treeOperatorStrategy_tpl.h

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/****************************************************************************
 *   This file is part of the aGrUM/pyAgrum library.                        *
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 *   Copyright (c) 2005-2025 by                                             *
 *       - Pierre-Henri WUILLEMIN(_at_LIP6)                                 *
 *       - Christophe GONZALES(_at_AMU)                                     *
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 *   SPDX-FileCopyrightText: Copyright 2005-2025                            *
 *       - Pierre-Henri WUILLEMIN(_at_LIP6)                                 *
 *       - Christophe GONZALES(_at_AMU)                                     *
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#pragma once
 

 
// =========================================================================
#include <algorithm>
#include <queue>
#include <utility>
#include <vector>
// =========================================================================
#include <agrum/base/multidim/instantiation.h>
 
#include <agrum/base/core/math/math_utils.h>
// =========================================================================
#include <agrum/base/multidim/utils/FunctionGraphUtilities/operators/treeOperator.h>
#include <agrum/base/multidim/utils/FunctionGraphUtilities/operators/treeRegress.h>
#include <agrum/FMDP/planning/treeOperatorStrategy.h>
// =========================================================================

#define RECAST(x) reinterpret_cast< const MultiDimFunctionGraph< GUM_SCALAR >* >(x)
 
namespace gum {
 
 
  /* **************************************************************************************************
   * **/
  /* ** **/
  /* **                                Constructors / Destructors **/
  /* ** **/
  /* **************************************************************************************************
   * **/
 
  // ===========================================================================
  // Default constructor
  // ===========================================================================
  template < typename GUM_SCALAR >
  INLINE TreeOperatorStrategy< GUM_SCALAR >::TreeOperatorStrategy() {
    GUM_CONSTRUCTOR(TreeOperatorStrategy);
  }
 
  // ===========================================================================
  // Default destructor
  // ===========================================================================
  template < typename GUM_SCALAR >
  INLINE TreeOperatorStrategy< GUM_SCALAR >::~TreeOperatorStrategy() {
    GUM_DESTRUCTOR(TreeOperatorStrategy);
  }
 
  /* **************************************************************************************************
   * **/
  /* ** **/
  /* **                             Graph Function Operations Methods **/
  /* ** **/
  /* **************************************************************************************************
   * **/
 
 
  // ==========================================================================
  // ==========================================================================
  template < typename GUM_SCALAR >
  MultiDimFunctionGraph< GUM_SCALAR >*
      TreeOperatorStrategy< GUM_SCALAR >::regress(const MultiDimFunctionGraph< GUM_SCALAR >* Vold,
                                                  Idx                       actionId,
                                                  const FMDP< GUM_SCALAR >* fmdp,
                                                  const gum::VariableSet&   elVarSeq) {
    // ******************************************************************************
    // Initialisation :
    // Creating a copy of last Vfunction to deduce from the new Qaction
    // And finding the first var to eleminate (the one at the end)
    Bijection< const DiscreteVariable*, const MultiDimFunctionGraph< GUM_SCALAR >* > pxi;
    for (SequenceIteratorSafe< const DiscreteVariable* > varIter
         = Vold->variablesSequence().beginSafe();
         varIter != Vold->variablesSequence().endSafe();
         ++varIter) {
      pxi.insert(*varIter,
                 RECAST(fmdp->transition(actionId, fmdp->mapMainPrime().first(*varIter))));
    }
 
    TreeRegress< GUM_SCALAR, std::multiplies, std::plus > tr(
        Vold,
        pxi);   //, Vold->variablesSequence(), (GUM_SCALAR) 0.0 );
    return tr.compute();
  }
 
  // ==========================================================================
  // ==========================================================================
  template < typename GUM_SCALAR >
  MultiDimFunctionGraph< GUM_SCALAR >*
      TreeOperatorStrategy< GUM_SCALAR >::maximize(const MultiDimFunctionGraph< GUM_SCALAR >* f1,
                                                   const MultiDimFunctionGraph< GUM_SCALAR >* f2,
                                                   Idx                                        del) {
    TreeOperator< GUM_SCALAR, Maximizes > opi(f1, f2);
    MultiDimFunctionGraph< GUM_SCALAR >*  ret = opi.compute();
    this->deleteFunctionGraph_(f1, f2, del);
    return ret;
  }
 
