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00001 #include <algorithm> 00002 #include <iostream> 00003 #include <string> 00004 #include <memory> 00005 00006 #include "FWCore/Utilities/interface/Exception.h" 00007 #include "FWCore/Framework/interface/ESHandle.h" 00008 #include "FWCore/Framework/interface/EventSetup.h" 00009 #include "CondFormats/PhysicsToolsObjects/interface/MVAComputer.h" 00010 #include "CondFormats/DataRecord/interface/BTauGenericMVAJetTagComputerRcd.h" 00011 #include "DataFormats/Common/interface/RefToBase.h" 00012 #include "DataFormats/JetReco/interface/Jet.h" 00013 #include "DataFormats/BTauReco/interface/TaggingVariable.h" 00014 #include "RecoBTau/JetTagComputer/interface/GenericMVAComputer.h" 00015 #include "RecoBTau/JetTagComputer/interface/GenericMVAJetTagComputer.h" 00016 00017 using namespace reco; 00018 using namespace PhysicsTools; 00019 00020 static std::vector<std::string> 00021 getCalibrationLabels(const edm::ParameterSet ¶ms, 00022 std::auto_ptr<TagInfoMVACategorySelector> &selector) 00023 { 00024 if (params.getParameter<bool>("useCategories")) { 00025 selector = std::auto_ptr<TagInfoMVACategorySelector>( 00026 new TagInfoMVACategorySelector(params)); 00027 00028 return selector->getCategoryLabels(); 00029 } else { 00030 std::string calibrationRecord = 00031 params.getParameter<std::string>("calibrationRecord"); 00032 00033 std::vector<std::string> calibrationLabels; 00034 calibrationLabels.push_back(calibrationRecord); 00035 return calibrationLabels; 00036 } 00037 } 00038 00039 GenericMVAJetTagComputer::GenericMVAJetTagComputer( 00040 const edm::ParameterSet ¶ms) : 00041 computerCache(getCalibrationLabels(params, categorySelector)) 00042 { 00043 } 00044 00045 GenericMVAJetTagComputer::~GenericMVAJetTagComputer() 00046 { 00047 } 00048 00049 void GenericMVAJetTagComputer::setEventSetup(const edm::EventSetup &es) const 00050 { 00051 // retrieve MVAComputer calibration container 00052 edm::ESHandle<Calibration::MVAComputerContainer> calibHandle; 00053 es.get<BTauGenericMVAJetTagComputerRcd>().get(calibHandle); 00054 const Calibration::MVAComputerContainer *calib = calibHandle.product(); 00055 00056 // check for updates 00057 computerCache.update(calib); 00058 } 00059 00060 float GenericMVAJetTagComputer::discriminator(const TagInfoHelper &info) const 00061 { 00062 TaggingVariableList variables = taggingVariables(info); 00063 00064 // retrieve index of computer in case categories are used 00065 int index = 0; 00066 if (categorySelector.get()) { 00067 index = categorySelector->findCategory(variables); 00068 if (index < 0) 00069 return -10.0; 00070 } 00071 00072 GenericMVAComputer *computer = computerCache.getComputer(index); 00073 00074 if (!computer) 00075 return -10.0; 00076 00077 return computer->eval(variables); 00078 } 00079 00080 TaggingVariableList 00081 GenericMVAJetTagComputer::taggingVariables(const BaseTagInfo &baseTag) const 00082 { 00083 TaggingVariableList variables = baseTag.taggingVariables(); 00084 00085 // add jet pt and jet eta variables (ordering irrelevant) 00086 edm::RefToBase<Jet> jet = baseTag.jet(); 00087 variables.push_back(TaggingVariable(btau::jetPt, jet->pt())); 00088 variables.push_back(TaggingVariable(btau::jetEta, jet->eta())); 00089 00090 return variables; 00091 } 00092 00093 TaggingVariableList 00094 GenericMVAJetTagComputer::taggingVariables(const TagInfoHelper &info) const 00095 { 00096 return taggingVariables(info.getBase(0)); 00097 }