[PWGHF] Add ML to Xic0ToXiPi DCA Filter analysis (#12758)

Co-authored-by: ALICE Action Bot <alibuild@cern.ch>

Author: Tao-Fang

PWGHF/Core/HfMlResponseXic0ToXiPi.h

@@ -0,0 +1,131 @@
+// Copyright 2019-2020 CERN and copyright holders of ALICE O2.
+// See https://alice-o2.web.cern.ch/copyright for details of the copyright holders.
+// All rights not expressly granted are reserved.
+//
+// This software is distributed under the terms of the GNU General Public
+// License v3 (GPL Version 3), copied verbatim in the file "COPYING".
+//
+// In applying this license CERN does not waive the privileges and immunities
+// granted to it by virtue of its status as an Intergovernmental Organization
+// or submit itself to any jurisdiction.
+
+/// \file HfMlResponseXic0ToXiPi.h
+/// \brief Class to compute the ML response for Ξc^0 → Ξ∓ π± analysis selections
+/// \author Tao Fang <tao.fang@cern.ch>, Central China Normal University
+
+#ifndef PWGHF_CORE_HFMLRESPONSEXIC0TOXIPI_H_
+#define PWGHF_CORE_HFMLRESPONSEXIC0TOXIPI_H_
+
+#include "PWGHF/Core/HfMlResponse.h"
+
+#include "Tools/ML/MlResponse.h"
+
+#include <cstdint>
+#include <vector>
+
+// Fill the map of available input features
+// the key is the feature's name (std::string)
+// the value is the corresponding value in EnumInputFeatures
+#define FILL_MAP_XIC0TOXIPI(FEATURE)                                 \
+  {                                                                  \
+    #FEATURE, static_cast<uint8_t>(InputFeaturesXic0ToXiPi::FEATURE) \
+  }
+
+// Check if the index of mCachedIndices (index associated to a FEATURE)
+// matches the entry in EnumInputFeatures associated to this FEATURE
+// if so, the inputFeatures vector is filled with the FEATURE's value
+// by calling the corresponding GETTER from OBJECT
+#define CHECK_AND_FILL_VEC_XIC0TOXIPI_FULL(OBJECT, FEATURE, GETTER) \
+  case static_cast<uint8_t>(InputFeaturesXic0ToXiPi::FEATURE): {    \
+    inputFeatures.emplace_back(OBJECT.GETTER());                    \
+    break;                                                          \
+  }
+
+// where OBJECT is named candidate and FEATURE = GETTER
+#define CHECK_AND_FILL_VEC_XIC0TOXIPI(GETTER)                   \
+  case static_cast<uint8_t>(InputFeaturesXic0ToXiPi::GETTER): { \
+    inputFeatures.emplace_back(candidate.GETTER());             \
+    break;                                                      \
+  }
+
+namespace o2::analysis
+{
+
+enum class InputFeaturesXic0ToXiPi : uint8_t {
+  tpcNSigmaPiFromLambda,
+  tpcNSigmaPiFromCasc,
+  tpcNSigmaPiFromCharmBaryon,
+  dcaCascDau,
+  dcaCharmBaryonDau,
+  cosPACharmBaryon,
+  cosPACasc,
+  cosPAV0,
+  impactParBachFromCharmBaryonXY,
+  impactParCascXY
+};
+
+template <typename TypeOutputScore = float>
+class HfMlResponseXic0ToXiPi : public HfMlResponse<TypeOutputScore>
+{
+ public:
+  /// Default constructor
+  HfMlResponseXic0ToXiPi() = default;
+  /// Default destructor
+  virtual ~HfMlResponseXic0ToXiPi() = default;
+
+  /// Method to get the input features vector needed for ML inference
+  /// \param candidate is the Xic0 candidate
+  /// \return inputFeatures vector
+  template <typename T1, typename T2, typename T3>
+  // std::vector<float> getInputFeatures(T1 const& candidate)
+  std::vector<float> getInputFeatures(T1 const& candidate, T2 const& lamProngPi, T2 const& cascProngPi, T3 const& charmBaryonProngPi)
+  {
+    std::vector<float> inputFeatures;
+
+    for (const auto& idx : MlResponse<TypeOutputScore>::mCachedIndices) {
+      switch (idx) {
+        // PID variables
+        CHECK_AND_FILL_VEC_XIC0TOXIPI_FULL(lamProngPi, tpcNSigmaPiFromLambda, tpcNSigmaPi);
+        CHECK_AND_FILL_VEC_XIC0TOXIPI_FULL(cascProngPi, tpcNSigmaPiFromCasc, tpcNSigmaPi);
+        CHECK_AND_FILL_VEC_XIC0TOXIPI_FULL(charmBaryonProngPi, tpcNSigmaPiFromCharmBaryon, tpcNSigmaPi);
+        // DCA
+        CHECK_AND_FILL_VEC_XIC0TOXIPI(dcaCascDau);
+        CHECK_AND_FILL_VEC_XIC0TOXIPI(dcaCharmBaryonDau);
+        // CosPA
+        CHECK_AND_FILL_VEC_XIC0TOXIPI(cosPACharmBaryon);
+        CHECK_AND_FILL_VEC_XIC0TOXIPI(cosPACasc);
+        CHECK_AND_FILL_VEC_XIC0TOXIPI(cosPAV0);
+        // ImpactPar
+        CHECK_AND_FILL_VEC_XIC0TOXIPI(impactParBachFromCharmBaryonXY);
+        CHECK_AND_FILL_VEC_XIC0TOXIPI(impactParCascXY);
+      }
+    }
+
+    return inputFeatures;
+  }
+
+ protected:
+  /// Method to fill the map of available input features
+  void setAvailableInputFeatures()
+  {
+    MlResponse<TypeOutputScore>::mAvailableInputFeatures = {
+      FILL_MAP_XIC0TOXIPI(tpcNSigmaPiFromLambda),
+      FILL_MAP_XIC0TOXIPI(tpcNSigmaPiFromCasc),
+      FILL_MAP_XIC0TOXIPI(tpcNSigmaPiFromCharmBaryon),
+      FILL_MAP_XIC0TOXIPI(dcaCascDau),
+      FILL_MAP_XIC0TOXIPI(dcaCharmBaryonDau),
+      FILL_MAP_XIC0TOXIPI(cosPACharmBaryon),
+      FILL_MAP_XIC0TOXIPI(cosPACasc),
+      FILL_MAP_XIC0TOXIPI(cosPAV0),
+      FILL_MAP_XIC0TOXIPI(impactParBachFromCharmBaryonXY),
+      FILL_MAP_XIC0TOXIPI(impactParCascXY)};
+  }
+};
+
+} // namespace o2::analysis
+
+#undef FILL_MAP_XIC0TOXIPI
+#undef CHECK_AND_FILL_VEC_XIC0TOXIPI_FULL
+#undef CHECK_AND_FILL_VEC_XIC0TOXIPI
+
+#endif // PWGHF_CORE_HFMLRESPONSEXIC0TOXIPI_H_

