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// This file is part of Eigen, a lightweight C++ template library
// for linear algebra.
//
// Copyright (C) 2012 Desire NUENTSA WAKAM <desire.nuentsa_wakam@inria.fr>
//
// This Source Code Form is subject to the terms of the Mozilla
// Public License v. 2.0. If a copy of the MPL was not distributed
// with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
#ifndef EIGEN_BROWSE_MATRICES_H
#define EIGEN_BROWSE_MATRICES_H
namespace Eigen {
enum {
SPD = 0x100,
NonSymmetric = 0x0
};
/**
* @brief Iterator to browse matrices from a specified folder
*
* This is used to load all the matrices from a folder.
* The matrices should be in Matrix Market format
* It is assumed that the matrices are named as matname.mtx
* and matname_SPD.mtx if the matrix is Symmetric and positive definite (or Hermitian)
* The right hand side vectors are loaded as well, if they exist.
* They should be named as matname_b.mtx.
* Note that the right hand side for a SPD matrix is named as matname_SPD_b.mtx
*
* Sometimes a reference solution is available. In this case, it should be named as matname_x.mtx
*
* Sample code
* \code
*
* \endcode
*
* \tparam Scalar The scalar type
*/
template <typename Scalar>
class MatrixMarketIterator
{
typedef typename NumTraits<Scalar>::Real RealScalar;
public:
typedef Matrix<Scalar,Dynamic,1> VectorType;
typedef SparseMatrix<Scalar,ColMajor> MatrixType;
public:
MatrixMarketIterator(const std::string &folder)
: m_sym(0), m_isvalid(false), m_matIsLoaded(false), m_hasRhs(false), m_hasrefX(false), m_folder(folder)
{
m_folder_id = opendir(folder.c_str());
if(m_folder_id)
Getnextvalidmatrix();
}
~MatrixMarketIterator()
{
if (m_folder_id) closedir(m_folder_id);
}
inline MatrixMarketIterator& operator++()
{
m_matIsLoaded = false;
m_hasrefX = false;
m_hasRhs = false;
Getnextvalidmatrix();
return *this;
}
inline operator bool() const { return m_isvalid;}
/** Return the sparse matrix corresponding to the current file */
inline MatrixType& matrix()
{
// Read the matrix
if (m_matIsLoaded) return m_mat;
std::string matrix_file = m_folder + "/" + m_matname + ".mtx";
if ( !loadMarket(m_mat, matrix_file))
{
std::cerr << "Warning loadMarket failed when loading \"" << matrix_file << "\"" << std::endl;
m_matIsLoaded = false;
return m_mat;
}
m_matIsLoaded = true;
if (m_sym != NonSymmetric)
{
// Check whether we need to restore a full matrix:
RealScalar diag_norm = m_mat.diagonal().norm();
RealScalar lower_norm = m_mat.template triangularView<Lower>().norm();
RealScalar upper_norm = m_mat.template triangularView<Upper>().norm();
if(lower_norm>diag_norm && upper_norm==diag_norm)
{
// only the lower part is stored
MatrixType tmp(m_mat);
m_mat = tmp.template selfadjointView<Lower>();
}
else if(upper_norm>diag_norm && lower_norm==diag_norm)
{
// only the upper part is stored
MatrixType tmp(m_mat);
m_mat = tmp.template selfadjointView<Upper>();
}
}
return m_mat;
}
/** Return the right hand side corresponding to the current matrix.
* If the rhs file is not provided, a random rhs is generated
*/
inline VectorType& rhs()
{
// Get the right hand side
if (m_hasRhs) return m_rhs;
std::string rhs_file;
rhs_file = m_folder + "/" + m_matname + "_b.mtx"; // The pattern is matname_b.mtx
m_hasRhs = Fileexists(rhs_file);
if (m_hasRhs)
{
m_rhs.resize(m_mat.cols());
m_hasRhs = loadMarketVector(m_rhs, rhs_file);
}
if (!m_hasRhs)
{
// Generate a random right hand side
if (!m_matIsLoaded) this->matrix();
m_refX.resize(m_mat.cols());
m_refX.setRandom();
m_rhs = m_mat * m_refX;
m_hasrefX = true;
m_hasRhs = true;
}
return m_rhs;
}
/** Return a reference solution
* If it is not provided and if the right hand side is not available
* then refX is randomly generated such that A*refX = b
* where A and b are the matrix and the rhs.
* Note that when a rhs is provided, refX is not available
*/
inline VectorType& refX()
{
// Check if a reference solution is provided
if (m_hasrefX) return m_refX;
std::string lhs_file;
lhs_file = m_folder + "/" + m_matname + "_x.mtx";
m_hasrefX = Fileexists(lhs_file);
if (m_hasrefX)
{
m_refX.resize(m_mat.cols());
m_hasrefX = loadMarketVector(m_refX, lhs_file);
}
else
m_refX.resize(0);
return m_refX;
}
inline std::string& matname() { return m_matname; }
inline int sym() { return m_sym; }
bool hasRhs() {return m_hasRhs; }
bool hasrefX() {return m_hasrefX; }
bool isFolderValid() { return bool(m_folder_id); }
protected:
inline bool Fileexists(std::string file)
{
std::ifstream file_id(file.c_str());
if (!file_id.good() )
{
return false;
}
else
{
file_id.close();
return true;
}
}
void Getnextvalidmatrix( )
{
m_isvalid = false;
// Here, we return with the next valid matrix in the folder
while ( (m_curs_id = readdir(m_folder_id)) != NULL) {
m_isvalid = false;
std::string curfile;
curfile = m_folder + "/" + m_curs_id->d_name;
// Discard if it is a folder
if (m_curs_id->d_type == DT_DIR) continue; //FIXME This may not be available on non BSD systems
// struct stat st_buf;
// stat (curfile.c_str(), &st_buf);
// if (S_ISDIR(st_buf.st_mode)) continue;
// Determine from the header if it is a matrix or a right hand side
bool isvector,iscomplex=false;
if(!getMarketHeader(curfile,m_sym,iscomplex,isvector)) continue;
if(isvector) continue;
if (!iscomplex)
{
if(internal::is_same<Scalar, std::complex<float> >::value || internal::is_same<Scalar, std::complex<double> >::value)
continue;
}
if (iscomplex)
{
if(internal::is_same<Scalar, float>::value || internal::is_same<Scalar, double>::value)
continue;
}
// Get the matrix name
std::string filename = m_curs_id->d_name;
m_matname = filename.substr(0, filename.length()-4);
// Find if the matrix is SPD
size_t found = m_matname.find("SPD");
if( (found!=std::string::npos) && (m_sym != NonSymmetric) )
m_sym = SPD;
m_isvalid = true;
break;
}
}
int m_sym; // Symmetry of the matrix
MatrixType m_mat; // Current matrix
VectorType m_rhs; // Current vector
VectorType m_refX; // The reference solution, if exists
std::string m_matname; // Matrix Name
bool m_isvalid;
bool m_matIsLoaded; // Determine if the matrix has already been loaded from the file
bool m_hasRhs; // The right hand side exists
bool m_hasrefX; // A reference solution is provided
std::string m_folder;
DIR * m_folder_id;
struct dirent *m_curs_id;
};
} // end namespace Eigen
#endif