{"action":"created","comment":{"url":"https://api.github.com/repos/cms-sw/cmssw/pulls/comments/45582676","id":45582676,"diff_hunk":"@@ -13,39 +20,73 @@ CandidateBoostedDoubleSecondaryVertexComputer::CandidateBoostedDoubleSecondaryVe\n   R0_(parameters.getParameter<double>(\"R0\")),\n   njettiness_(fastjet::contrib::OnePass_KT_Axes(), fastjet::contrib::NormalizedMeasure(beta_,R0_)),\n   maxSVDeltaRToJet_(parameters.getParameter<double>(\"maxSVDeltaRToJet\")),\n-  weightFile_(parameters.getParameter<edm::FileInPath>(\"weightFile\"))\n+  useCondDB_(parameters.getParameter<bool>(\"useCondDB\")),\n+  gbrForestLabel_(parameters.existsAs<std::string>(\"gbrForestLabel\") ? parameters.getParameter<std::string>(\"gbrForestLabel\") : \"\"),\n+  weightFile_(parameters.existsAs<edm::FileInPath>(\"weightFile\") ? parameters.getParameter<edm::FileInPath>(\"weightFile\") : edm::FileInPath()),\n+  useGBRForest_(parameters.existsAs<bool>(\"useGBRForest\") ? parameters.getParameter<bool>(\"useGBRForest\") : false),\n+  useAdaBoost_(parameters.existsAs<bool>(\"useAdaBoost\") ? parameters.getParameter<bool>(\"useAdaBoost\") : false),\n+  maxDistToAxis_(parameters.getParameter<edm::ParameterSet>(\"trackSelection\").getParameter<double>(\"maxDistToAxis\")),\n+  maxDecayLen_(parameters.getParameter<edm::ParameterSet>(\"trackSelection\").getParameter<double>(\"maxDecayLen\")),\n+  trackPairV0Filter(parameters.getParameter<edm::ParameterSet>(\"trackPairV0Filter\")),\n+  trackSelector(parameters.getParameter<edm::ParameterSet>(\"trackSelection\"))\n {\n   uses(0, \"ipTagInfos\");\n   uses(1, \"svTagInfos\");\n-  uses(2, \"muonTagInfos\");\n-  uses(3, \"elecTagInfos\");\n \n   mvaID.reset(new TMVAEvaluator());\n+}\n \n-  // variable order needs to be the same as in the training\n-  std::vector<std::string> variables({\"PFLepton_ptrel\", \"z_ratio1\", \"tau_dot\", \"SV_mass_0\", \"SV_vtx_EnergyRatio_0\",\n-                                      \"SV_vtx_EnergyRatio_1\",\"PFLepton_IP2D\", \"tau2/tau1\", \"nSL\", \"jetNTracksEtaRel\"});\n-  std::vector<std::string> spectators({\"massGroomed\", \"flavour\", \"nbHadrons\", \"ptGroomed\", \"etaGroomed\"});\n+void CandidateBoostedDoubleSecondaryVertexComputer::initialize(const JetTagComputerRecord & record)\n+{\n+  // variable names and order need to be the same as in the training\n+  std::vector<std::string> variables({\"z_ratio\",\n+                                      \"trackSipdSig_3\",\"trackSipdSig_2\",\"trackSipdSig_1\",\"trackSipdSig_0\",\n+                                      \"trackSipdSig_1_0\",\"trackSipdSig_0_0\",\"trackSipdSig_1_1\",\"trackSipdSig_0_1\",\n+                                      \"trackSip2dSigAboveCharm_0\",\"trackSip2dSigAboveBottom_0\",\"trackSip2dSigAboveBottom_1\",\n+                                      \"tau0_trackEtaRel_0\",\"tau0_trackEtaRel_1\",\"tau0_trackEtaRel_2\",\n+                                      \"tau1_trackEtaRel_0\",\"tau1_trackEtaRel_1\",\"tau1_trackEtaRel_2\",\n+                                      \"tau_vertexMass_0\",\"tau_vertexEnergyRatio_0\",\"tau_vertexDeltaR_0\",\"tau_flightDistance2dSig_0\",\n+                                      \"tau_vertexMass_1\",\"tau_vertexEnergyRatio_1\",\"tau_flightDistance2dSig_1\",\n+                                      \"jetNTracks\",\"nSV\"});\n+  // book TMVA readers\n+  std::vector<std::string> spectators({\"massPruned\", \"flavour\", \"nbHadrons\", \"ptPruned\", \"etaPruned\"});\n+\n+  if (useCondDB_)\n+  {\n+     const GBRWrapperRcd & gbrWrapperRecord = record.getRecord<GBRWrapperRcd>();\n \n-  mvaID->initialize(\"Color:Silent:Error\", \"BDTG\", weightFile_.fullPath(), variables, spectators,true,false);\n-}\n+     edm::ESHandle<GBRForest> gbrForestHandle;\n+     gbrWrapperRecord.get(gbrForestLabel_.c_str(), gbrForestHandle);\n \n+     mvaID->initializeGBRForest(gbrForestHandle.product(), variables, spectators, useAdaBoost_);\n+  }\n+  else\n+    mvaID->initialize(\"Color:Silent:Error\", \"BDT\", weightFile_.fullPath(), variables, spectators, useGBRForest_, useAdaBoost_);\n+\n+  // get TransientTrackBuilder\n+  const TransientTrackRecord & transientTrackRcd = record.getRecord<TransientTrackRecord>();\n+  transientTrackRcd.get(\"TransientTrackBuilder\", trackBuilder);\n+}\n \n float CandidateBoostedDoubleSecondaryVertexComputer::discriminator(const TagInfoHelper & tagInfo) const\n {\n   // get TagInfos\n   const reco::CandIPTagInfo              & ipTagInfo = tagInfo.get<reco::CandIPTagInfo>(0);\n   const reco::CandSecondaryVertexTagInfo & svTagInfo = tagInfo.get<reco::CandSecondaryVertexTagInfo>(1);\n-  const reco::CandSoftLeptonTagInfo      & muonTagInfo = tagInfo.get<reco::CandSoftLeptonTagInfo>(2);\n-  const reco::CandSoftLeptonTagInfo      & elecTagInfo = tagInfo.get<reco::CandSoftLeptonTagInfo>(3);\n \n   // default discriminator value\n   float value = -10.;\n \n   // default variable values\n-  float z_ratio = -1. , tau_dot = -1., SV_pt_0 = -1., SV_mass_0 = -1., SV_EnergyRatio_0 = -1., SV_EnergyRatio_1 = -1., tau21 = -1.;\n-  int contSV = 0, vertexNTracks = 0;\n-  int nSL = 0, nSM = 0, nSE = 0;\n+  float z_ratio = -3.;\n+  float trackSip3dSig_3 = -50., trackSip3dSig_2 = -50., trackSip3dSig_1 = -50., trackSip3dSig_0 = -50.;\n+  float tau2_trackSip3dSig_0 = -50., tau1_trackSip3dSig_0 = -50., tau2_trackSip3dSig_1 = -50., tau1_trackSip3dSig_1 = -50.;\n+  float trackSip2dSigAboveCharm_0 = -19., trackSip2dSigAboveBottom_0 = -19., trackSip2dSigAboveBottom_1 = -19.;\n+  float tau1_trackEtaRel_0 = -1., tau1_trackEtaRel_1 = -1., tau1_trackEtaRel_2 = -1.;\n+  float tau2_trackEtaRel_0 = -1., tau2_trackEtaRel_1 = -1., tau2_trackEtaRel_2 = -1.;\n+  float tau1_vertexMass = -1., tau1_vertexEnergyRatio = -1., tau1_vertexDeltaR = -1., tau1_flightDistance2dSig = -1.;\n+  float tau2_vertexMass = -1., tau2_vertexEnergyRatio = -1., tau2_vertexDeltaR = -1., tau2_flightDistance2dSig = -1.;\n+  float jetNTracks = 0, nSV = 0, tau1_nSecondaryVertices = 0, tau2_nSecondaryVertices = 