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[DPG] Add possibility to skip trackQA variables and reject with ML #12885

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Merged
mfaggin merged 3 commits into from
Sep 6, 2025
Merged

[DPG] Add possibility to skip trackQA variables and reject with ML #12885

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6aaa326
Add possibility to skip trackQA variables and reject with ML
fgrosa Sep 5, 2025
6cfe989
Please consider the following formatting changes
alibuild Sep 5, 2025
95a8375
Merge pull request #132 from alibuild/alibot-cleanup-12885
fgrosa Sep 5, 2025
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100 changes: 65 additions & 35 deletions DPG/Tasks/AOTTrack/derivedDataCreatorD0Calibration.cxx
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Original file line number Diff line number Diff line change
Expand Up @@ -168,12 +168,14 @@ struct DerivedDataCreatorD0Calibration {
selectorKaon = selectorPion;
}

void process(CollisionsWEvSel const& collisions,
aod::TrackAssoc const& trackIndices,
TracksWCovExtraPid const&,
aod::BCsWithTimestamps const&,
TrackMeanOccs const&,
aod::TracksQAVersion const&)
// main function
template <bool withTrackQa, typename TTrackQa>
void runDataCreation(CollisionsWEvSel const& collisions,
aod::TrackAssoc const& trackIndices,
TracksWCovExtraPid const&,
aod::BCsWithTimestamps const&,
TrackMeanOccs const&,
TTrackQa const&)
{
std::map<int, int> selectedCollisions; // map with indices of selected collisions (key: original AOD Collision table index, value: D0 collision index)
std::map<int, int> selectedTracks; // map with indices of selected tracks (key: original AOD Track table index, value: D0 daughter track index)
Expand Down Expand Up @@ -419,7 +421,9 @@ struct DerivedDataCreatorD0Calibration {
// apply BDT models
if (cfgMl.apply) {
std::vector<float> featuresCandD0 = {dcaPos.getY(), dcaNeg.getY(), chi2PCA, cosPaD0, cosPaXYD0, decLenXYD0, decLenD0, dcaPos.getY() * dcaNeg.getY(), aod::pid_tpc_tof_utils::combineNSigma<false>(trackPos.tpcNSigmaPi(), trackPos.tofNSigmaPi()), aod::pid_tpc_tof_utils::combineNSigma<false>(trackNeg.tpcNSigmaKa(), trackNeg.tofNSigmaKa()), trackPos.tpcNSigmaPi(), trackPos.tpcNSigmaKa(), aod::pid_tpc_tof_utils::combineNSigma<false>(trackPos.tpcNSigmaKa(), trackPos.tofNSigmaKa()), trackNeg.tpcNSigmaPi(), trackNeg.tpcNSigmaKa(), aod::pid_tpc_tof_utils::combineNSigma<false>(trackNeg.tpcNSigmaPi(), trackNeg.tofNSigmaPi())};
mlResponse.isSelectedMl(featuresCandD0, ptD0, bdtScoresD0);
if (!mlResponse.isSelectedMl(featuresCandD0, ptD0, bdtScoresD0)) {
massHypo -= D0MassHypo::D0;
}
}
}
}
Expand All @@ -432,7 +436,9 @@ struct DerivedDataCreatorD0Calibration {
// apply BDT models
if (cfgMl.apply) {
std::vector<float> featuresCandD0bar = {dcaPos.getY(), dcaNeg.getY(), chi2PCA, cosPaD0, cosPaXYD0, decLenXYD0, decLenD0, dcaPos.getY() * dcaNeg.getY(), aod::pid_tpc_tof_utils::combineNSigma<false>(trackNeg.tpcNSigmaPi(), trackNeg.tofNSigmaPi()), aod::pid_tpc_tof_utils::combineNSigma<false>(trackPos.tpcNSigmaKa(), trackPos.tofNSigmaKa()), trackNeg.tpcNSigmaPi(), trackNeg.tpcNSigmaKa(), aod::pid_tpc_tof_utils::combineNSigma<false>(trackNeg.tpcNSigmaKa(), trackNeg.tofNSigmaKa()), trackPos.tpcNSigmaPi(), trackPos.tpcNSigmaKa(), aod::pid_tpc_tof_utils::combineNSigma<false>(trackPos.tpcNSigmaPi(), trackPos.tofNSigmaPi())};
mlResponse.isSelectedMl(featuresCandD0bar, ptD0, bdtScoresD0bar);
if (!mlResponse.isSelectedMl(featuresCandD0bar, ptD0, bdtScoresD0bar)) {
massHypo -= D0MassHypo::D0Bar;
}
}
}
}
Expand Down Expand Up @@ -515,33 +521,35 @@ struct DerivedDataCreatorD0Calibration {
int8_t deltaRefGloParamQ2Pt{0};
int8_t deltaTOFdX{0};
int8_t deltaTOFdZ{0};
if (trackPos.has_trackQA()) {
auto trackQA = trackPos.trackQA_as<aod::TracksQAVersion>(); // obtain track QA
tpcTime0 = trackQA.tpcTime0();
tpcdEdxNorm = trackQA.tpcdEdxNorm();
tpcDcaR = trackQA.tpcdcaR();
tpcDcaZ = trackQA.tpcdcaZ();
tpcClusterByteMask = trackQA.tpcClusterByteMask();
tpcdEdxMax0R = trackQA.tpcdEdxMax0R();
tpcdEdxMax1R = trackQA.tpcdEdxMax1R();
tpcdEdxMax2R = trackQA.tpcdEdxMax2R();
tpcdEdxMax3R = trackQA.tpcdEdxMax3R();
tpcdEdxTot0R = trackQA.tpcdEdxTot0R();
tpcdEdxTot1R = trackQA.tpcdEdxTot1R();
tpcdEdxTot2R = trackQA.tpcdEdxTot2R();
tpcdEdxTot3R = trackQA.tpcdEdxTot3R();
deltaRefContParamY = trackQA.deltaRefContParamY();
deltaRefITSParamZ = trackQA.deltaRefITSParamZ();
deltaRefContParamSnp = trackQA.deltaRefContParamSnp();
deltaRefContParamTgl = trackQA.deltaRefContParamTgl();
deltaRefContParamQ2Pt = trackQA.deltaRefContParamQ2Pt();
deltaRefGloParamY = trackQA.deltaRefGloParamY();
deltaRefGloParamZ = trackQA.deltaRefGloParamZ();
deltaRefGloParamSnp = trackQA.deltaRefGloParamSnp();
deltaRefGloParamTgl = trackQA.deltaRefGloParamTgl();
deltaRefGloParamQ2Pt = trackQA.deltaRefGloParamQ2Pt();
deltaTOFdX = trackQA.deltaTOFdX();
deltaTOFdZ = trackQA.deltaTOFdZ();
if constexpr (withTrackQa) {
if (trackPos.has_trackQA()) {
auto trackQA = trackPos.template trackQA_as<TTrackQa>(); // obtain track QA
tpcTime0 = trackQA.tpcTime0();
tpcdEdxNorm = trackQA.tpcdEdxNorm();
tpcDcaR = trackQA.tpcdcaR();
tpcDcaZ = trackQA.tpcdcaZ();
tpcClusterByteMask = trackQA.tpcClusterByteMask();
tpcdEdxMax0R = trackQA.tpcdEdxMax0R();
tpcdEdxMax1R = trackQA.tpcdEdxMax1R();
tpcdEdxMax2R = trackQA.tpcdEdxMax2R();
tpcdEdxMax3R = trackQA.tpcdEdxMax3R();
tpcdEdxTot0R = trackQA.tpcdEdxTot0R();
tpcdEdxTot1R = trackQA.tpcdEdxTot1R();
tpcdEdxTot2R = trackQA.tpcdEdxTot2R();
tpcdEdxTot3R = trackQA.tpcdEdxTot3R();
deltaRefContParamY = trackQA.deltaRefContParamY();
deltaRefITSParamZ = trackQA.deltaRefITSParamZ();
deltaRefContParamSnp = trackQA.deltaRefContParamSnp();
deltaRefContParamTgl = trackQA.deltaRefContParamTgl();
deltaRefContParamQ2Pt = trackQA.deltaRefContParamQ2Pt();
deltaRefGloParamY = trackQA.deltaRefGloParamY();
deltaRefGloParamZ = trackQA.deltaRefGloParamZ();
deltaRefGloParamSnp = trackQA.deltaRefGloParamSnp();
deltaRefGloParamTgl = trackQA.deltaRefGloParamTgl();
deltaRefGloParamQ2Pt = trackQA.deltaRefGloParamQ2Pt();
deltaTOFdX = trackQA.deltaTOFdX();
deltaTOFdZ = trackQA.deltaTOFdZ();
}
}

