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[PWGHF] Add possibility to avoid D0 daus swapping in D* ML application #12812

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Merged
fgrosa merged 3 commits into from
Sep 1, 2025
Merged

[PWGHF] Add possibility to avoid D0 daus swapping in D* ML application #12812

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fef7477
Add possibility to avoid D0 daus swapping in D* ML application
fgrosa Sep 1, 2025
c6f3853
Please consider the following formatting changes
alibuild Sep 1, 2025
cc246a7
Merge pull request #131 from alibuild/alibot-cleanup-12812
fgrosa Sep 1, 2025
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82 changes: 41 additions & 41 deletions PWGHF/Core/HfMlResponseDstarToD0Pi.h
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Original file line number Diff line number Diff line change
Expand Up @@ -61,26 +61,26 @@

// Very specific case of CHECK_AND_FILL_VEC_DSTAR_FULL(OBJECT, FEATURE, GETTER)
// Use for push back different value for D*+ or D*- candidate
#define CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(POSGETTER, NEGGETTER, FEATURENAME) \
case static_cast<uint8_t>(InputFeaturesDstarToD0Pi::FEATURENAME): { \
if (candidate.signSoftPi() > 0) { \
inputFeatures.emplace_back(candidate.POSGETTER()); \
} else { \
inputFeatures.emplace_back(candidate.NEGGETTER()); \
} \
break; \
#define CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(POSGETTER, NEGGETTER, FEATURENAME, SWAP) \
case static_cast<uint8_t>(InputFeaturesDstarToD0Pi::FEATURENAME): { \
if (candidate.signSoftPi() > 0 || !SWAP) { \
inputFeatures.emplace_back(candidate.POSGETTER()); \
} else { \
inputFeatures.emplace_back(candidate.NEGGETTER()); \
} \
break; \
}

// Very specific case of CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(OBJECT, FEATURE, GETTER)
// Use for push back different value for D*+ or D*- candidate getting the correct feature from two different objects (tracks)
#define CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE_FROMOBJECT(OBJECTPOS, OBJECTNEG, FEATURENAME, GETTER) \
case static_cast<uint8_t>(InputFeaturesDstarToD0Pi::FEATURENAME): { \
if (candidate.signSoftPi() > 0) { \
inputFeatures.emplace_back(OBJECTPOS.GETTER()); \
} else { \
inputFeatures.emplace_back(OBJECTNEG.GETTER()); \
} \
break; \
#define CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE_FROMOBJECT(OBJECTPOS, OBJECTNEG, FEATURENAME, GETTER, SWAP) \
case static_cast<uint8_t>(InputFeaturesDstarToD0Pi::FEATURENAME): { \
if (candidate.signSoftPi() > 0 || !SWAP) { \
inputFeatures.emplace_back(OBJECTPOS.GETTER()); \
} else { \
inputFeatures.emplace_back(OBJECTNEG.GETTER()); \
} \
break; \
}

// Very specific case of CHECK_AND_FILL_VEC_DSTAR_FULL(OBJECT, FEATURE, GETTER)
Expand Down Expand Up @@ -164,7 +164,7 @@ class HfMlResponseDstarToD0Pi : public HfMlResponse<TypeOutputScore>
/// \param prongSoftPi is the candidate's prongSoftPi
/// \return inputFeatures vector
template <typename T1>
std::vector<float> getInputFeatures(T1 const& candidate)
std::vector<float> getInputFeatures(T1 const& candidate, bool swapDzeroDaus = true)
{
std::vector<float> inputFeatures;

