GMatrix.cpp

Go to the documentation of this file.

/***************************************************************************
 *                    GMatrix.cpp - General matrix class                   *
 * ----------------------------------------------------------------------- *
 *  copyright (C) 2006-2021 by Juergen Knoedlseder                         *
 * ----------------------------------------------------------------------- *
 *                                                                         *
 *  This program is free software: you can redistribute it and/or modify   *
 *  it under the terms of the GNU General Public License as published by   *
 *  the Free Software Foundation, either version 3 of the License, or      *
 *  (at your option) any later version.                                    *
 *                                                                         *
 *  This program is distributed in the hope that it will be useful,        *
 *  but WITHOUT ANY WARRANTY; without even the implied warranty of         *
 *  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the          *
 *  GNU General Public License for more details.                           *
 *                                                                         *
 *  You should have received a copy of the GNU General Public License      *
 *  along with this program.  If not, see <http://www.gnu.org/licenses/>.  *
 *                                                                         *
 ***************************************************************************/
/**
 * @file GMatrix.cpp
 * @brief General matrix class implementation
 * @author Juergen Knoedlseder
 */
 
/* __ Includes ___________________________________________________________ */
#ifdef HAVE_CONFIG_H
#include <config.h>
#endif
#include <cmath>
#include "GException.hpp"
#include "GTools.hpp"
#include "GMath.hpp"
#include "GVector.hpp"
#include "GMatrix.hpp"
#include "GMatrixSparse.hpp"
#include "GMatrixSymmetric.hpp"
 
/* __ Method name definitions ____________________________________________ */
#define G_CONSTRUCTOR                          "GMatrix::GMatrix(int&, int&)"
#define G_OP_MUL_VEC                           "GMatrix::operator*(GVector&)"
#define G_OP_ADD                              "GMatrix::operator+=(GMatrix&)"
#define G_OP_SUB                              "GMatrix::operator-=(GMatrix&)"
#define G_OP_MAT_MUL                          "GMatrix::operator*=(GMatrix&)"
#define G_AT                                        "GMatrix::at(int&, int&)"
#define G_EXTRACT_ROW                                    "GMatrix::row(int&)"
#define G_SET_ROW                              "GMatrix::row(int&, GVector&)"
#define G_EXTRACT_COLUMN                              "GMatrix::column(int&)"
#define G_SET_COLUMN                        "GMatrix::column(int&, GVector&)"
#define G_ADD_TO_ROW                    "GMatrix::add_to_row(int&, GVector&)"
#define G_ADD_TO_COLUMN              "GMatrix::add_to_column(int&, GVector&)"
#define G_INVERT                                          "GMatrix::invert()"
#define G_SOLVE                                    "GMatrix::solve(GVector&)"
#define G_EXTRACT_LOWER                   "GMatrix::extract_lower_triangle()"
#define G_EXTRACT_UPPER                   "GMatrix::extract_upper_triangle()"
 
 
/*==========================================================================
 =                                                                         =
 =                        Constructors/destructors                         =
 =                                                                         =
 ==========================================================================*/
 
/***********************************************************************//**
 * @brief Void matrix constructor
 *
 * Constructs an empty matrix. An empty matrix has zero rows and columns.
 ***************************************************************************/
GMatrix::GMatrix(void) : GMatrixBase()
{
    // Initialise class members
    init_members();
 
    // Return
    return;
}
 
 
/***********************************************************************//**
 * @brief Matrix constructor
 *
 * @param[in] rows Number of rows [>=0].
 * @param[in] columns Number of columns [>=0].
 *
 * @exception GException::invalid_argument
 *            Number of rows or columns is negative.
 *
 * Constructs a matrix with the specified number of @p rows and @p columns.
 * The memory for all matrix elements will be allocated and all matrix
 * elements will be initialized to 0.
 ***************************************************************************/
GMatrix::GMatrix(const int& rows, const int& columns) : GMatrixBase()
{
    // Throw exception if number of rows or columns is negative
    #if defined(G_RANGE_CHECK)
    if (rows < 0) {
        std::string msg = "Number of rows "+gammalib::str(rows)+" is negative. "
                          "Please specify a non-negative number of rows.";
        throw GException::invalid_argument(G_CONSTRUCTOR, msg);
    }
    if (columns < 0) {
        std::string msg = "Number of columns "+gammalib::str(columns)+" is "
                          "negative. Please specify a non-negative number of "
                          "columns.";
        throw GException::invalid_argument(G_CONSTRUCTOR, msg);
    }
    #endif
 
