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| 1 | +// Copyright 2019-2020 CERN and copyright holders of ALICE O2. |
| 2 | +// See https://alice-o2.web.cern.ch/copyright for details of the copyright holders. |
| 3 | +// All rights not expressly granted are reserved. |
| 4 | +// |
| 5 | +// This software is distributed under the terms of the GNU General Public |
| 6 | +// License v3 (GPL Version 3), copied verbatim in the file "COPYING". |
| 7 | +// |
| 8 | +// In applying this license CERN does not waive the privileges and immunities |
| 9 | +// granted to it by virtue of its status as an Intergovernmental Organization |
| 10 | +// or submit itself to any jurisdiction. |
| 11 | +// |
| 12 | +// \file jetD0Substructure.cxx |
| 13 | +// |
| 14 | +// \brief Analysis task for the reconstruction and study of charged jets |
| 15 | +// containing D_0 mesons in pp collisions. |
| 16 | +// \inherited from D0 fragmentation and Ds |
| 17 | +// \P. Dhankher |
| 18 | + |
| 19 | + |
| 20 | +#include "PWGJE/DataModel/Jet.h" |
| 21 | +#include "PWGJE/DataModel/JetSubtraction.h" |
| 22 | +#include "PWGJE/DataModel/JetReducedData.h" |
| 23 | + |
| 24 | +#include "PWGJE/Core/JetDerivedDataUtilities.h" |
| 25 | +#include "PWGJE/Core/JetUtilities.h" |
| 26 | +#include "PWGHF/Core/DecayChannels.h" |
| 27 | + |
| 28 | +#include "Common/Core/RecoDecay.h" |
| 29 | +#include "Common/DataModel/TrackSelectionTables.h" |
| 30 | + |
| 31 | +#include "Framework/ASoA.h" |
| 32 | +#include "Framework/AnalysisDataModel.h" |
| 33 | +#include <Framework/AnalysisTask.h> |
| 34 | +#include "Framework/HistogramRegistry.h" |
| 35 | +#include <CommonConstants/MathConstants.h> |
| 36 | +#include <Framework/Configurable.h> |
| 37 | +#include <Framework/HistogramSpec.h> |
| 38 | +#include <Framework/InitContext.h> |
| 39 | +#include <Framework/ConfigContext.h> |
| 40 | +#include <Framework/DataProcessorSpec.h> |
| 41 | +#include <Framework/runDataProcessing.h> |
| 42 | + |
| 43 | + |
| 44 | +#include "TVector3.h" |
| 45 | +#include <cmath> |
| 46 | +#include <cstdlib> |
| 47 | +#include <string> |
| 48 | +#include <vector> |
| 49 | + |
| 50 | +using namespace o2; |
| 51 | +using namespace o2::framework; |
| 52 | +using namespace o2::framework::expressions; |
| 53 | + |
| 54 | +// Definition of a custom AOD table to store jet–D0 quantities |
| 55 | +namespace o2::aod |
| 56 | +{ |
| 57 | +namespace jet_obj |
| 58 | +{ |
| 59 | +// Jet-related quantities |
| 60 | +DECLARE_SOA_COLUMN(JetHfDist, jetHfDist, float); |
| 61 | +DECLARE_SOA_COLUMN(JetPt, jetPt, float); |
| 62 | +DECLARE_SOA_COLUMN(JetEta, jetEta, float); |
| 63 | +DECLARE_SOA_COLUMN(JetPhi, jetPhi, float); |
| 64 | +DECLARE_SOA_COLUMN(JetNConst, jetNConst, int); |
| 65 | +DECLARE_SOA_COLUMN(JetAng, jetAng, float); |
| 66 | +// D0 candidate quantities |
| 67 | +DECLARE_SOA_COLUMN(HfPt, hfPt, float); |
| 68 | +DECLARE_SOA_COLUMN(HfEta, hfEta, float); |
| 69 | +DECLARE_SOA_COLUMN(HfPhi, hfPhi, float); |
| 70 | +DECLARE_SOA_COLUMN(HfMass, hfMass, float); |
| 71 | +DECLARE_SOA_COLUMN(HfY, hfY, float); |
| 72 | +// ML scores |
| 73 | +DECLARE_SOA_COLUMN(HfMlScore0, hfMlScore0, float); |
| 74 | +DECLARE_SOA_COLUMN(HfMlScore1, hfMlScore1, float); |
| 75 | +DECLARE_SOA_COLUMN(HfMlScore2, hfMlScore2, float); |
| 76 | +} // namespace jet_obj |
| 77 | +// AOD table definition |