trackTable(selectedCollisions[collision.globalIndex()], // stored at PV
Expand Down Expand Up @@ -821,6 +829,28 @@ struct DerivedDataCreatorD0Calibration {
} // end loop over positive tracks
} // end loop over collisions tracks
}

// process functions
void processWithTrackQa(CollisionsWEvSel const& collisions,
aod::TrackAssoc const& trackIndices,
TracksWCovExtraPid const& tracks,
aod::BCsWithTimestamps const& bcs,
TrackMeanOccs const& occ,
aod::TracksQAVersion const& trackQa)
{
runDataCreation<true>(collisions, trackIndices, tracks, bcs, occ, trackQa);
}
PROCESS_SWITCH(DerivedDataCreatorD0Calibration, processWithTrackQa, "Process with trackQA enabled", false);

void processNoTrackQa(CollisionsWEvSel const& collisions,
aod::TrackAssoc const& trackIndices,
TracksWCovExtraPid const& tracks,
aod::BCsWithTimestamps const& bcs,
TrackMeanOccs const& occ)
{
runDataCreation<false>(collisions, trackIndices, tracks, bcs, occ, nullptr);
}
PROCESS_SWITCH(DerivedDataCreatorD0Calibration, processNoTrackQa, "Process without trackQA enabled", true);
};

WorkflowSpec defineDataProcessing(ConfigContext const& cfgc)
Expand Down
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