From d57fe6f44b4782a3cac55a26a524410283d9012c Mon Sep 17 00:00:00 2001 From: Karim <uvclu@student.kit.edu> Date: Sun, 24 Jan 2016 20:53:19 +0100 Subject: [PATCH] added weights for BlrBDT --- bin/Blrbdt_test.cc | 5 +- bin/BuildFile.xml | 1 + data/blrbdtweights_v1/weights_43.xml | 11611 +++++++++++++++++++++++++ data/blrbdtweights_v1/weights_44.xml | 4020 +++++++++ data/blrbdtweights_v1/weights_53.xml | 7291 ++++++++++++++++ data/blrbdtweights_v1/weights_54.xml | 7423 ++++++++++++++++ data/blrbdtweights_v1/weights_62.xml | 7285 ++++++++++++++++ data/blrbdtweights_v1/weights_63.xml | 6636 ++++++++++++++ data/blrbdtweights_v1/weights_64.xml | 8104 +++++++++++++++++ src/BlrBDTClassifier.cpp | 2 +- src/classes.h | 1 - src/classes_def.xml | 1 + 12 files changed, 52376 insertions(+), 4 deletions(-) create mode 100644 data/blrbdtweights_v1/weights_43.xml create mode 100644 data/blrbdtweights_v1/weights_44.xml create mode 100644 data/blrbdtweights_v1/weights_53.xml create mode 100644 data/blrbdtweights_v1/weights_54.xml create mode 100644 data/blrbdtweights_v1/weights_62.xml create mode 100644 data/blrbdtweights_v1/weights_63.xml create mode 100644 data/blrbdtweights_v1/weights_64.xml diff --git a/bin/Blrbdt_test.cc b/bin/Blrbdt_test.cc index 024fe91..3b36a69 100644 --- a/bin/Blrbdt_test.cc +++ b/bin/Blrbdt_test.cc @@ -35,10 +35,11 @@ int main(){ auto result = bdt.GetBDTOutput( leps_p4, jets_p4, - {0.8, 0.7, 0.9, 0.1, 0.3, 0.99}, + {0.92, 0.95, 0.9, 0.1, 0.3, 0.99}, {}, {}, - lv_met + lv_met, + 0.8 ); std::cout << "================================" << std::endl; std::cout << "bdtoutput=" << result << std::endl; diff --git a/bin/BuildFile.xml b/bin/BuildFile.xml index a38f53c..c5ac506 100644 --- a/bin/BuildFile.xml +++ b/bin/BuildFile.xml @@ -16,4 +16,5 @@ <use name="TTH/CommonClassifier"/> <bin name="mem_test" file="mem_test.cc"></bin> <bin name="bdt_test" file="bdt_test.cc"></bin> +<bin name="Blrbdt_test" file="Blrbdt_test.cc"></bin> <Flags CXXFLAGS="-g"/> diff --git a/data/blrbdtweights_v1/weights_43.xml b/data/blrbdtweights_v1/weights_43.xml new file mode 100644 index 0000000..e45a317 --- /dev/null +++ b/data/blrbdtweights_v1/weights_43.xml @@ -0,0 +1,11611 @@ +<?xml version="1.0"?> +<MethodSetup Method="BDT::BDTG"> + <GeneralInfo> + <Info name="TMVA Release" value="4.2.0 [262656]"/> + <Info name="ROOT Release" value="6.02/05 [393733]"/> + <Info name="Creator" value="kelmorab"/> + <Info name="Date" value="Sun Jan 24 19:39:36 2016"/> + <Info name="Host" value="Linux cmsbuild12.cern.ch 2.6.32-573.7.1.el6.x86_64 #1 SMP Wed Sep 23 10:12:03 CEST 2015 x86_64 x86_64 x86_64 GNU/Linux"/> + <Info name="Dir" value="/nfs/dust/cms/user/kelmorab/MEMstudies/3makeHistosAndCards"/> + <Info name="Training events" value="68717"/> + <Info name="TrainingTime" value="1.07320925e+02"/> + <Info name="AnalysisType" value="Classification"/> + </GeneralInfo> + <Options> + <Option name="V" modified="Yes">False</Option> + <Option name="VerbosityLevel" modified="No">Default</Option> + <Option name="VarTransform" modified="No">None</Option> + <Option name="H" modified="Yes">False</Option> + <Option name="CreateMVAPdfs" modified="No">False</Option> + <Option name="IgnoreNegWeightsInTraining" modified="No">False</Option> + <Option name="NTrees" modified="Yes">1028</Option> + <Option name="MaxDepth" modified="Yes">2</Option> + <Option name="MinNodeSize" modified="No">5%</Option> + <Option name="nCuts" modified="Yes">48</Option> + <Option name="BoostType" modified="Yes">Grad</Option> + <Option name="AdaBoostR2Loss" modified="No">quadratic</Option> + <Option name="UseBaggedBoost" modified="Yes">True</Option> + <Option name="Shrinkage" modified="Yes">1.439578e-02</Option> + <Option name="AdaBoostBeta" modified="No">5.000000e-01</Option> + <Option name="UseRandomisedTrees" modified="No">False</Option> + <Option name="UseNvars" modified="No">3</Option> + <Option