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[PWGDQ,PWGEM] Tune MC TPC PID response to data #16146

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[PWGDQ,PWGEM] Tune MC TPC PID response to data #16146

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23a853b
Tune MC TPC PID to data
JinjooSeo May 7, 2026
4f5dfad
Rename PID calibration variables
JinjooSeo May 7, 2026
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156 changes: 135 additions & 21 deletions PWGDQ/Core/VarManager.cxx
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Original file line number Diff line number Diff line change
Expand Up @@ -23,6 +23,7 @@

#include <Math/Vector4D.h> // IWYU pragma: keep (do not replace with Math/Vector4Dfwd.h)
#include <Math/Vector4Dfwd.h>
#include <TH2.h>
#include <TH3.h>
#include <THn.h>
#include <TObject.h>
Expand Down Expand Up @@ -72,7 +73,7 @@
o2::globaltracking::MatchGlobalFwd VarManager::mMatching;
std::map<VarManager::CalibObjects, TObject*> VarManager::fgCalibs;
bool VarManager::fgRunTPCPostCalibration[4] = {false, false, false, false};
int VarManager::fgCalibrationType = 0; // 0 - no calibration, 1 - calibration vs (TPCncls,pIN,eta) typically for pp, 2 - calibration vs (eta,nPV,nLong,tLong) typically for PbPb
int VarManager::fgCalibrationType = 0; // 0 - no calibration, 1 - data calibration vs (TPCncls,pIN,eta), 2 - data calibration vs (eta,nPV,nLong,tLong), 3 - MC tuning vs (pIN,eta), 4 - MC tuning vs (pIN,eta,CentFT0C)
bool VarManager::fgUseInterpolatedCalibration = true; // use interpolated calibration histograms (default: true)

//__________________________________________________________________
Expand Down Expand Up @@ -191,8 +192,8 @@
// TO Do: add more systems

// set the beam 4-momentum vectors
float beamAEnergy = energy / 2.0 * sqrt(NumberOfProtonsA * NumberOfProtonsC / NumberOfProtonsC / NumberOfProtonsA); // GeV

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[std-prefix] 

Use std:: prefix for names from the std namespace.
float beamCEnergy = energy / 2.0 * sqrt(NumberOfProtonsC * NumberOfProtonsA / NumberOfProtonsA / NumberOfProtonsC); // GeV

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[std-prefix] 

Use std:: prefix for names from the std namespace.
float beamAMomentum = std::sqrt(beamAEnergy * beamAEnergy - NumberOfNucleonsA * NumberOfNucleonsA * MassProton * MassProton);
float beamCMomentum = std::sqrt(beamCEnergy * beamCEnergy - NumberOfNucleonsC * NumberOfNucleonsC * MassProton * MassProton);
fgBeamA.SetPxPyPzE(0, 0, beamAMomentum, beamAEnergy);
Expand Down Expand Up @@ -250,20 +251,20 @@
CalibObjects calibMean, calibSigma;
switch (species) {
case 0:
calibMean = kTPCElectronMean;
calibSigma = kTPCElectronSigma;
calibMean = kTPCElectronMeanData;
calibSigma = kTPCElectronSigmaData;
break;
case 1:
calibMean = kTPCPionMean;
calibSigma = kTPCPionSigma;
calibMean = kTPCPionMeanData;
calibSigma = kTPCPionSigmaData;
break;
case 2:
calibMean = kTPCKaonMean;
calibSigma = kTPCKaonSigma;
calibMean = kTPCKaonMeanData;
calibSigma = kTPCKaonSigmaData;
break;
case 3:
calibMean = kTPCProtonMean;
calibSigma = kTPCProtonSigma;
calibMean = kTPCProtonMeanData;
calibSigma = kTPCProtonSigmaData;
break;
default:
LOG(fatal) << "Invalid species for PID calibration: " << species;
Expand Down Expand Up @@ -291,29 +292,29 @@
double mean = calibMeanHist->GetBinContent(binTPCncls, binPin, binEta);
double sigma = calibSigmaHist->GetBinContent(binTPCncls, binPin, binEta);
return (nSigmaValue - mean) / sigma; // Return the calibrated nSigma value
} else if (fgCalibrationType == 2) {

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[magic-number] 