    // Initialise class members for clean destruction
    init_members();
 
    // Allocate matrix memory
    alloc_members(rows, columns);
 
    // Return
    return;
}
 
 
/***********************************************************************//**
 * @brief Copy constructor
 *
 * @param[in] matrix Matrix.
 ***************************************************************************/
GMatrix::GMatrix(const GMatrix& matrix) : GMatrixBase(matrix)
{
    // Initialise class members for clean destruction
    init_members();
 
    // Copy members
    copy_members(matrix);
 
    // Return
    return;
}
 
 
/***********************************************************************//**
 * @brief GMatrixSymmetric to GMatrix storage class convertor
 *
 * @param[in] matrix Symmetric matrix (GMatrixSymmetric).
 *
 * Constructs a GMatrix object from a symmetric matrix object of type
 * GMatrixSymmetric. Since the result is a generic matrix, the constructor
 * will succeed in all cases.
 ***************************************************************************/
GMatrix::GMatrix(const GMatrixSymmetric& matrix) : GMatrixBase(matrix)
{
    // Initialise class members for clean destruction
    init_members();
 
    // Allocate matrix memory
    alloc_members(matrix.rows(), matrix.columns());
 
    // Fill matrix. We benefit here from the symmetry of the matrix and
    // loop only over the lower triangle of the symmetric matrix to perform
    // the fill.
    for (int col = 0; col < m_cols; ++col) {
        for (int row = col; row < m_rows; ++row) {
            double value      = matrix(row, col);
            (*this)(row, col) = value;
            (*this)(col, row) = value;
        }
    }
 
    // Return
    return;
}
 
 
/***********************************************************************//**
 * @brief GMatrixSparse to GMatrix storage class convertor
 *
 * @param[in] matrix Sparse matrix (GMatrixSparse).
 *
 * Constructs a GMatrix object from a sparse matrix object of type
 * GMatrixSparse. Since the result is a generic matrix, the constructor
 * will succeed in all cases.
 ***************************************************************************/
GMatrix::GMatrix(const GMatrixSparse& matrix) : GMatrixBase(matrix)
{
    // Initialise class members for clean destruction
    init_members();
 
    // Construct matrix
    alloc_members(matrix.rows(), matrix.columns());
 
    // Fill matrix
    for (int col = 0; col < m_cols; ++col) {
        for (int row = 0; row < m_rows; ++row) {
            (*this)(row, col) = matrix(row, col);
        }
    }
 
    // Return
    return;
}
 
 
/***********************************************************************//**
 * @brief Destructor
 ***************************************************************************/
GMatrix::~GMatrix(void)
{
    // Free members
    free_members();
 
    // Return
    return;
}
 
 
/*==========================================================================
 =                                                                         =
 =                                Operators                                =
 =                                                                         =
 ==========================================================================*/
 
/***********************************************************************//**
 * @brief Matrix assignment operator
 *
 * @param[in] matrix Matrix.
 * @return Matrix.
 *
 * Assigns the content of another matrix to the actual matrix instance.
 ***************************************************************************/
GMatrix& GMatrix::operator=(const GMatrix& matrix)
{
    // Execute only if object is not identical
    if (this != &matrix) {
 
        // Assign base class members. Note that this method will also perform
        // the allocation of the matrix memory and the copy of the matrix
        // attributes.
        this->GMatrixBase::operator=(matrix);
 
        // Free derived class members
        free_members();
 
        // Initialise derived class members
        init_members();
 
        // Copy derived class members
        copy_members(matrix);
 
    } // endif: object was not identical
 
    // Return this object
    return *this;
}
 
 
/***********************************************************************//**
 * @brief Value assignment operator
 *
 * @param[in] value Value.
 * @return Matrix.
 *
 * Assigns the specified @p value to all elements of the matrix.
 ***************************************************************************/
GMatrix& GMatrix::operator=(const double& value)
{
    // Assign value
    double* ptr = m_data;
    for (int i = 0; i < m_elements; ++i) {
        *ptr++ = value;
    }
 
