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Merged
dsekihat merged 5 commits into from
Mar 11, 2026
+29 −307
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[PWGEM/Dilepton] remove unnecessary headers #15350

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df71ba5
PWGEM/Dilepton: remove unnecessary headers
dsekihat Mar 11, 2026
b294dea
Please consider the following formatting changes
alibuild Mar 11, 2026
1cd9550
Merge pull request #93 from alibuild/alibot-cleanup-15350
dsekihat Mar 11, 2026
6e7a9a6
Add unordered_map include to Dilepton.h
dsekihat Mar 11, 2026
7701b29
Add unordered_map include to DileptonMC.h
dsekihat Mar 11, 2026
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11 changes: 5 additions & 6 deletions PWGEM/Dilepton/Core/DielectronCut.h
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Original file line number Diff line number Diff line change
Expand Up @@ -17,7 +17,6 @@
#define PWGEM_DILEPTON_CORE_DIELECTRONCUT_H_

#include "PWGEM/Dilepton/Utils/EMTrackUtilities.h"
#include "PWGEM/Dilepton/Utils/MlResponseDielectronSingleTrack.h"
#include "PWGEM/Dilepton/Utils/PairUtilities.h"

#include "CommonConstants/PhysicsConstants.h"
Expand Down Expand Up @@ -547,10 +546,10 @@ class DielectronCut : public TNamed
void IncludeITSsa(bool flag, float maxpt);
void EnableTTCA(bool flag);

void SetPIDMlResponse(o2::analysis::MlResponseDielectronSingleTrack<float>* mlResponse)
{
mPIDMlResponse = mlResponse;
}
// void SetPIDMlResponse(o2::analysis::MlResponseDielectronSingleTrack<float>* mlResponse)
// {
// mPIDMlResponse = mlResponse;
// }

void SetMLThresholds(const std::vector<float> bins, const std::vector<float> cuts)
{
Expand Down Expand Up @@ -646,7 +645,7 @@ class DielectronCut : public TNamed
// float mMinP_ITSNsigmaKa{0.0}, mMaxP_ITSNsigmaKa{0.0};
// float mMinP_ITSNsigmaPr{0.0}, mMaxP_ITSNsigmaPr{0.0};

o2::analysis::MlResponseDielectronSingleTrack<float>* mPIDMlResponse{nullptr};
// o2::analysis::MlResponseDielectronSingleTrack<float>* mPIDMlResponse{nullptr};
std::vector<float> mMLBins{}; // binning for a feature variable. e.g. tpcInnerParam
std::vector<float> mMLCuts{}; // threshold for each bin. mMLCuts.size() must be mMLBins.size()-1.

Expand Down
34 changes: 3 additions & 31 deletions PWGEM/Dilepton/Core/Dilepton.h
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Original file line number Diff line number Diff line change
Expand Up @@ -26,14 +26,11 @@
#include "PWGEM/Dilepton/Utils/EMTrackUtilities.h"
#include "PWGEM/Dilepton/Utils/EventHistograms.h"
#include "PWGEM/Dilepton/Utils/EventMixingHandler.h"
#include "PWGEM/Dilepton/Utils/MlResponseDielectronSingleTrack.h"
#include "PWGEM/Dilepton/Utils/PairUtilities.h"

#include "Common/CCDB/RCTSelectionFlags.h"
#include "Common/Core/RecoDecay.h"
#include "Common/Core/Zorro.h"
#include "Common/Core/trackUtilities.h"
#include "Tools/ML/MlResponse.h"

#include "CCDB/BasicCCDBManager.h"
#include "CommonConstants/LHCConstants.h"
Expand All @@ -58,6 +55,7 @@
#include <random>
#include <string>
#include <tuple>
#include <unordered_map>
#include <utility>
#include <vector>