Avoid magic numbers in expressions. Assign the value to a clearly named variable or constant.
// get the calibration histograms
CalibObjects calibMean, calibSigma, calibStatus;
switch (species) {
case 0:
calibMean = kTPCElectronMean;
calibSigma = kTPCElectronSigma;
calibStatus = kTPCElectronStatus;
calibMean = kTPCElectronMeanData;
calibSigma = kTPCElectronSigmaData;
calibStatus = kTPCElectronStatusData;
break;
case 1:
calibMean = kTPCPionMean;
calibSigma = kTPCPionSigma;
calibStatus = kTPCPionStatus;
calibMean = kTPCPionMeanData;
calibSigma = kTPCPionSigmaData;
calibStatus = kTPCPionStatusData;
break;
case 2:
calibMean = kTPCKaonMean;
calibSigma = kTPCKaonSigma;
calibStatus = kTPCKaonStatus;
calibMean = kTPCKaonMeanData;
calibSigma = kTPCKaonSigmaData;
calibStatus = kTPCKaonStatusData;
break;
case 3:
calibMean = kTPCProtonMean;
calibSigma = kTPCProtonSigma;
calibStatus = kTPCProtonStatus;
calibMean = kTPCProtonMeanData;
calibSigma = kTPCProtonSigmaData;
calibStatus = kTPCProtonStatusData;
break;
default:
LOG(fatal) << "Invalid species for PID calibration: " << species;
Expand Down Expand Up @@ -373,6 +374,119 @@
return nSigmaValue; // unknown status, return the original nSigma value
break;
}
} else if (fgCalibrationType == 3) {

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[magic-number] 

Avoid magic numbers in expressions. Assign the value to a clearly named variable or constant.
CalibObjects calibMeanSim, calibSigmaSim, calibMeanData, calibSigmaData;
switch (species) {
case 0:
calibMeanSim = kTPCElectronMeanMC;
calibSigmaSim = kTPCElectronSigmaMC;
calibMeanData = kTPCElectronMeanData;
calibSigmaData = kTPCElectronSigmaData;
break;
Comment on lines +379 to +385
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@vkucera vkucera May 7, 2026

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These hard-coded case numbers are meaningless.

case 1:
calibMeanSim = kTPCPionMeanMC;
calibSigmaSim = kTPCPionSigmaMC;
calibMeanData = kTPCPionMeanData;
calibSigmaData = kTPCPionSigmaData;
break;
case 2:
calibMeanSim = kTPCKaonMeanMC;
calibSigmaSim = kTPCKaonSigmaMC;
calibMeanData = kTPCKaonMeanData;
calibSigmaData = kTPCKaonSigmaData;
break;
case 3:
calibMeanSim = kTPCProtonMeanMC;
calibSigmaSim = kTPCProtonSigmaMC;
calibMeanData = kTPCProtonMeanData;
calibSigmaData = kTPCProtonSigmaData;
break;
default:
LOG(fatal) << "Invalid species for PID calibration: " << species;
return -999.0;
}

TH2* calibMeanSimHist = reinterpret_cast<TH2*>(fgCalibs[calibMeanSim]);
TH2* calibSigmaSimHist = reinterpret_cast<TH2*>(fgCalibs[calibSigmaSim]);
TH2* calibMeanDataHist = reinterpret_cast<TH2*>(fgCalibs[calibMeanData]);
TH2* calibSigmaDataHist = reinterpret_cast<TH2*>(fgCalibs[calibSigmaData]);
if (!calibMeanSimHist || !calibSigmaSimHist || !calibMeanDataHist || !calibSigmaDataHist) {
LOG(fatal) << "MC tuning histograms not found for species: " << species;
return -999.0;
}

int binPin = calibMeanSimHist->GetXaxis()->FindBin(fgValues[kPin]);
binPin = (binPin == 0 ? 1 : binPin);
binPin = (binPin > calibMeanSimHist->GetXaxis()->GetNbins() ? calibMeanSimHist->GetXaxis()->GetNbins() : binPin);
int binEta = calibMeanSimHist->GetYaxis()->FindBin(fgValues[kEta]);
binEta = (binEta == 0 ? 1 : binEta);
binEta = (binEta > calibMeanSimHist->GetYaxis()->GetNbins() ? calibMeanSimHist->GetYaxis()->GetNbins() : binEta);

double meanSim = calibMeanSimHist->GetBinContent(binPin, binEta);
double sigmaSim = calibSigmaSimHist->GetBinContent(binPin, binEta);
double meanData = calibMeanDataHist->GetBinContent(binPin, binEta);
double sigmaData = calibSigmaDataHist->GetBinContent(binPin, binEta);
return (nSigmaValue - meanSim) * (sigmaSim / sigmaData) + meanData;
} else if (fgCalibrationType == 4) {