Expand All @@ -179,36 +179,36 @@ class HfMlResponseDstarToD0Pi : public HfMlResponse<TypeOutputScore>
CHECK_AND_FILL_VEC_DSTAR(cpaXYD0);
CHECK_AND_FILL_VEC_DSTAR(deltaIPNormalisedMaxD0);
CHECK_AND_FILL_VEC_DSTAR(impactParameterProductD0);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(ptProng0, ptProng1, ptProng0);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(ptProng1, ptProng0, ptProng1);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(ptProng0, ptProng1, ptProng0, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(ptProng1, ptProng0, ptProng1, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR(ptSoftPi);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(impactParameter0, impactParameter1, impactParameter0);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(impactParameter1, impactParameter0, impactParameter1);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(impactParameterZ0, impactParameterZ1, impactParameterZ0);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(impactParameterZ1, impactParameterZ0, impactParameterZ1);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(impactParameter0, impactParameter1, impactParameter0, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(impactParameter1, impactParameter0, impactParameter1, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(impactParameterZ0, impactParameterZ1, impactParameterZ0, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(impactParameterZ1, impactParameterZ0, impactParameterZ1, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR(impParamSoftPi);
CHECK_AND_FILL_VEC_DSTAR(impParamZSoftPi);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(impactParameterNormalised0, impactParameterNormalised1, impactParameterNormalised0);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(impactParameterNormalised1, impactParameterNormalised0, impactParameterNormalised1);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(impactParameterZNormalised0, impactParameterZNormalised1, impactParameterZNormalised0);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(impactParameterZNormalised1, impactParameterZNormalised0, impactParameterZNormalised1);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(impactParameterNormalised0, impactParameterNormalised1, impactParameterNormalised0, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(impactParameterNormalised1, impactParameterNormalised0, impactParameterNormalised1, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(impactParameterZNormalised0, impactParameterZNormalised1, impactParameterZNormalised0, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(impactParameterZNormalised1, impactParameterZNormalised0, impactParameterZNormalised1, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR(normalisedImpParamSoftPi);
CHECK_AND_FILL_VEC_DSTAR(normalisedImpParamZSoftPi);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(cosThetaStarD0, cosThetaStarD0Bar, cosThetaStarD0);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(invMassD0, invMassD0Bar, massD0);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(cosThetaStarD0, cosThetaStarD0Bar, cosThetaStarD0, true);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(invMassD0, invMassD0Bar, massD0, true);
CHECK_AND_FILL_VEC_DSTAR_DELTA_MASS_D0(deltaMassD0);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(nSigTpcPi0, nSigTpcPi1, nSigmaTPCPiPr0);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(nSigTpcKa0, nSigTpcKa1, nSigmaTPCKaPr0);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(nSigTofPi0, nSigTofPi1, nSigmaTOFPiPr0);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(nSigTofKa0, nSigTofKa1, nSigmaTOFKaPr0);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(tpcTofNSigmaPi0, tpcTofNSigmaPi1, nSigmaTPCTOFPiPr0);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(tpcTofNSigmaKa0, tpcTofNSigmaKa1, nSigmaTPCTOFKaPr0);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(nSigTpcPi1, nSigTpcPi0, nSigmaTPCPiPr1);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(nSigTpcKa1, nSigTpcKa0, nSigmaTPCKaPr1);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(nSigTofPi1, nSigTofPi0, nSigmaTOFPiPr1);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(nSigTofKa1, nSigTofKa0, nSigmaTOFKaPr1);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(tpcTofNSigmaPi1, tpcTofNSigmaPi0, nSigmaTPCTOFPiPr1);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(tpcTofNSigmaKa1, tpcTofNSigmaKa0, nSigmaTPCTOFKaPr1);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(nSigTpcPi0, nSigTpcPi1, nSigmaTPCPiPr0, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(nSigTpcKa0, nSigTpcKa1, nSigmaTPCKaPr0, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(nSigTofPi0, nSigTofPi1, nSigmaTOFPiPr0, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(nSigTofKa0, nSigTofKa1, nSigmaTOFKaPr0, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(tpcTofNSigmaPi0, tpcTofNSigmaPi1, nSigmaTPCTOFPiPr0, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(tpcTofNSigmaKa0, tpcTofNSigmaKa1, nSigmaTPCTOFKaPr0, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(nSigTpcPi1, nSigTpcPi0, nSigmaTPCPiPr1, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(nSigTpcKa1, nSigTpcKa0, nSigmaTPCKaPr1, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(nSigTofPi1, nSigTofPi0, nSigmaTOFPiPr1, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(nSigTofKa1, nSigTofKa0, nSigmaTOFKaPr1, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(tpcTofNSigmaPi1, tpcTofNSigmaPi0, nSigmaTPCTOFPiPr1, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_CHARGEBASE(tpcTofNSigmaKa1, tpcTofNSigmaKa0, nSigmaTPCTOFKaPr1, swapDzeroDaus);
CHECK_AND_FILL_VEC_DSTAR_GETTER(nSigmaTPCPiPrSoftPi, nSigTpcPi2);
CHECK_AND_FILL_VEC_DSTAR_GETTER(nSigmaTPCKaPrSoftPi, nSigTpcKa2);
CHECK_AND_FILL_VEC_DSTAR_GETTER(nSigmaTOFPiPrSoftPi, nSigTofPi2);
Expand Down
3 changes: 2 additions & 1 deletion PWGHF/TableProducer/candidateSelectorDstarToD0Pi.cxx
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Original file line number Diff line number Diff line change
Expand Up @@ -97,6 +97,7 @@ struct HfCandidateSelectorDstarToD0Pi {
Configurable<LabeledArray<double>> cutsMl{"cutsMl", {hf_cuts_ml::Cuts[0], hf_cuts_ml::NBinsPt, hf_cuts_ml::NCutScores, hf_cuts_ml::labelsPt, hf_cuts_ml::labelsCutScore}, "ML selections per pT bin"};
Configurable<int> nClassesMl{"nClassesMl", static_cast<int>(hf_cuts_ml::NCutScores), "Number of classes in ML model"};
Configurable<std::vector<std::string>> namesInputFeatures{"namesInputFeatures", std::vector<std::string>{"feature1", "feature2"}, "Names of ML model input features"};
Configurable<bool> isTriggerBDT{"isTriggerBDT", false, "Flag to enable / disable features for software trigger BDTs"};

// CCDB configuration
Configurable<std::string> ccdbUrl{"ccdbUrl", "http://alice-ccdb.cern.ch", "url of the ccdb repository"};
Expand Down Expand Up @@ -461,7 +462,7 @@ struct HfCandidateSelectorDstarToD0Pi {
if (applyMl) {
// ML selections
bool isSelectedMlDstar = false;
std::vector<float> inputFeatures = hfMlResponse.getInputFeatures(candDstar);
std::vector<float> inputFeatures = hfMlResponse.getInputFeatures(candDstar, !isTriggerBDT);
isSelectedMlDstar = hfMlResponse.isSelectedMl(inputFeatures, ptCand, outputMlDstarToD0Pi);

hfMlDstarCandidate(outputMlDstarToD0Pi);
Expand Down
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