442263 [ Info: [10] train-rmse:1.22993271524623715 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 9, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.97558025603143239 [ Info: [2] train-rmse:5.60680317995694200 [ Info: [3] train-rmse:4.60838714465161647 [ Info: [4] train-rmse:3.92091134954907750 [ Info: [5] train-rmse:3.45336475113280317 [ Info: [6] train-rmse:3.15610363222234991 [ Info: [7] train-rmse:2.93594107181433239 [ Info: [8] train-rmse:2.74815550728026947 [ Info: [9] train-rmse:2.61774498424143953 [ Info: [10] train-rmse:2.50134614323567650 [ Info: [11] train-rmse:2.41534722424988102 [ Info: [12] train-rmse:2.32457769660375169 [ Info: [13] train-rmse:2.26647943789841566 [ Info: [14] train-rmse:2.21492742609429261 [ Info: [15] train-rmse:2.16303342990582159 [ Info: [16] train-rmse:2.09616458914700532 [ Info: [17] train-rmse:2.06322717240878406 [ Info: [18] train-rmse:2.00962190245674988 [ Info: [19] train-rmse:1.98686551092304420 [ Info: [20] train-rmse:1.92356356572016440 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 9, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.85596329152536477 [ Info: [2] train-rmse:5.33600101622121681 [ Info: [3] train-rmse:4.29305327469434062 [ Info: [4] train-rmse:3.53666447944885709 [ Info: [5] train-rmse:3.02699007836633438 [ Info: [6] train-rmse:2.66890713694764958 [ Info: [7] train-rmse:2.43039254563038698 [ Info: [8] train-rmse:2.24462179392254102 [ Info: [9] train-rmse:2.09292914930705676 [ Info: [10] train-rmse:1.99183188249079279 [ Info: [11] train-rmse:1.91294677752151987 [ Info: [12] train-rmse:1.84164895822809371 [ Info: [13] train-rmse:1.75214163513522014 [ Info: [14] train-rmse:1.66408601204467166 [ Info: [15] train-rmse:1.62810913318389994 [ Info: [16] train-rmse:1.57534887825638292 [ Info: [17] train-rmse:1.55306615113708135 [ Info: [18] train-rmse:1.49199178450413372 [ Info: [19] train-rmse:1.46683850925427217 [ Info: [20] train-rmse:1.41394253908314416 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 9, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.79071416496316349 [ Info: [2] train-rmse:5.23740736678891050 [ Info: [3] train-rmse:4.09409141631115503 [ Info: [4] train-rmse:3.31673739695196446 [ Info: [5] train-rmse:2.71425846743003962 [ Info: [6] train-rmse:2.30003332235576252 [ Info: [7] train-rmse:2.03201694719858228 [ Info: [8] train-rmse:1.83074751434827698 [ Info: [9] train-rmse:1.64385941885693887 [ Info: [10] train-rmse:1.52564131483476673 [ Info: [11] train-rmse:1.38725339248887436 [ Info: [12] train-rmse:1.31404835977541823 [ Info: [13] train-rmse:1.23835185949964788 [ Info: [14] train-rmse:1.17709293125778136 [ Info: [15] train-rmse:1.10508159789338056 [ Info: [16] train-rmse:1.07547847323014789 [ Info: [17] train-rmse:1.05462376521577283 [ Info: [18] train-rmse:1.01397284723062286 [ Info: [19] train-rmse:0.97073647586238387 [ Info: [20] train-rmse:0.92969819135359488 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 9, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.75562059223611566 [ Info: [2] train-rmse:5.13234672170213813 [ Info: [3] train-rmse:3.98074120547819543 [ Info: [4] train-rmse:3.13080355683170231 [ Info: [5] train-rmse:2.51348409455506294 [ Info: [6] train-rmse:2.07293902849065192 [ Info: [7] train-rmse:1.76882029126055329 [ Info: [8] train-rmse:1.53958044855220355 [ Info: [9] train-rmse:1.35052675475442263 [ Info: [10] train-rmse:1.22993271524623715 [ Info: [11] train-rmse:1.10706798341073376 [ Info: [12] train-rmse:1.04124278523891967 [ Info: [13] train-rmse:0.97757223543186700 [ Info: [14] train-rmse:0.90394397000555049 [ Info: [15] train-rmse:0.83463142429069304 [ Info: [16] train-rmse:0.78897043620420926 [ Info: [17] train-rmse:0.73886098388390464 [ Info: [18] train-rmse:0.72277103773690743 [ Info: [19] train-rmse:0.70134504382976659 [ Info: [20] train-rmse:0.68751935163274958 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 9, 20, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.00740891128382426 [ Info: [2] train-rmse:5.53429636403979330 [ Info: [3] train-rmse:4.56690344579678786 [ Info: [4] train-rmse:3.93254419070429417 [ Info: [5] train-rmse:3.45867608153523776 [ Info: [6] train-rmse:3.12005623522797926 [ Info: [7] train-rmse:2.82841307951425502 [ Info: [8] train-rmse:2.65302108847082208 [ Info: [9] train-rmse:2.52912484033443929 [ Info: [10] train-rmse:2.44187311503922633 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 10, 10, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.88285817275555978 [ Info: [2] train-rmse:5.32271865711445979 [ Info: [3] train-rmse:4.25809842250889137 [ Info: [4] train-rmse:3.51214155348075785 [ Info: [5] train-rmse:3.00469388414752903 [ Info: [6] train-rmse:2.63567857381814541 [ Info: [7] train-rmse:2.40245810142194127 [ Info: [8] train-rmse:2.22888651469444943 [ Info: [9] train-rmse:2.09307876803213144 [ Info: [10] train-rmse:1.95541168939741583 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 10, 10, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.81116704612901191 [ Info: [2] train-rmse:5.20944928547064201 [ Info: [3] train-rmse:4.08652702600482343 [ Info: [4] train-rmse:3.29246041156849101 [ Info: [5] train-rmse:2.73496047491632588 [ Info: [6] train-rmse:2.32123131616092904 [ Info: [7] train-rmse:2.02247631184199372 [ Info: [8] train-rmse:1.79572050300641539 [ Info: [9] train-rmse:1.64747138116390812 [ Info: [10] train-rmse:1.53022688974683785 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 10, 10, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.77761207465892745 [ Info: [2] train-rmse:5.12094336325789357 [ Info: [3] train-rmse:3.95505106233367609 [ Info: [4] train-rmse:3.10162282683648050 [ Info: [5] train-rmse:2.49847938186046381 [ Info: [6] train-rmse:2.05275193859021599 [ Info: [7] train-rmse:1.74491228072366167 [ Info: [8] train-rmse:1.50738136119569788 [ Info: [9] train-rmse:1.31434258621390199 [ Info: [10] train-rmse:1.15999023568520676 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 10, 10, 6) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:7.00740891128382426 [ Info: [2] train-rmse:5.53429636403979330 [ Info: [3] train-rmse:4.56690344579678786 [ Info: [4] train-rmse:3.93254419070429417 [ Info: [5] train-rmse:3.45867608153523776 [ Info: [6] train-rmse:3.12005623522797926 [ Info: [7] train-rmse:2.82841307951425502 [ Info: [8] train-rmse:2.65302108847082208 [ Info: [9] train-rmse:2.52912484033443929 [ Info: [10] train-rmse:2.44187311503922633 [ Info: [11] train-rmse:2.36566461214103274 [ Info: [12] train-rmse:2.27838264019184678 [ Info: [13] train-rmse:2.23883467462208774 [ Info: [14] train-rmse:2.20163344168846020 [ Info: [15] train-rmse:2.14460556199096253 [ Info: [16] train-rmse:2.07456670715276559 [ Info: [17] train-rmse:2.04578932461804985 [ Info: [18] train-rmse:1.99941223543115432 [ Info: [19] train-rmse:1.96296117178762586 [ Info: [20] train-rmse:1.92971090952251845 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 10, 20, 3) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.88285817275555978 [ Info: [2] train-rmse:5.32271865711445979 [ Info: [3] train-rmse:4.25809842250889137 [ Info: [4] train-rmse:3.51214155348075785 [ Info: [5] train-rmse:3.00469388414752903 [ Info: [6] train-rmse:2.63567857381814541 [ Info: [7] train-rmse:2.40245810142194127 [ Info: [8] train-rmse:2.22888651469444943 [ Info: [9] train-rmse:2.09307876803213144 [ Info: [10] train-rmse:1.95541168939741583 [ Info: [11] train-rmse:1.87246082803651936 [ Info: [12] train-rmse:1.80065837796728845 [ Info: [13] train-rmse:1.73110119459969969 [ Info: [14] train-rmse:1.67821322632731684 [ Info: [15] train-rmse:1.63890603772619814 [ Info: [16] train-rmse:1.56845469912500657 [ Info: [17] train-rmse:1.49009176780815089 [ Info: [18] train-rmse:1.45947691300109805 [ Info: [19] train-rmse:1.41176916938345509 [ Info: [20] train-rmse:1.39041413785662260 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 10, 20, 4) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.81116704612901191 [ Info: [2] train-rmse:5.20944928547064201 [ Info: [3] train-rmse:4.08652702600482343 [ Info: [4] train-rmse:3.29246041156849101 [ Info: [5] train-rmse:2.73496047491632588 [ Info: [6] train-rmse:2.32123131616092904 [ Info: [7] train-rmse:2.02247631184199372 [ Info: [8] train-rmse:1.79572050300641539 [ Info: [9] train-rmse:1.64747138116390812 [ Info: [10] train-rmse:1.53022688974683785 [ Info: [11] train-rmse:1.43367387640090627 [ Info: [12] train-rmse:1.36437723303570402 [ Info: [13] train-rmse:1.29500234994294638 [ Info: [14] train-rmse:1.22169797471232178 [ Info: [15] train-rmse:1.18349153986285627 [ Info: [16] train-rmse:1.15506752304863047 [ Info: [17] train-rmse:1.08861676738933144 [ Info: [18] train-rmse:1.01511051782983475 [ Info: [19] train-rmse:0.96214153682231318 [ Info: [20] train-rmse:0.92842184552556140 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 10, 20, 5) [ Info: XGBoost: starting training. [ Info: [1] train-rmse:6.77761207465892745 [ Info: [2] train-rmse:5.12094336325789357 [ Info: [3] train-rmse:3.95505106233367609 [ Info: [4] train-rmse:3.10162282683648050 [ Info: [5] train-rmse:2.49847938186046381 [ Info: [6] train-rmse:2.05275193859021599 [ Info: [7] train-rmse:1.74491228072366167 [ Info: [8] train-rmse:1.50738136119569788 [ Info: [9] train-rmse:1.31434258621390199 [ Info: [10] train-rmse:1.15999023568520676 [ Info: [11] train-rmse:1.05120521438937931 [ Info: [12] train-rmse:0.96687277392573912 [ Info: [13] train-rmse:0.91188088172272896 [ Info: [14] train-rmse:0.84514577396108592 [ Info: [15] train-rmse:0.77283379963579868 [ Info: [16] train-rmse:0.73624976745398574 [ Info: [17] train-rmse:0.68403167486586092 [ Info: [18] train-rmse:0.64630196608585799 [ Info: [19] train-rmse:0.61418936294222504 [ Info: [20] train-rmse:0.59267435702369509 [ Info: Training rounds complete. (train_ratio, seed, num_round, max_depth) = (0.9, 10, 20, 6) Test Summary: | Pass Broken Total Time SoleModels.jl | 1331 30 1361 6m48.2s Testing SoleModels tests passed Testing completed after 956.71s PkgEval succeeded after 1361.21s