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[magic-number] 

Avoid magic numbers in expressions. Assign the value to a clearly named variable or constant.
CalibObjects calibMeanSim, calibSigmaSim, calibMeanData, calibSigmaData;
switch (species) {
case 0:
calibMeanSim = kTPCElectronMeanMC;
calibSigmaSim = kTPCElectronSigmaMC;
calibMeanData = kTPCElectronMeanData;
calibSigmaData = kTPCElectronSigmaData;
break;
case 1:
calibMeanSim = kTPCPionMeanMC;
calibSigmaSim = kTPCPionSigmaMC;
calibMeanData = kTPCPionMeanData;
calibSigmaData = kTPCPionSigmaData;
break;
case 2:
calibMeanSim = kTPCKaonMeanMC;
calibSigmaSim = kTPCKaonSigmaMC;
calibMeanData = kTPCKaonMeanData;
calibSigmaData = kTPCKaonSigmaData;
break;
case 3:
calibMeanSim = kTPCProtonMeanMC;
calibSigmaSim = kTPCProtonSigmaMC;
calibMeanData = kTPCProtonMeanData;
calibSigmaData = kTPCProtonSigmaData;
break;
default:
LOG(fatal) << "Invalid species for PID calibration: " << species;
return -999.0;
}

TH3F* calibMeanSimHist = reinterpret_cast<TH3F*>(fgCalibs[calibMeanSim]);
TH3F* calibSigmaSimHist = reinterpret_cast<TH3F*>(fgCalibs[calibSigmaSim]);
TH3F* calibMeanDataHist = reinterpret_cast<TH3F*>(fgCalibs[calibMeanData]);
TH3F* calibSigmaDataHist = reinterpret_cast<TH3F*>(fgCalibs[calibSigmaData]);
if (!calibMeanSimHist || !calibSigmaSimHist || !calibMeanDataHist || !calibSigmaDataHist) {
LOG(fatal) << "MC tuning histograms not found for species: " << species;
return -999.0;
}
if (fgValues[kCentFT0C] < -999.) {

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[magic-number] 

Avoid magic numbers in expressions. Assign the value to a clearly named variable or constant.
LOG(fatal) << "TPC MC tuning calibration type 4 requires event centrality in VarManager::fgValues[kCentFT0C].";
return -999.0;
}

int binPin = calibMeanSimHist->GetXaxis()->FindBin(fgValues[kPin]);
binPin = (binPin == 0 ? 1 : binPin);
binPin = (binPin > calibMeanSimHist->GetXaxis()->GetNbins() ? calibMeanSimHist->GetXaxis()->GetNbins() : binPin);
int binEta = calibMeanSimHist->GetYaxis()->FindBin(fgValues[kEta]);
binEta = (binEta == 0 ? 1 : binEta);
binEta = (binEta > calibMeanSimHist->GetYaxis()->GetNbins() ? calibMeanSimHist->GetYaxis()->GetNbins() : binEta);
int binCent = calibMeanSimHist->GetZaxis()->FindBin(fgValues[kCentFT0C]);
binCent = (binCent == 0 ? 1 : binCent);
binCent = (binCent > calibMeanSimHist->GetZaxis()->GetNbins() ? calibMeanSimHist->GetZaxis()->GetNbins() : binCent);

double meanSim = calibMeanSimHist->GetBinContent(binPin, binEta, binCent);
double sigmaSim = calibSigmaSimHist->GetBinContent(binPin, binEta, binCent);
double meanData = calibMeanDataHist->GetBinContent(binPin, binEta, binCent);
double sigmaData = calibSigmaDataHist->GetBinContent(binPin, binEta, binCent);
return (nSigmaValue - meanSim) * (sigmaSim / sigmaData) + meanData;
} else {
// unknown calibration type, return the original nSigma value
LOG(fatal) << "Unknown calibration type: " << fgCalibrationType;
Expand All @@ -386,14 +500,14 @@
// Bimodality coefficient = (skewness^2 + 1) / kurtosis
// return a tuple including the coefficient, mean, RMS, skewness, and kurtosis
size_t n = data.size();
if (n < 3) {

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[magic-number] 

