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StaticSVD.h
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StaticSVD.h
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/******************************************************************************
*
* Copyright (c) 2013-2019, Lawrence Livermore National Security, LLC
* and other libROM project developers. See the top-level COPYRIGHT
* file for details.
*
* SPDX-License-Identifier: (Apache-2.0 OR MIT)
*
*****************************************************************************/
// Description: A class implementing interface of SVD for the static SVD
// algorithm.
#ifndef included_StaticSVD_h
#define included_StaticSVD_h
#include "SVD.h"
namespace CAROM {
/**
* StaticSVD implements the interface of class SVD for the static SVD
* algorithm. This algorithm is not scalable and is intended primarily as a
* sanity check of the incremental svd algorithm.
*/
class StaticSVD : public SVD
{
public:
/**
* @brief Constructor.
*
* @pre dim > 0
* @pre sample_per_time_interval > 0
*
* @param[in] dim The dimension of the system distributed to this
* processor.
* @param[in] samples_per_time_interval The maximium number of samples
* collected in a time interval.
* @param[in] debug_algorithm If true results of the algorithm will be
* printed to facilitate debugging.
*/
StaticSVD(
int dim,
int samples_per_time_interval,
bool debug_algorithm = false);
/**
* Destructor.
*/
~StaticSVD();
/**
* @brief Collect the new sample, u_in at supplied time.
*
* @pre u_in != 0
* @pre time >= 0.0
*
* @param[in] u_in The new sample.
* @param[in] time The simulation time of the new sample.
* @param[in] add_without_increase If true, then addLinearlyDependent will be invoked
*
* @return True if the sampling was successful.
*/
virtual
bool
takeSample(
double* u_in,
double time,
bool add_without_increase = false);
/**
* @brief Returns the basis vectors for the current time interval.
*
* @post thisIntervalBasisCurrent()
*
* @return The basis vectors for the current time interval.
*/
virtual
const Matrix*
getSpatialBasis();
/**
* @brief Returns the temporal basis vectors for the current time interval.
*
* @post thisIntervalBasisCurrent()
*
* @return The temporal basis vectors for the current time interval.
*/
virtual
const Matrix*
getTemporalBasis();
/**
* @brief Returns the singular values for the current time interval.
*
* @post thisIntervalBasisCurrent()
*
* @return The singular values for the current time interval.
*/
virtual
const Matrix*
getSingularValues();
private:
/**
* @brief Unimplemented default constructor.
*/
StaticSVD();
/**
* @brief Unimplemented copy constructor.
*/
StaticSVD(
const StaticSVD& other);
/**
* @brief Unimplemented assignment operator.
*/
StaticSVD&
operator = (
const StaticSVD& rhs);
/**
* @brief Gathers samples from all other processors to form complete
* sample of system and computes the SVD.
*/
void
computeSVD();
/**
* @brief Preforms the actual SVD via lapack.
*
* Given a matrix, A, computes the 3 components of the singular value
* decomposition.
*
* @pre A != 0
* @pre total_dim > 0
*
* @param[in] A The globalized system whose SVD will be computed.
* @param[in] total_dim The total dimension of the system that has been
* distributed of multiple processors.
*/
void
svd(
double* A,
int total_dim);
/**
* @brief Tells if the basis vectors for this time interval are up to
* date.
*
* @return True if the basis vectors for this time interval are up to
* date.
*/
bool
thisIntervalBasisCurrent()
{
return d_this_interval_basis_current;
}
/**
* @brief Current samples of the system.
*/
std::vector<double*> d_samples;
/**
* @brief The globalized matrix L.
*
* L is small and each process owns all of L.
*/
Matrix* d_V;
/**
* @brief Flag to indicate if the basis vectors for the current time
* interval are up to date.
*/
bool d_this_interval_basis_current;
/**
* @brief The rank of the process this object belongs to.
*/
int d_rank;
/**
* @brief The number of processors being run on.
*/
int d_num_procs;
/**
* @brief MPI message tag.
*/
static const int COMMUNICATE_A;
};
}
#endif