PWGHF/D2H/Tasks/taskFlowCharmHadrons.cxx

@@ -133,7 +133,7 @@ struct HfTaskFlowCharmHadrons {
   using CandXicData = soa::Filtered<soa::Join<aod::HfCand3Prong, aod::HfSelXicToPKPi>>;
   using CandXicDataWMl = soa::Filtered<soa::Join<aod::HfCand3Prong, aod::HfSelXicToPKPi, aod::HfMlXicToPKPi>>;
   using CandXic0Data = soa::Filtered<soa::Join<aod::HfCandToXiPiKf, aod::HfSelToXiPiKf>>;
-  using CandXic0DataWMl = soa::Filtered<soa::Join<aod::HfCandToXiPiKf, aod::HfSelToXiPiKf, aod::HfMlToXiPiKf>>;
+  using CandXic0DataWMl = soa::Filtered<soa::Join<aod::HfCandToXiPiKf, aod::HfSelToXiPiKf, aod::HfMlToXiPi>>;
   using CandD0DataWMl = soa::Filtered<soa::Join<aod::HfCand2Prong, aod::HfSelD0, aod::HfMlD0>>;
   using CandD0Data = soa::Filtered<soa::Join<aod::HfCand2Prong, aod::HfSelD0>>;
   using CollsWithQvecs = soa::Join<aod::Collisions, aod::EvSels, aod::QvectorFT0Cs, aod::QvectorFT0As, aod::QvectorFT0Ms, aod::QvectorFV0As, aod::QvectorBPoss, aod::QvectorBNegs, aod::QvectorBTots, aod::CentFV0As, aod::CentFT0Ms, aod::CentFT0As, aod::CentFT0Cs>;