SobolCalculators.h

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//* This file is part of the MOOSE framework
//* https://mooseframework.inl.gov
//*
//* All rights reserved, see COPYRIGHT for full restrictions
//* https://github.com/idaholab/moose/blob/master/COPYRIGHT
//*
//* Licensed under LGPL 2.1, please see LICENSE for details
//* https://www.gnu.org/licenses/lgpl-2.1.html
#pragma once
 
#include "Calculators.h"
 
#include "libmesh/dense_matrix.h"
 
namespace StochasticTools
{
template <typename InType, typename OutType>
class SobolCalculator : public Calculator<std::vector<InType>, std::vector<OutType>>
{
public:
  SobolCalculator(const libMesh::ParallelObject & other, const std::string & name, bool resample);
 
protected:
  virtual void initialize() override;
  virtual void update(const InType & data) override;
  virtual void finalize(bool is_distributed) override;
  virtual std::vector<OutType> get() const override { return _sobol; }
 
private:
  const bool _resample;
  DenseMatrix<OutType> _amat;
  std::vector<OutType> _sobol;
};
 
template <typename InType, typename OutType>
class SobolCalculator<std::vector<InType>, std::vector<OutType>>
  : public Calculator<std::vector<std::vector<InType>>, std::vector<std::vector<OutType>>>
{
public:
  SobolCalculator(const libMesh::ParallelObject & other, const std::string & name, bool resample);
 
protected:
  virtual void initialize() override;
  virtual void update(const std::vector<InType> & data) override;
  virtual void finalize(bool is_distributed) override;
  virtual std::vector<std::vector<OutType>> get() const override { return _values; }
 
private:
  const bool _resample;
  std::vector<SobolCalculator<InType, OutType>> _sobol_calcs;
  std::vector<std::vector<OutType>> _values;
};
 
template <typename InType, typename OutType>
SobolCalculator<std::vector<InType>, std::vector<OutType>>::SobolCalculator(
    const libMesh::ParallelObject & other, const std::string & name, bool resample)
  : Calculator<std::vector<std::vector<InType>>, std::vector<std::vector<OutType>>>(other, name),
    _resample(resample)
{
}
 
template <typename InType, typename OutType>
void
SobolCalculator<std::vector<InType>, std::vector<OutType>>::initialize()
{
  _sobol_calcs.clear();
  _values.clear();
}
 
template <typename InType, typename OutType>
void
SobolCalculator<std::vector<InType>, std::vector<OutType>>::update(const std::vector<InType> & data)
{
  // Need to transpose data
  std::vector<InType> data_update;
  for (const auto & d : index_range(data))
    for (const auto & i : index_range(data[d]))
    {
      if (data_update.size() <= i)
        data_update.emplace_back(data.size());
      data_update[i][d] = data[d][i];
    }
 
  // Build calculators and update
  for (const auto & i : index_range(data_update))
  {
    if (_sobol_calcs.size() <= i)
    {
      _sobol_calcs.emplace_back(*this, "SOBOL_" + std::to_string(i), _resample);
      _sobol_calcs[i].initializeCalculator();
    }
    _sobol_calcs[i].updateCalculator(data_update[i]);
  }
}
 
template <typename InType, typename OutType>
void
SobolCalculator<std::vector<InType>, std::vector<OutType>>::finalize(bool is_distributed)
{
  // Need to create calculators here no data was added
  if (is_distributed)
  {
    auto ncalc = _sobol_calcs.size();
    this->_communicator.max(ncalc);
    for (const auto & i : make_range(_sobol_calcs.size(), ncalc))
    {
      _sobol_calcs.emplace_back(*this, "SOBOL_" + std::to_string(i), _resample);
      _sobol_calcs[i].initializeCalculator();
    }
  }
 
  for (const auto & i : index_range(_sobol_calcs))
  {
    _sobol_calcs[i].finalizeCalculator(is_distributed);
    const auto val = _sobol_calcs[i].getValue();
 
    for (const auto & ind : index_range(val))
    {
      if (_values.size() <= ind)
        _values.emplace_back(_sobol_calcs.size());
      _values[ind][i] = val[ind];
    }
  }
}
 
} // namespace