Avoid magic numbers in expressions. Assign the value to a clearly named variable or constant.
return std::make_tuple(-1.0, -1.0, -1.0, -1.0, -1.0);
}
float mean = std::accumulate(data.begin(), data.end(), 0.0) / n;

float m2 = 0.0, m3 = 0.0, m4 = 0.0;
float diff, diff2;
for (float x : data) {

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[const-ref-in-for-loop] 

Use constant references for non-modified iterators in range-based for loops.
diff = x - mean;
diff2 = diff * diff;
m2 += diff2;
Expand Down Expand Up @@ -432,7 +546,7 @@
int nBins = static_cast<int>((max - min) / binWidth);
std::vector<int> counts(nBins, 0.0);

for (float x : data) {

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[const-ref-in-for-loop] 

Use constant references for non-modified iterators in range-based for loops.
if (x < min || x >= max) {
continue; // skip out-of-range values
}
Expand Down
83 changes: 57 additions & 26 deletions PWGDQ/Core/VarManager.h
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Expand Up @@ -1098,18 +1098,26 @@
}; // end of Variables enumeration

enum CalibObjects {
kTPCElectronMean = 0,
kTPCElectronSigma,
kTPCElectronStatus,
kTPCPionMean,
kTPCPionSigma,
kTPCPionStatus,
kTPCKaonMean,
kTPCKaonSigma,
kTPCKaonStatus,
kTPCProtonMean,
kTPCProtonSigma,
kTPCProtonStatus,
kTPCElectronMeanData = 0,
kTPCElectronSigmaData,
kTPCElectronStatusData,
kTPCElectronMeanMC,
kTPCElectronSigmaMC,
kTPCPionMeanData,
kTPCPionSigmaData,
kTPCPionStatusData,
kTPCPionMeanMC,
kTPCPionSigmaMC,
kTPCKaonMeanData,
kTPCKaonSigmaData,
kTPCKaonStatusData,
kTPCKaonMeanMC,
kTPCKaonSigmaMC,
kTPCProtonMeanData,
kTPCProtonSigmaData,
kTPCProtonStatusData,
kTPCProtonMeanMC,
kTPCProtonSigmaMC,
kNCalibObjects
};

Expand Down Expand Up @@ -1432,32 +1440,55 @@
template <typename M, typename T>
static void FillResolutions(M const& mcTrack, T const& track, float* values = nullptr);

static void SetCalibrationObject(CalibObjects calib, TObject* obj)
static bool HasCalibrationObject(CalibObjects calib)
{
fgCalibs[calib] = obj;
// Check whether all the needed objects for TPC postcalibration are available
if (fgCalibs.find(kTPCElectronMean) != fgCalibs.end() && fgCalibs.find(kTPCElectronSigma) != fgCalibs.end()) {
fgRunTPCPostCalibration[0] = true;
auto obj = fgCalibs.find(calib);
return (obj != fgCalibs.end() && obj->second != nullptr);
}

static void UpdateTPCPostCalibrationFlags()
{
bool isMCTuning = (fgCalibrationType == 3 || fgCalibrationType == 4);

bool hasElectronSimCalibration = HasCalibrationObject(kTPCElectronMeanMC) && HasCalibrationObject(kTPCElectronSigmaMC);
bool hasElectronDataCalibration = HasCalibrationObject(kTPCElectronMeanData) && HasCalibrationObject(kTPCElectronSigmaData);
fgRunTPCPostCalibration[0] = (isMCTuning ? (hasElectronSimCalibration && hasElectronDataCalibration) : hasElectronDataCalibration);
if (fgRunTPCPostCalibration[0]) {
fgUsedVars[kTPCnSigmaEl_Corr] = true;
}
if (fgCalibs.find(kTPCPionMean) != fgCalibs.end() && fgCalibs.find(kTPCPionSigma) != fgCalibs.end()) {
fgRunTPCPostCalibration[1] = true;

bool hasPionSimCalibration = HasCalibrationObject(kTPCPionMeanMC) && HasCalibrationObject(kTPCPionSigmaMC);
bool hasPionDataCalibration = HasCalibrationObject(kTPCPionMeanData) && HasCalibrationObject(kTPCPionSigmaData);
fgRunTPCPostCalibration[1] = (isMCTuning ? (hasPionSimCalibration && hasPionDataCalibration) : hasPionDataCalibration);
if (fgRunTPCPostCalibration[1]) {
fgUsedVars[kTPCnSigmaPi_Corr] = true;
}
if (fgCalibs.find(kTPCKaonMean) != fgCalibs.end() && fgCalibs.find(kTPCKaonSigma) != fgCalibs.end()) {
fgRunTPCPostCalibration[2] = true;

