PyEstimator.h

/**************************************************************************
 * BASF2 (Belle Analysis Framework 2)                                     *
 * Copyright(C) 2015 - Belle II Collaboration                             *
 *                                                                        *
 * Author: The Belle II Collaboration                                     *
 * Contributors: Nils Braun                                               *
 *                                                                        *
 * This software is provided "as is" without any warranty.                *
 **************************************************************************/
#pragma once
 
#include <tracking/trackFindingCDC/varsets/NamedFloatTuple.h>
#include <boost/python/object.hpp>
 
namespace Belle2 {
  namespace TrackFindingCDC {
 
    class NamedFloatTuple;
 
    class PyEstimator {
    public:
      explicit PyEstimator(const std::string& pickleFileName);
 
      double predict(const std::vector<double>& inputVariables);
 
      double predict(const std::vector<NamedFloatTuple*>& floatTuples);
 
      double predict(boost::python::object& array);
 
    private:
      void unpickleEstimator(const std::string& pickleFileName);
 
      void expand(size_t nVars);
 
    private:
      std::string m_pickleFileName;
 
      boost::python::object m_estimator;
 
      boost::python::object m_predict;
 
      boost::python::object m_array;
 
      size_t m_nCurrent = 0;
 
      bool m_is_binary_classification = false;
 
    };
 
  }
}