| 78 | +DECLARE_SOA_TABLE(JetObjTable, "AOD", "JETOBJTABLE", |
| 79 | + jet_obj::JetHfDist, |
| 80 | + jet_obj::JetPt, |
| 81 | + jet_obj::JetEta, |
| 82 | + jet_obj::JetPhi, |
| 83 | + jet_obj::JetNConst, |
| 84 | + jet_obj::JetAng, |
| 85 | + jet_obj::HfPt, |
| 86 | + jet_obj::HfEta, |
| 87 | + jet_obj::HfPhi, |
| 88 | + jet_obj::HfMass, |
| 89 | + jet_obj::HfY, |
| 90 | + jet_obj::HfMlScore0, |
| 91 | + jet_obj::HfMlScore1, |
| 92 | + jet_obj::HfMlScore2); |
| 93 | +} |
| 94 | +struct JetD0Substructure { |
| 95 | + /** |
| 96 | + * Histogram registry |
| 97 | + * |
| 98 | + * Contains: |
| 99 | + * - Event and track histograms |
| 100 | + * - Jet kinematic distributions |
| 101 | + * - D0–jet substructure observables |
| 102 | + */ |
| 103 | + HistogramRegistry registry{"registry", |
| 104 | + {{"h_collisions", "event status;event status;entries", {HistType::kTH1F, {{4, 0.0, 4.0}}}}, |
| 105 | + {"h_track_pt", "track pT;#it{p}_{T,track} (GeV/#it{c});entries", {HistType::kTH1F, {{200, 0., 200.}}}}, |
| 106 | + {"h_track_eta", "track #eta;#eta_{track};entries", {HistType::kTH1F, {{100, -1.0, 1.0}}}}, |
| 107 | + {"h_track_phi", "track #varphi;#varphi_{track};entries", {HistType::kTH1F, {{80, -1.0, 7.}}}}, |
| 108 | + {"h_jet_pt", "jet pT;#it{p}_{T,jet} (GeV/#it{c});entries", {HistType::kTH1F, {{200, 0., 200.}}}}, |
| 109 | + {"h_jet_eta", "jet #eta;#eta_{jet};entries", {HistType::kTH1F, {{100, -1.0, 1.0}}}}, |
| 110 | + {"h_jet_phi", "jet #phi;#phi_{jet};entries", {HistType::kTH1F, {{80, -1.0, 7.}}}}, |
| 111 | + {"h_collision_counter", "# of collisions;", {HistType::kTH1F, {{2, 0., 2.}}}}, |
| 112 | + {"h_jet_counter", ";# of D^{0} jets;", {HistType::kTH1F, {{6, 0., 3.0}}}}, |
| 113 | + {"h_d0_jet_projection", ";z^{D^{0},jet}_{||};dN/dz^{D^{0},jet}_{||}", {HistType::kTH1F, {{1000, 0., 10.}}}}, |
| 114 | + {"h_d0_jet_distance_vs_projection", ";#DeltaR_{D^{0},jet};z^{D^{0},jet}_{||}", {HistType::kTH2F, {{1000, 0., 10.}, {1000, 0., 10.}}}}, |
| 115 | + {"h_d0_jet_distance", ";#DeltaR_{D^{0},jet};dN/d(#DeltaR)", {HistType::kTH1F, {{1000, 0., 10.}}}}, |
| 116 | + {"h_d0_jet_pt", ";p_{T,D^{0} jet};dN/dp_{T,D^{0} jet}", {HistType::kTH1F, {{200, 0., 10.}}}}, |
| 117 | + {"h_d0_jet_eta", ";#eta_{T,D^{0} jet};dN/d#eta_{D^{0} jet}", {HistType::kTH1F, {{250, -5., 5.}}}}, |
| 118 | + {"h_d0_jet_phi", ";#phi_{T,D^{0} jet};dN/d#phi_{D^{0} jet}", {HistType::kTH1F, {{250, -10., 10.}}}}, |
| 119 | + {"h_d0_mass", ";m_{D^{0}} (GeV/c^{2});dN/dm_{D^{0}}", {HistType::kTH1F, {{1000, 0., 10.}}}}, |
| 120 | + {"h_d0_eta", ";#eta_{D^{0}} (GeV/c^{2});dN/d#eta_{D_{}}", {HistType::kTH1F, {{250, -5., 5.}}}}, |
| 121 | + {"h_d0_phi", ";#phi_{D^{0}} (GeV/c^{2});dN/d#phi_{D^{0}}", {HistType::kTH1F, {{250, -10., 10.}}}}, |
| 122 | + {"h_d0_ang", ";#lambda_{#kappa}^{#alpha};counts", {HistType::kTH1F, {{100, 0., 1.}}}}} |
| 123 | + }; |
| 124 | + |
| 125 | + // Configurables |
| 126 | + Configurable<float> vertexZCut{"vertexZCut", 10.0f, "Accepted z-vertex range"}; |
| 127 | + |
| 128 | + Configurable<float> jetPtMin{"jetPtMin", 5.0, "minimum jet pT cut"}; |
| 129 | + Configurable<float> jetR{"jetR", 0.4, "jet resolution parameter"}; |
| 130 | + |
| 131 | + Configurable<std::string> eventSelections{"eventSelections", "sel8", "choose event selection"}; |
| 132 | + Configurable<std::string> trackSelections{"trackSelections", "globalTracks", "set track selections"}; |