bool hasKaonSimCalibration = HasCalibrationObject(kTPCKaonMeanMC) && HasCalibrationObject(kTPCKaonSigmaMC);
bool hasKaonDataCalibration = HasCalibrationObject(kTPCKaonMeanData) && HasCalibrationObject(kTPCKaonSigmaData);
fgRunTPCPostCalibration[2] = (isMCTuning ? (hasKaonSimCalibration && hasKaonDataCalibration) : hasKaonDataCalibration);
if (fgRunTPCPostCalibration[2]) {
fgUsedVars[kTPCnSigmaKa_Corr] = true;
}
if (fgCalibs.find(kTPCProtonMean) != fgCalibs.end() && fgCalibs.find(kTPCProtonSigma) != fgCalibs.end()) {
fgRunTPCPostCalibration[3] = true;

bool hasProtonSimCalibration = HasCalibrationObject(kTPCProtonMeanMC) && HasCalibrationObject(kTPCProtonSigmaMC);
bool hasProtonDataCalibration = HasCalibrationObject(kTPCProtonMeanData) && HasCalibrationObject(kTPCProtonSigmaData);
fgRunTPCPostCalibration[3] = (isMCTuning ? (hasProtonSimCalibration && hasProtonDataCalibration) : hasProtonDataCalibration);
if (fgRunTPCPostCalibration[3]) {
fgUsedVars[kTPCnSigmaPr_Corr] = true;
}
}

static void SetCalibrationObject(CalibObjects calib, TObject* obj)
{
fgCalibs[calib] = obj;
UpdateTPCPostCalibrationFlags();
}

static void SetCalibrationType(int type, bool useInterpolation = true)
{
if (type < 0 || type > 2) {
LOG(fatal) << "Invalid calibration type. Must be 0, 1, or 2.";
if (type < 0 || type > 4) {
LOG(fatal) << "Invalid calibration type. Must be between 0 and 4.";
}
fgCalibrationType = type;
fgUseInterpolatedCalibration = useInterpolation;
Expand Down Expand Up @@ -1544,7 +1575,7 @@

static std::map<CalibObjects, TObject*> fgCalibs; // map of calibration histograms
static bool fgRunTPCPostCalibration[4]; // 0-electron, 1-pion, 2-kaon, 3-proton
static int fgCalibrationType; // 0 - no calibration, 1 - calibration vs (TPCncls,pIN,eta) typically for pp, 2 - calibration vs (eta,nPV,nLong,tLong) typically for PbPb
static int fgCalibrationType; // 0 - no calibration, 1 - data calibration vs (TPCncls,pIN,eta), 2 - data calibration vs (eta,nPV,nLong,tLong), 3 - MC tuning vs (pIN,eta), 4 - MC tuning vs (pIN,eta,CentFT0C)
static bool fgUseInterpolatedCalibration; // use interpolated calibration histograms (default: true)

VarManager& operator=(const VarManager& c);
Expand Down Expand Up @@ -1814,7 +1845,7 @@
}
if constexpr ((fillMap & MuonCov) > 0 || (fillMap & ReducedMuonCov) > 0) {
o2::dataformats::GlobalFwdTrack propmuon = PropagateMuon(muontrack, collision);
double px = propmuon.getP() * sin(M_PI / 2 - atan(mfttrack.tgl())) * cos(mfttrack.phi());

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[std-prefix] 