Expand Down Expand Up @@ -241,8 +239,8 @@ struct Dilepton {
// configuration for PID ML
Configurable<std::vector<std::string>> onnxFileNames{"onnxFileNames", std::vector<std::string>{"filename"}, "ONNX file names for each bin (if not from CCDB full path)"};
Configurable<std::vector<std::string>> onnxPathsCCDB{"onnxPathsCCDB", std::vector<std::string>{"path"}, "Paths of models on CCDB"};
Configurable<std::vector<double>> binsMl{"binsMl", std::vector<double>{-999999., 999999.}, "Bin limits for ML application"};
Configurable<std::vector<double>> cutsMl{"cutsMl", std::vector<double>{0.95}, "ML cuts per bin"};
Configurable<std::vector<double>> binsMl{"binsMl", std::vector<double>{0.1, 0.15, 0.2, 0.25, 0.4, 0.8, 1.6, 2.0, 20.f}, "Bin limits for ML application"};
Configurable<std::vector<double>> cutsMl{"cutsMl", std::vector<double>{0.98, 0.98, 0.9, 0.9, 0.95, 0.95, 0.8, 0.8}, "ML cuts per bin"};
Configurable<std::vector<std::string>> namesInputFeatures{"namesInputFeatures", std::vector<std::string>{"feature"}, "Names of ML model input features"};
Configurable<std::string> nameBinningFeature{"nameBinningFeature", "pt", "Names of ML model binning feature"};
Configurable<int64_t> timestampCCDB{"timestampCCDB", -1, "timestamp of the ONNX file for ML model used to query in CCDB. Exceptions: > 0 for the specific timestamp, 0 gets the run dependent timestamp"};
Expand Down Expand Up @@ -700,7 +698,6 @@ struct Dilepton {
fEMEventCut.SetRequireGoodITSLayersAll(eventcuts.cfgRequireGoodITSLayersAll);
}

o2::analysis::MlResponseDielectronSingleTrack<float> mlResponseSingleTrack;
void DefineDielectronCut()
{
fDielectronCut = DielectronCut("fDielectronCut", "fDielectronCut");
Expand Down Expand Up @@ -758,31 +755,6 @@ struct Dilepton {
thresholdsML.emplace_back(dielectroncuts.cutsMl.value[i]);
}
fDielectronCut.SetMLThresholds(binsML, thresholdsML);

// static constexpr int nClassesMl = 2;
// const std::vector<int> cutDirMl = {o2::cuts_ml::CutNot, o2::cuts_ml::CutSmaller};
// const std::vector<std::string> labelsClasses = {"Background", "Signal"};
// const uint32_t nBinsMl = dielectroncuts.binsMl.value.size() - 1;
// const std::vector<std::string> labelsBins(nBinsMl, "bin");
// double cutsMlArr[nBinsMl][nClassesMl];
// for (uint32_t i = 0; i < nBinsMl; i++) {
// cutsMlArr[i][0] = 0.;
// cutsMlArr[i][1] = dielectroncuts.cutsMl.value[i];
// }
// o2::framework::LabeledArray<double> cutsMl = {cutsMlArr[0], nBinsMl, nClassesMl, labelsBins, labelsClasses};

// mlResponseSingleTrack.configure(dielectroncuts.binsMl.value, cutsMl, cutDirMl, nClassesMl);
// if (dielectroncuts.loadModelsFromCCDB) {
// ccdbApi.init(ccdburl);
// mlResponseSingleTrack.setModelPathsCCDB(dielectroncuts.onnxFileNames.value, ccdbApi, dielectroncuts.onnxPathsCCDB.value, dielectroncuts.timestampCCDB.value);
// } else {
// mlResponseSingleTrack.setModelPathsLocal(dielectroncuts.onnxFileNames.value);
// }
// mlResponseSingleTrack.cacheInputFeaturesIndices(dielectroncuts.namesInputFeatures);
// mlResponseSingleTrack.cacheBinningIndex(dielectroncuts.nameBinningFeature);
// mlResponseSingleTrack.init(dielectroncuts.enableOptimizations.value);

// fDielectronCut.SetPIDMlResponse(&mlResponseSingleTrack);
} // end of PID ML
}

Expand Down
33 changes: 2 additions & 31 deletions PWGEM/Dilepton/Core/DileptonHadronMPC.h
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Expand Up @@ -27,14 +27,11 @@
#include "PWGEM/Dilepton/Utils/EMTrackUtilities.h"
#include "PWGEM/Dilepton/Utils/EventHistograms.h"
#include "PWGEM/Dilepton/Utils/EventMixingHandler.h"
#include "PWGEM/Dilepton/Utils/MlResponseDielectronSingleTrack.h"
#include "PWGEM/Dilepton/Utils/PairUtilities.h"