  // ==========================================================================
  // ==========================================================================
  template < typename GUM_SCALAR >
  MultiDimFunctionGraph< GUM_SCALAR >*
      TreeOperatorStrategy< GUM_SCALAR >::minimize(const MultiDimFunctionGraph< GUM_SCALAR >* f1,
                                                   const MultiDimFunctionGraph< GUM_SCALAR >* f2,
                                                   Idx                                        del) {
    TreeOperator< GUM_SCALAR, Minimizes > opi(f1, f2);
    MultiDimFunctionGraph< GUM_SCALAR >*  ret = opi.compute();
    this->deleteFunctionGraph_(f1, f2, del);
    return ret;
  }
 
  // ==========================================================================
  // ==========================================================================
  template < typename GUM_SCALAR >
  MultiDimFunctionGraph< GUM_SCALAR >*
      TreeOperatorStrategy< GUM_SCALAR >::multiply(const MultiDimFunctionGraph< GUM_SCALAR >* f1,
                                                   const MultiDimFunctionGraph< GUM_SCALAR >* f2,
                                                   Idx                                        del) {
    TreeOperator< GUM_SCALAR, std::multiplies > opi(f1, f2);
    MultiDimFunctionGraph< GUM_SCALAR >*        ret = opi.compute();
    this->deleteFunctionGraph_(f1, f2, del);
    return ret;
  }
 
  // ==========================================================================
  // ==========================================================================
  template < typename GUM_SCALAR >
  MultiDimFunctionGraph< ArgMaxSet< GUM_SCALAR, Idx >, SetTerminalNodePolicy >*
      TreeOperatorStrategy< GUM_SCALAR >::argmaximize(
          const MultiDimFunctionGraph< ArgMaxSet< GUM_SCALAR, Idx >, SetTerminalNodePolicy >* f1,
          const MultiDimFunctionGraph< ArgMaxSet< GUM_SCALAR, Idx >, SetTerminalNodePolicy >* f2,
          Idx                                                                                 del) {
    TreeOperator< ArgMaxSet< GUM_SCALAR, Idx >, ArgumentMaximisesAction, SetTerminalNodePolicy >
                                                                                  argmaxope(f1, f2);
    MultiDimFunctionGraph< ArgMaxSet< GUM_SCALAR, Idx >, SetTerminalNodePolicy >* ret
        = argmaxope.compute();
    this->deleteFunctionGraph_(f1, f2, del);
    return ret;
  }
 
  // ==========================================================================
  // ==========================================================================
  template < typename GUM_SCALAR >
  MultiDimFunctionGraph< GUM_SCALAR >*
      TreeOperatorStrategy< GUM_SCALAR >::add(const MultiDimFunctionGraph< GUM_SCALAR >* f1,
                                              const MultiDimFunctionGraph< GUM_SCALAR >* f2,
                                              Idx                                        del) {
    TreeOperator< GUM_SCALAR, std::plus > opi(f1, f2);
    MultiDimFunctionGraph< GUM_SCALAR >*  ret = opi.compute();
    this->deleteFunctionGraph_(f1, f2, del);
    return ret;
  }
 
  // ==========================================================================
  // ==========================================================================
  template < typename GUM_SCALAR >
  MultiDimFunctionGraph< GUM_SCALAR >*
      TreeOperatorStrategy< GUM_SCALAR >::subtract(const MultiDimFunctionGraph< GUM_SCALAR >* f1,
                                                   const MultiDimFunctionGraph< GUM_SCALAR >* f2,
                                                   Idx                                        del) {
    TreeOperator< GUM_SCALAR, std::minus > opi(f1, f2);
    MultiDimFunctionGraph< GUM_SCALAR >*   ret = opi.compute();
    this->deleteFunctionGraph_(f1, f2, del);
    return ret;
  }
 
 
}   // end of namespace gum