| 133 | + Configurable<float> kappa{"kappa", 1.0, "angularity kappa"}; //to do: configurable from json |
| 134 | + Configurable<float> alpha{"alpha", 1.0, "angularity alpha"}; |
| 135 | + |
| 136 | + std::vector<int> eventSelectionBits; |
| 137 | + int trackSelection = -1; |
| 138 | + |
| 139 | + // Output table producer |
| 140 | + Produces<aod::JetObjTable> ObjJetTable; |
| 141 | + |
| 142 | + float angularity; |
| 143 | + float leadingConstituentPt; |
| 144 | + |
| 145 | + void init(o2::framework::InitContext&) |
| 146 | + { |
| 147 | + eventSelectionBits = jetderiveddatautilities::initialiseEventSelectionBits(static_cast<std::string>(eventSelections)); |
| 148 | + trackSelection = jetderiveddatautilities::initialiseTrackSelection(static_cast<std::string>(trackSelections)); |
| 149 | + } |
| 150 | + |
| 151 | + Filter jetCuts = aod::jet::pt > jetPtMin&& aod::jet::r == nround(jetR.node() * 100.0f); |
| 152 | + Filter collisionFilter = nabs(aod::jcollision::posZ) < vertexZCut; |
| 153 | + |
| 154 | + template <typename T, typename U> |
| 155 | + void jetCalculateAngularity(T const& jet, U const& /*tracks*/) |
| 156 | + { |
| 157 | + angularity = 0.0; |
| 158 | + leadingConstituentPt = 0.0; |
| 159 | + for (auto& constituent : jet.template tracks_as<U>()) { |
| 160 | + if (constituent.pt() >= leadingConstituentPt) { |
| 161 | + leadingConstituentPt = constituent.pt(); |
| 162 | + } |
| 163 | + angularity += std::pow(constituent.pt(), kappa) * std::pow(jetutilities::deltaR(jet, constituent), alpha); |
| 164 | + } |
| 165 | + angularity /= (jet.pt() * (jet.r() / 100.f)); |
| 166 | + } |
| 167 | + // Collision-level and for Tracks QA |
| 168 | + void processCollisions(aod::JetCollision const& collision, aod::JetTracks const& tracks) |
| 169 | + { |
| 170 | + |
| 171 | + registry.fill(HIST("h_collisions"), 0.5); |
| 172 | + if (!jetderiveddatautilities::selectCollision(collision, eventSelectionBits)) { |
| 173 | + return; |
| 174 | + } |
| 175 | + registry.fill(HIST("h_collisions"), 1.5); |
| 176 | + |
| 177 | + // Loop over tracks and apply track selection |
| 178 | + for (auto const& track : tracks) { |
| 179 | + if (!jetderiveddatautilities::selectTrack(track, trackSelection)) { |
| 180 | + continue; |
| 181 | + } |
| 182 | + registry.fill(HIST("h_track_pt"), track.pt()); |
| 183 | + registry.fill(HIST("h_track_eta"), track.eta()); |
| 184 | + registry.fill(HIST("h_track_phi"), track.phi()); |
| 185 | + } |
| 186 | + } |
| 187 | + PROCESS_SWITCH(JetD0Substructure, processCollisions, "process JE collisions", false); |
| 188 | + |
| 189 | + // Charged jet processing (no HF requirement) |
| 190 | + void processDataCharged(soa::Filtered<aod::JetCollisions>::iterator const& collision, soa::Filtered<aod::ChargedJets> const& jets) |
| 191 | + { |
| 192 | + if (!jetderiveddatautilities::selectCollision(collision, eventSelectionBits)) { |
| 193 | + return; |
| 194 | + } |
| 195 | + //jets -> charged jet |
| 196 | + for (auto& jet : jets) { |
| 197 | + registry.fill(HIST("h_jet_pt"), jet.pt()); |
| 198 | + registry.fill(HIST("h_jet_eta"), jet.eta()); |
| 199 | + registry.fill(HIST("h_jet_phi"), jet.phi()); |
| 200 | + } |
| 201 | + } |
| 202 | + PROCESS_SWITCH(JetD0Substructure, processDataCharged, "charged jets in data", false); |
| 203 | + |