#include "Common/CCDB/RCTSelectionFlags.h"
#include "Common/Core/RecoDecay.h"
#include "Common/Core/Zorro.h"
#include "Common/Core/trackUtilities.h"
#include "Tools/ML/MlResponse.h"

#include "CCDB/BasicCCDBManager.h"
#include "CommonConstants/LHCConstants.h"
Expand Down Expand Up @@ -228,8 +225,8 @@ struct DileptonHadronMPC {
// configuration for PID ML
Configurable<std::vector<std::string>> onnxFileNames{"onnxFileNames", std::vector<std::string>{"filename"}, "ONNX file names for each bin (if not from CCDB full path)"};
Configurable<std::vector<std::string>> onnxPathsCCDB{"onnxPathsCCDB", std::vector<std::string>{"path"}, "Paths of models on CCDB"};
Configurable<std::vector<double>> binsMl{"binsMl", std::vector<double>{-999999., 999999.}, "Bin limits for ML application"};
Configurable<std::vector<double>> cutsMl{"cutsMl", std::vector<double>{0.95}, "ML cuts per bin"};
Configurable<std::vector<double>> binsMl{"binsMl", std::vector<double>{0.1, 0.15, 0.2, 0.25, 0.4, 0.8, 1.6, 2.0, 20.f}, "Bin limits for ML application"};
Configurable<std::vector<double>> cutsMl{"cutsMl", std::vector<double>{0.98, 0.98, 0.9, 0.9, 0.95, 0.95, 0.8, 0.8}, "ML cuts per bin"};
Configurable<std::vector<std::string>> namesInputFeatures{"namesInputFeatures", std::vector<std::string>{"feature"}, "Names of ML model input features"};
Configurable<std::string> nameBinningFeature{"nameBinningFeature", "pt", "Names of ML model binning feature"};
Configurable<int64_t> timestampCCDB{"timestampCCDB", -1, "timestamp of the ONNX file for ML model used to query in CCDB. Exceptions: > 0 for the specific timestamp, 0 gets the run dependent timestamp"};
Expand Down Expand Up @@ -589,7 +586,6 @@ struct DileptonHadronMPC {
fEMEventCut.SetRequireGoodITSLayersAll(eventcuts.cfgRequireGoodITSLayersAll);
}

o2::analysis::MlResponseDielectronSingleTrack<float> mlResponseSingleTrack;
void DefineDielectronCut()
{
fDielectronCut = DielectronCut("fDielectronCut", "fDielectronCut");
Expand Down Expand Up @@ -646,31 +642,6 @@ struct DileptonHadronMPC {
thresholdsML.emplace_back(dielectroncuts.cutsMl.value[i]);
}
fDielectronCut.SetMLThresholds(binsML, thresholdsML);

// static constexpr int nClassesMl = 2;
// const std::vector<int> cutDirMl = {o2::cuts_ml::CutNot, o2::cuts_ml::CutSmaller};
// const std::vector<std::string> labelsClasses = {"Background", "Signal"};
// const uint32_t nBinsMl = dielectroncuts.binsMl.value.size() - 1;
// const std::vector<std::string> labelsBins(nBinsMl, "bin");
// double cutsMlArr[nBinsMl][nClassesMl];
// for (uint32_t i = 0; i < nBinsMl; i++) {
// cutsMlArr[i][0] = 0.;
// cutsMlArr[i][1] = dielectroncuts.cutsMl.value[i];
// }
// o2::framework::LabeledArray<double> cutsMl = {cutsMlArr[0], nBinsMl, nClassesMl, labelsBins, labelsClasses};

// mlResponseSingleTrack.configure(dielectroncuts.binsMl.value, cutsMl, cutDirMl, nClassesMl);
// if (dielectroncuts.loadModelsFromCCDB) {
// ccdbApi.init(ccdburl);
// mlResponseSingleTrack.setModelPathsCCDB(dielectroncuts.onnxFileNames.value, ccdbApi, dielectroncuts.onnxPathsCCDB.value, dielectroncuts.timestampCCDB.value);
// } else {
// mlResponseSingleTrack.setModelPathsLocal(dielectroncuts.onnxFileNames.value);
// }
// mlResponseSingleTrack.cacheInputFeaturesIndices(dielectroncuts.namesInputFeatures);
// mlResponseSingleTrack.cacheBinningIndex(dielectroncuts.nameBinningFeature);
// mlResponseSingleTrack.init(dielectroncuts.enableOptimizations.value);