Use std:: prefix for names from the std namespace.
double py = propmuon.getP() * sin(M_PI / 2 - atan(mfttrack.tgl())) * sin(mfttrack.phi());
double pz = propmuon.getP() * cos(M_PI / 2 - atan(mfttrack.tgl()));
double pt = std::sqrt(std::pow(px, 2) + std::pow(py, 2));
Expand Down
32 changes: 16 additions & 16 deletions PWGDQ/TableProducer/tableMaker.cxx
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Expand Up @@ -382,15 +382,15 @@ struct TableMaker {
if (fCurrentRun != bc.runNumber()) {
if (fConfigComputeTPCpostCalib) {
auto calibList = fCCDB->getForTimeStamp<TList>(useCCDBConfigurations.fConfigCcdbPathTPC.value, bc.timestamp());
VarManager::SetCalibrationObject(VarManager::kTPCElectronMean, calibList->FindObject("mean_map_electron"));
VarManager::SetCalibrationObject(VarManager::kTPCElectronSigma, calibList->FindObject("sigma_map_electron"));
VarManager::SetCalibrationObject(VarManager::kTPCPionMean, calibList->FindObject("mean_map_pion"));
VarManager::SetCalibrationObject(VarManager::kTPCPionSigma, calibList->FindObject("sigma_map_pion"));
VarManager::SetCalibrationObject(VarManager::kTPCProtonMean, calibList->FindObject("mean_map_proton"));
VarManager::SetCalibrationObject(VarManager::kTPCProtonSigma, calibList->FindObject("sigma_map_proton"));
VarManager::SetCalibrationObject(VarManager::kTPCElectronMeanData, calibList->FindObject("mean_map_electron"));
VarManager::SetCalibrationObject(VarManager::kTPCElectronSigmaData, calibList->FindObject("sigma_map_electron"));
VarManager::SetCalibrationObject(VarManager::kTPCPionMeanData, calibList->FindObject("mean_map_pion"));
VarManager::SetCalibrationObject(VarManager::kTPCPionSigmaData, calibList->FindObject("sigma_map_pion"));
VarManager::SetCalibrationObject(VarManager::kTPCProtonMeanData, calibList->FindObject("mean_map_proton"));
VarManager::SetCalibrationObject(VarManager::kTPCProtonSigmaData, calibList->FindObject("sigma_map_proton"));
if (fConfigComputeTPCpostCalibKaon) {
VarManager::SetCalibrationObject(VarManager::kTPCKaonMean, calibList->FindObject("mean_map_kaon"));
VarManager::SetCalibrationObject(VarManager::kTPCKaonSigma, calibList->FindObject("sigma_map_kaon"));
VarManager::SetCalibrationObject(VarManager::kTPCKaonMeanData, calibList->FindObject("mean_map_kaon"));
VarManager::SetCalibrationObject(VarManager::kTPCKaonSigmaData, calibList->FindObject("sigma_map_kaon"));
}
}
if (fIsRun2 == true) {
Expand Down Expand Up @@ -853,15 +853,15 @@ struct TableMaker {
if (fCurrentRun != bc.runNumber()) {
if (fConfigComputeTPCpostCalib) {
auto calibList = fCCDB->getForTimeStamp<TList>(useCCDBConfigurations.fConfigCcdbPathTPC.value, bc.timestamp());
VarManager::SetCalibrationObject(VarManager::kTPCElectronMean, calibList->FindObject("mean_map_electron"));
VarManager::SetCalibrationObject(VarManager::kTPCElectronSigma, calibList->FindObject("sigma_map_electron"));
VarManager::SetCalibrationObject(VarManager::kTPCPionMean, calibList->FindObject("mean_map_pion"));
VarManager::SetCalibrationObject(VarManager::kTPCPionSigma, calibList->FindObject("sigma_map_pion"));
VarManager::SetCalibrationObject(VarManager::kTPCProtonMean, calibList->FindObject("mean_map_proton"));
VarManager::SetCalibrationObject(VarManager::kTPCProtonSigma, calibList->FindObject("sigma_map_proton"));
VarManager::SetCalibrationObject(VarManager::kTPCElectronMeanData, calibList->FindObject("mean_map_electron"));
VarManager::SetCalibrationObject(VarManager::kTPCElectronSigmaData, calibList->FindObject("sigma_map_electron"));
VarManager::SetCalibrationObject(VarManager::kTPCPionMeanData, calibList->FindObject("mean_map_pion"));
VarManager::SetCalibrationObject(VarManager::kTPCPionSigmaData, calibList->FindObject("sigma_map_pion"));
VarManager::SetCalibrationObject(VarManager::kTPCProtonMeanData, calibList->FindObject("mean_map_proton"));
VarManager::SetCalibrationObject(VarManager::kTPCProtonSigmaData, calibList->FindObject("sigma_map_proton"));
if (fConfigComputeTPCpostCalibKaon) {
VarManager::SetCalibrationObject(VarManager::kTPCKaonMean, calibList->FindObject("mean_map_kaon"));
VarManager::SetCalibrationObject(VarManager::kTPCKaonSigma, calibList->FindObject("sigma_map_kaon"));
VarManager::SetCalibrationObject(VarManager::kTPCKaonMeanData, calibList->FindObject("mean_map_kaon"));
VarManager::SetCalibrationObject(VarManager::kTPCKaonSigmaData, calibList->FindObject("sigma_map_kaon"));
}
}
if (fIsRun2 == true) {
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