| 204 | + void processDataChargedSubstructure(aod::JetCollision const& collision, |
| 205 | + soa::Join<aod::D0ChargedJets, aod::D0ChargedJetConstituents> const& jets, |
| 206 | + aod::CandidatesD0Data const&, aod::JetTracks const& tracks) |
| 207 | + { |
| 208 | + // apply event selection and fill histograms for sanity check |
| 209 | + registry.fill(HIST("h_collision_counter"), 0.5); |
| 210 | + |
| 211 | + if (!jetderiveddatautilities::selectCollision(collision, eventSelectionBits) || !(std::abs(collision.posZ()) < vertexZCut)) { |
| 212 | + return; |
| 213 | + } |
| 214 | + registry.fill(HIST("h_collision_counter"), 1.5); |
| 215 | + |
| 216 | + // Loop over jets containing D0 candidates |
| 217 | + for (const auto& jet : jets) { |
| 218 | + //number of charged jets with D0 |
| 219 | + registry.fill(HIST("h_jet_counter"), 0.5); |
| 220 | + // obtaining jet 3-vector |
| 221 | + TVector3 jetVector(jet.px(), jet.py(), jet.pz()); |
| 222 | + |
| 223 | + //Loop over D0 candidates associated to the jet |
| 224 | + for (const auto& d0Candidate : jet.candidates_as<aod::CandidatesD0Data>()) { |
| 225 | + // obtaining jet 3-vector |
| 226 | + TVector3 d0Vector(d0Candidate.px(), d0Candidate.py(), d0Candidate.pz()); |
| 227 | + |
| 228 | + // calculating fraction of the jet momentum carried by the D0 along the direction of the jet axis |
| 229 | + double zParallel = (jetVector * d0Vector) / (jetVector * jetVector); |
| 230 | + |
| 231 | + // calculating angular distance in eta-phi plane |
| 232 | + double axisDistance = jetutilities::deltaR(jet, d0Candidate); |
| 233 | + |
| 234 | + jetCalculateAngularity(jet,tracks); |
| 235 | + |
| 236 | + // filling histograms |
| 237 | + registry.fill(HIST("h_d0_jet_projection"), zParallel); |
| 238 | + registry.fill(HIST("h_d0_jet_distance_vs_projection"), axisDistance, zParallel); |
| 239 | + registry.fill(HIST("h_d0_jet_distance"), axisDistance); |
| 240 | + registry.fill(HIST("h_d0_jet_pt"), jet.pt()); |
| 241 | + registry.fill(HIST("h_d0_jet_eta"), jet.eta()); |
| 242 | + registry.fill(HIST("h_d0_jet_phi"), jet.phi()); |
| 243 | + registry.fill(HIST("h_d0_mass"), d0Candidate.m()); |
| 244 | + registry.fill(HIST("h_d0_eta"), d0Candidate.eta()); |
| 245 | + registry.fill(HIST("h_d0_phi"), d0Candidate.phi()); |
| 246 | + registry.fill(HIST("h_d0_ang"), angularity); // add more axis |
| 247 | + |
| 248 | + |
| 249 | + // filling table |
| 250 | + ObjJetTable(axisDistance, |
| 251 | + jet.pt(), jet.eta(), jet.phi(), jet.tracks_as<aod::JetTracks>().size(), angularity, |
| 252 | + d0Candidate.pt(), d0Candidate.eta(), d0Candidate.phi(), d0Candidate.m(), d0Candidate.y(), d0Candidate.mlScores()[0], d0Candidate.mlScores()[1], d0Candidate.mlScores()[2]); |
| 253 | + |
| 254 | + break; // get out of candidates' loop after first HF particle is found in jet |
| 255 | + } // end of D0 candidates loop |
| 256 | + |
| 257 | + } // end of jets loop |
| 258 | + |
| 259 | + } // end of process function |
| 260 | + PROCESS_SWITCH(JetD0Substructure, processDataChargedSubstructure, "charged HF jet substructure", false); |
| 261 | + |
| 262 | + |
| 263 | + |
| 264 | +}; |
| 265 | +// Workflow definition |
| 266 | +WorkflowSpec defineDataProcessing(ConfigContext const& cfgc) { return WorkflowSpec{adaptAnalysisTask<JetD0Substructure>(cfgc, TaskName{"jet-d0-substructure"})}; } |
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