// fDielectronCut.SetPIDMlResponse(&mlResponseSingleTrack);
} // end of PID ML
}

Expand Down
34 changes: 3 additions & 31 deletions PWGEM/Dilepton/Core/DileptonMC.h
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Expand Up @@ -24,13 +24,10 @@
#include "PWGEM/Dilepton/Utils/EMTrackUtilities.h"
#include "PWGEM/Dilepton/Utils/EventHistograms.h"
#include "PWGEM/Dilepton/Utils/MCUtilities.h"
#include "PWGEM/Dilepton/Utils/MlResponseDielectronSingleTrack.h"
#include "PWGEM/Dilepton/Utils/PairUtilities.h"

#include "Common/CCDB/RCTSelectionFlags.h"
#include "Common/Core/RecoDecay.h"
#include "Common/Core/trackUtilities.h"
#include "Tools/ML/MlResponse.h"

#include "CCDB/BasicCCDBManager.h"
#include "CommonConstants/LHCConstants.h"
Expand All @@ -52,6 +49,7 @@
#include <format>
#include <map>
#include <string>
#include <unordered_map>
#include <utility>
#include <vector>

Expand Down Expand Up @@ -243,8 +241,8 @@ struct DileptonMC {
// configuration for PID ML
Configurable<std::vector<std::string>> onnxFileNames{"onnxFileNames", std::vector<std::string>{"filename"}, "ONNX file names for each bin (if not from CCDB full path)"};
Configurable<std::vector<std::string>> onnxPathsCCDB{"onnxPathsCCDB", std::vector<std::string>{"path"}, "Paths of models on CCDB"};
Configurable<std::vector<double>> binsMl{"binsMl", std::vector<double>{-999999., 999999.}, "Bin limits for ML application"};
Configurable<std::vector<double>> cutsMl{"cutsMl", std::vector<double>{0.95}, "ML cuts per bin"};
Configurable<std::vector<double>> binsMl{"binsMl", std::vector<double>{0.1, 0.15, 0.2, 0.25, 0.4, 0.8, 1.6, 2.0, 20.f}, "Bin limits for ML application"};
Configurable<std::vector<double>> cutsMl{"cutsMl", std::vector<double>{0.98, 0.98, 0.9, 0.9, 0.95, 0.95, 0.8, 0.8}, "ML cuts per bin"};
Configurable<std::vector<std::string>> namesInputFeatures{"namesInputFeatures", std::vector<std::string>{"feature"}, "Names of ML model input features"};
Configurable<std::string> nameBinningFeature{"nameBinningFeature", "pt", "Names of ML model binning feature"};
Configurable<int64_t> timestampCCDB{"timestampCCDB", -1, "timestamp of the ONNX file for ML model used to query in CCDB. Exceptions: > 0 for the specific timestamp, 0 gets the run dependent timestamp"};
Expand Down Expand Up @@ -708,7 +706,6 @@ struct DileptonMC {
fEMEventCut.SetRequireGoodITSLayersAll(eventcuts.cfgRequireGoodITSLayersAll);
}

o2::analysis::MlResponseDielectronSingleTrack<float> mlResponseSingleTrack;
void DefineDielectronCut()
{
fDielectronCut = DielectronCut("fDielectronCut", "fDielectronCut");
Expand Down Expand Up @@ -766,31 +763,6 @@ struct DileptonMC {
thresholdsML.emplace_back(dielectroncuts.cutsMl.value[i]);
}
fDielectronCut.SetMLThresholds(binsML, thresholdsML);

// static constexpr int nClassesMl = 2;
// const std::vector<int> cutDirMl = {o2::cuts_ml::CutNot, o2::cuts_ml::CutSmaller};
// const std::vector<std::string> labelsClasses = {"Background", "Signal"};
// const uint32_t nBinsMl = dielectroncuts.binsMl.value.size() - 1;
// const std::vector<std::string> labelsBins(nBinsMl, "bin");
// double cutsMlArr[nBinsMl][nClassesMl];
// for (uint32_t i = 0; i < nBinsMl; i++) {
// cutsMlArr[i][0] = 0.;
// cutsMlArr[i][1] = dielectroncuts.cutsMl.value[i];
// }
// o2::framework::LabeledArray<double> cutsMl = {cutsMlArr[0], nBinsMl, nClassesMl, labelsBins, labelsClasses};