name="UsePoissonNvars" modified="No">True</Option> + <Option name="BaggedSampleFraction" modified="No">6.638245e-01</Option> + <Option name="UseYesNoLeaf" modified="No">True</Option> + <Option name="NegWeightTreatment" modified="Yes">ignorenegweightsintraining</Option> + <Option name="Css" modified="No">1.000000e+00</Option> + <Option name="Cts_sb" modified="No">1.000000e+00</Option> + <Option name="Ctb_ss" modified="No">1.000000e+00</Option> + <Option name="Cbb" modified="No">1.000000e+00</Option> + <Option name="NodePurityLimit" modified="No">5.000000e-01</Option> + <Option name="SeparationType" modified="No">giniindex</Option> + <Option name="DoBoostMonitor" modified="No">False</Option> + <Option name="UseFisherCuts" modified="No">False</Option> + <Option name="MinLinCorrForFisher" modified="No">8.000000e-01</Option> + <Option name="UseExclusiveVars" modified="No">False</Option> + <Option name="DoPreselection" modified="No">False</Option> + <Option name="SigToBkgFraction" modified="No">1.000000e+00</Option> + <Option name="PruneMethod" modified="No">nopruning</Option> + <Option name="PruneStrength" modified="No">0.000000e+00</Option> + <Option name="PruningValFraction" modified="No">5.000000e-01</Option> + <Option name="nEventsMin" modified="No">0</Option> + <Option name="UseBaggedGrad" modified="No">False</Option> + <Option name="GradBaggingFraction" modified="Yes">6.638245e-01</Option> + <Option name="UseNTrainEvents" modified="No">0</Option> + <Option name="NNodesMax" modified="No">0</Option> + </Options> + <Variables NVar="11"> + <Variable VarIndex="0" Expression="h3" Label="h3" Title="h3" Unit="" Internal="h3" Type="F" Min="-4.86796349e-02" Max="1.02860975e+00"/> + <Variable VarIndex="1" Expression="M3" Label="M3" Title="M3" Unit="" Internal="M3" Type="F" Min="4.30840874e+01" Max="2.31218335e+03"/> + <Variable VarIndex="2" Expression="all_sum_pt_with_met" Label="all_sum_pt_with_met" Title="all_sum_pt_with_met" Unit="" Internal="all_sum_pt_with_met" Type="F" Min="1.91191711e+02" Max="2.81983008e+03"/> + <Variable 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Cut="2.9145827889442444e-01" cType="1" res="-4.8811495304107666e-02" rms="4.6423962712287903e-01" purity="5.2271074056625366e-01" nType="0"> + <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.6922064656391740e-04" rms="4.5759460330009460e-01" purity="6.0870081186294556e-01" nType="-99"/> + <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6556724440306425e-03" rms="4.6290245652198792e-01" purity="4.9247321486473083e-01" nType="-99"/> + </Node> + </Node> + </BinaryTree> + </Weights> +</MethodSetup> diff --git a/src/BlrBDTClassifier.cpp b/src/BlrBDTClassifier.cpp index 4ca8c92..6d7e6f0 100644 --- a/src/BlrBDTClassifier.cpp +++ b/src/BlrBDTClassifier.cpp @@ -149,7 +149,7 @@ BlrBDTClassifier::BlrBDTClassifier (string weightpath):btagMcut(0.89){ // ================================================== //book MVAs from weights - readerMap["6j4t"]->BookMVA("BDT",weightpath+"/weights_64.xml"); + readerMap["6j4t"]->BookMVA("BDT",weightpath+"/weights_64.xml"); readerMap["5j4t"]->BookMVA("BDT",weightpath+"/weights_54.xml"); readerMap["4j4t"]->BookMVA("BDT",weightpath+"/weights_44.xml"); readerMap["6j3t"]->BookMVA("BDT",weightpath+"/weights_63.xml"); diff --git a/src/classes.h b/src/classes.h index 6a9c7d5..201964f 100644 --- a/src/classes.h +++ b/src/classes.h @@ -1,7 +1,6 @@ #include "TTH/CommonClassifier/interface/MEMClassifier.h" #include "TTH/CommonClassifier/interface/BDTClassifier.h" #include "TTH/CommonClassifier/interface/BlrBDTClassifier.h" - namespace { namespace { std::vector<TLorentzVector> _v1; diff --git a/src/classes_def.xml b/src/classes_def.xml index 319549e..2da52a0 100644 --- a/src/classes_def.xml +++ b/src/classes_def.xml @@ -2,5 +2,6 @@ <class name="MEMClassifier"/> <class name="BDTClassifier"/> <class name="BlrBDTClassifier"/> + <class name="MEMResult"/> </lcgdict> -- GitLab