0;","path":"RecoBTag/SecondaryVertex/src/CandidateBoostedDoubleSecondaryVertexComputer.cc","position":104,"original_position":104,"commit_id":"ff048c46f604f638ab91531481116a5986af7a85","original_commit_id":"98fd5ae94b739c694d2f7b76afb5cb3e8d28ba2c","user":{"login":"ferencek","id":4885289,"avatar_url":"https://avatars.githubusercontent.com/u/4885289?v=3","gravatar_id":"","url":"https://api.github.com/users/ferencek","html_url":"https://github.com/ferencek","followers_url":"https://api.github.com/users/ferencek/followers","following_url":"https://api.github.com/users/ferencek/following{/other_user}","gists_url":"https://api.github.com/users/ferencek/gists{/gist_id}","starred_url":"https://api.github.com/users/ferencek/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/ferencek/subscriptions","organizations_url":"https://api.github.com/users/ferencek/orgs","repos_url":"https://api.github.com/users/ferencek/repos","events_url":"https://api.github.com/users/ferencek/events{/privacy}","received_events_url":"https://api.github.com/users/ferencek/received_events","type":"User","site_admin":false},"body":"@cvuosalo, thanks for the clarification. I will try to implement this by Wednesday.","created_at":"2015-11-23T09:16:09Z","updated_at":"2015-11-23T09:16:09Z","html_url":"https://github.com/cms-sw/cmssw/pull/12442#discussion_r45582676","pull_request_url":"https://api.github.com/repos/cms-sw/cmssw/pulls/12442","_links":{"self":{"href":"https://api.github.com/repos/cms-sw/cmssw/pulls/comments/45582676"},"html":{"href":"https://github.com/cms-sw/cmssw/pull/12442#discussion_r45582676"},"pull_request":{"href":"https://api.github.com/repos/cms-sw/cmssw/pulls/12442"}}},"pull_request":{"url":"https://api.github.com/repos/cms-sw/cmssw/pulls/12442","id":50843069,"html_url":"https://github.com/cms-sw/cmssw/pull/12442","diff_url":"https://github.com/cms-sw/cmssw/pull/12442.diff","patch_url":"https://github.com/cms-sw/cmssw/pull/12442.patch","issue_url":"https://api.github.com/repos/cms-sw/cmssw/issues/12442","number":12442,"state":"open","locked":false,"title":"Updated version of the boosted double SV tagger","user":{"login":"ferencek","id":4885289,"avatar_url":"https://avatars.githubusercontent.com/u/4885289?v=3","gravatar_id":"","url":"https://api.github.com/users/ferencek","html_url":"https://github.com/ferencek","followers_url":"https://api.github.com/users/ferencek/followers","following_url":"https://api.github.com/users/ferencek/following{/other_user}","gists_url":"https://api.github.com/users/ferencek/gists{/gist_id}","starred_url":"https://api.github.com/users/ferencek/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/ferencek/subscriptions","organizations_url":"https://api.github.com/users/ferencek/orgs","repos_url":"https://api.github.com/users/ferencek/repos","events_url":"https://api.github.com/users/ferencek/events{/privacy}","received_events_url":"https://api.github.com/users/ferencek/received_events","type":"User","site_admin":false},"body":"Updated version of the boosted double SV tagger which is also added to slimmed ak8 jets in MiniAOD.","created_at":"2015-11-16T17:54:29Z","updated_at":"2015-11-23T09:16:09Z","closed_at":null,"merged_at":null,"merge_commit_sha":"73770f636617c02b2e04b76174494c82445b8b4c","assignee":null,"milestone":{"url":"https://api.github.com/repos/cms-sw/cmssw/milestones/57","html_url":"https://github.com/cms-sw/cmssw/milestones/Next%20CMSSW_8_0_X","labels_url":"https://api.github.com/repos/cms-sw/cmssw/milestones/57/labels","id":1362157,"number":57,"title":"Next 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