// mlResponseSingleTrack.configure(dielectroncuts.binsMl.value, cutsMl, cutDirMl, nClassesMl);
// if (dielectroncuts.loadModelsFromCCDB) {
// ccdbApi.init(ccdburl);
// mlResponseSingleTrack.setModelPathsCCDB(dielectroncuts.onnxFileNames.value, ccdbApi, dielectroncuts.onnxPathsCCDB.value, dielectroncuts.timestampCCDB.value);
// } else {
// mlResponseSingleTrack.setModelPathsLocal(dielectroncuts.onnxFileNames.value);
// }
// mlResponseSingleTrack.cacheInputFeaturesIndices(dielectroncuts.namesInputFeatures);
// mlResponseSingleTrack.cacheBinningIndex(dielectroncuts.nameBinningFeature);
// mlResponseSingleTrack.init(dielectroncuts.enableOptimizations.value);

// fDielectronCut.SetPIDMlResponse(&mlResponseSingleTrack);
} // end of PID ML
}

Expand Down
4 changes: 2 additions & 2 deletions PWGEM/Dilepton/Core/DileptonProducer.h
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Expand Up @@ -217,8 +217,8 @@ struct DileptonProducer {
// configuration for PID ML
Configurable<std::vector<std::string>> onnxFileNames{"onnxFileNames", std::vector<std::string>{"filename"}, "ONNX file names for each bin (if not from CCDB full path)"};
Configurable<std::vector<std::string>> onnxPathsCCDB{"onnxPathsCCDB", std::vector<std::string>{"path"}, "Paths of models on CCDB"};
Configurable<std::vector<double>> binsMl{"binsMl", std::vector<double>{-999999., 999999.}, "Bin limits for ML application"};
Configurable<std::vector<double>> cutsMl{"cutsMl", std::vector<double>{0.95}, "ML cuts per bin"};
Configurable<std::vector<double>> binsMl{"binsMl", std::vector<double>{0.1, 0.15, 0.2, 0.25, 0.4, 0.8, 1.6, 2.0, 20.f}, "Bin limits for ML application"};
Configurable<std::vector<double>> cutsMl{"cutsMl", std::vector<double>{0.98, 0.98, 0.9, 0.9, 0.95, 0.95, 0.8, 0.8}, "ML cuts per bin"};
Configurable<std::vector<std::string>> namesInputFeatures{"namesInputFeatures", std::vector<std::string>{"feature"}, "Names of ML model input features"};
Configurable<std::string> nameBinningFeature{"nameBinningFeature", "pt", "Names of ML model binning feature"};
Configurable<int64_t> timestampCCDB{"timestampCCDB", -1, "timestamp of the ONNX file for ML model used to query in CCDB. Exceptions: > 0 for the specific timestamp, 0 gets the run dependent timestamp"};
Expand Down
35 changes: 2 additions & 33 deletions PWGEM/Dilepton/Core/SingleTrackQC.h
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Original file line number Diff line number Diff line change
Expand Up @@ -21,14 +21,10 @@
#include "PWGEM/Dilepton/Core/DimuonCut.h"
#include "PWGEM/Dilepton/Core/EMEventCut.h"
#include "PWGEM/Dilepton/DataModel/dileptonTables.h"
#include "PWGEM/Dilepton/Utils/EMTrackUtilities.h"
#include "PWGEM/Dilepton/Utils/EventHistograms.h"
#include "PWGEM/Dilepton/Utils/MlResponseDielectronSingleTrack.h"
#include "PWGEM/Dilepton/Utils/PairUtilities.h"

#include "Common/CCDB/RCTSelectionFlags.h"
#include "Common/Core/Zorro.h"
#include "Tools/ML/MlResponse.h"

#include "CCDB/BasicCCDBManager.h"
#include "DataFormatsParameters/GRPMagField.h"
Expand All @@ -52,7 +48,6 @@ using namespace o2::aod;
using namespace o2::framework;
using namespace o2::framework::expressions;
using namespace o2::soa;
using namespace o2::aod::pwgem::dilepton::utils::emtrackutil;

using MyCollisions = soa::Join<aod::EMEvents, aod::EMEventsMult, aod::EMEventsCent>;
using MyCollision = MyCollisions::iterator;
Expand Down Expand Up @@ -175,8 +170,8 @@ struct SingleTrackQC {
// configuration for PID ML
Configurable<std::vector<std::string>> onnxFileNames{"onnxFileNames", std::vector<std::string>{"filename"}, "ONNX file names for each bin (if not from CCDB full path)"};
Configurable<std::vector<std::string>> onnxPathsCCDB{"onnxPathsCCDB", std::vector<std::string>{"path"}, "Paths of models on CCDB"};
Configurable<std::vector<double>> binsMl{"binsMl", std::vector<double>{-999999., 999999.}, "Bin limits for ML application"};
Configurable<std::vector<double>> cutsMl{"cutsMl", std::vector<double>{0.95}, "ML cuts per bin"};
Configurable<std::vector<double>> binsMl{"binsMl", std::vector<double>{0.1, 0.15, 0.2, 0.25, 0.4, 0.8, 1.6, 2.0, 20.f}, "Bin limits for ML application"};
Configurable<std::vector<double>> cutsMl{"cutsMl", std::vector<double>{0.98, 0.98, 0.9, 0.9, 0.95, 0.95, 0.8, 0.8}, "ML cuts per bin"};
Configurable<std::vector<std::string>> namesInputFeatures{"namesInputFeatures", std::vector<std::string>{"feature"}, "Names of ML model input features"};
Configurable<std::string> nameBinningFeature{"nameBinningFeature", "pt", "Names of ML model binning feature"};
Configurable<int64_t> timestampCCDB{"timestampCCDB", -1, "timestamp of the ONNX file for ML model used to query in CCDB. Exceptions: > 0 for the specific timestamp, 0 gets the run dependent timestamp"};
Expand Down Expand Up @@ -450,7 +445,6 @@ struct SingleTrackQC {
fEMEventCut.SetRequireGoodITSLayersAll(eventcuts.cfgRequireGoodITSLayersAll);
}

o2::analysis::MlResponseDielectronSingleTrack<float> mlResponseSingleTrack;
void DefineDielectronCut()
{
fDielectronCut = DielectronCut("fDielectronCut", "fDielectronCut");
Expand Down Expand Up @@ -497,31 +491,6 @@ struct SingleTrackQC {
thresholdsML.emplace_back(dielectroncuts.cutsMl.value[i]);
}
fDielectronCut.SetMLThresholds(binsML, thresholdsML);

// static constexpr int nClassesMl = 2;
// const std::vector<int> cutDirMl = {o2::cuts_ml::CutNot, o2::cuts_ml::CutSmaller};
// const std::vector<std::string> labelsClasses = {"Background", "Signal"};
// const uint32_t nBinsMl = dielectroncuts.binsMl.value.size() - 1;
// const std::vector<std::string> labelsBins(nBinsMl, "bin");
// double cutsMlArr[nBinsMl][nClassesMl];
// for (uint32_t i = 0; i < nBinsMl; i++) {
// cutsMlArr[i][0] = 0.;
// cutsMlArr[i][1] = dielectroncuts.cutsMl.value[i];
// }
// o2::framework::LabeledArray<double> cutsMl = {cutsMlArr[0], nBinsMl, nClassesMl, labelsBins, labelsClasses};

// mlResponseSingleTrack.configure(dielectroncuts.binsMl.value, cutsMl, cutDirMl, nClassesMl);
// if (dielectroncuts.loadModelsFromCCDB) {
// ccdbApi.init(ccdburl);
// mlResponseSingleTrack.setModelPathsCCDB(dielectroncuts.onnxFileNames.value, ccdbApi, dielectroncuts.onnxPathsCCDB.value, dielectroncuts.timestampCCDB.value);
// } else {
// mlResponseSingleTrack.setModelPathsLocal(dielectroncuts.onnxFileNames.value);
// }
// mlResponseSingleTrack.cacheInputFeaturesIndices(dielectroncuts.namesInputFeatures);
// mlResponseSingleTrack.cacheBinningIndex(dielectroncuts.nameBinningFeature);
// mlResponseSingleTrack.init(dielectroncuts.enableOptimizations.value);

// fDielectronCut.SetPIDMlResponse(&mlResponseSingleTrack);
} // end of PID ML
}

Expand Down
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