    // Return this object
    return *this;
}
 
 
/***********************************************************************//**
 * @brief Vector multiplication
 *
 * @param[in] vector Vector.
 *
 * @exception GException::invalid_argument
 *            Vector size differs from number of columns in matrix.
 *
 * This method performs a vector multiplication of a matrix. The vector
 * multiplication will produce a vector. The multiplication can only be
 * performed when the number of matrix columns is identical to the size
 * of the vector. If the size of the vector differs an exception will be
 * thrown.
 ***************************************************************************/
GVector GMatrix::operator*(const GVector& vector) const
{
    // Raise an exception if the matrix and vector dimensions are not compatible
    if (m_cols != vector.size()) {
        std::string msg = "Vector size "+gammalib::str(vector.size())+" does "
                          "not match "+gammalib::str(m_cols)+" matrix columns. "
                          "Please specify a vector of size "+
                          gammalib::str(m_cols)+".";
        throw GException::invalid_argument(G_OP_MUL_VEC, msg);
    }
 
    // Perform vector multiplication
    GVector result(m_rows);
    for (int row = 0; row < m_rows; ++row) {
        double        sum = 0.0;
        const double* src = m_data + row;
        for (int col = 0; col < m_cols; ++col, src += m_rows) {
            sum += *src * vector[col];
        }
        result[row] = sum;
    }
 
    // Return result
    return result;
}
 
 
/***********************************************************************//**
 * @brief Negate matrix elements
 *
 * @return Matrix with negated elements.
 *
 * Returns a matrix where each element has been replaced by its negative
 * element.
 ***************************************************************************/
GMatrix GMatrix::operator-(void) const
{
    // Copy matrix
    GMatrix matrix = *this;
 
    // Take the absolute value of all matrix elements
    double* ptr = matrix.m_data;
    for (int i = 0; i < matrix.m_elements; ++i, ++ptr) {
        *ptr = -(*ptr);
    }
 
    // Return matrix
    return matrix;
}
 
 
/***********************************************************************//**
 * @brief Unary matrix addition operator
 *
 * @param[in] matrix Matrix.
 *
 * @exception GException::invalid_argument
 *            Incompatible number of matrix rows or columns.
 *
 * This method performs a matrix addition. The method throws an exception if
 * the number of matrix rows or columns are not identical.
 ***************************************************************************/
GMatrix& GMatrix::operator+=(const GMatrix& matrix)
{
    // Throw an exception if the matrix dimensions are not compatible
    if (m_rows != matrix.m_rows) {
        std::string msg = "Number of matrix rows "+gammalib::str(matrix.m_rows)+
                          " differs from the expected number of "+
                          gammalib::str(m_rows)+" rows. Please specify a "
                          "matrix with "+gammalib::str(m_rows)+" rows.";
        throw GException::invalid_argument(G_OP_ADD, msg);
    }
    if (m_cols != matrix.m_cols) {
        std::string msg = "Number of matrix columns "+gammalib::str(matrix.m_cols)+
                          " differs from the expected number of "+
                          gammalib::str(m_cols)+" columns. Please specify a "
                          "matrix with "+gammalib::str(m_cols)+" columns.";
        throw GException::invalid_argument(G_OP_ADD, msg);
    }
 
    // Add all matrix elements
    const double* src = matrix.m_data;
    double*       dst = m_data;
    for (int i = 0; i < m_elements; ++i) {
        *dst++ += *src++;
    }
 
    // Return result
    return *this;
}
 
 
/***********************************************************************//**
 * @brief Unary matrix scalar addition operator
 *
 * @param[in] scalar Scalar.
 *
 * Adds a @p scalar to each matrix element.
 ***************************************************************************/
GMatrix& GMatrix::operator+=(const double& scalar)
{
    // Add all matrix elements
    double* dst = m_data;
    for (int i = 0; i < m_elements; ++i) {
        *dst++ += scalar;
    }
 
    // Return result
    return *this;
}
 
 
/***********************************************************************//**
 * @brief Unary matrix subtraction operator
 *
 * @param[in] matrix Matrix.
 *
 * @exception GException::invalid_argument
 *            Incompatible number of matrix rows or columns.
 *
 * This method performs a matrix addition. The method throws an exception if
 * the number of matrix rows or columns are not identical.
 ***************************************************************************/
GMatrix& GMatrix::operator-=(const GMatrix& matrix)
{
    // Throw an exception if the matrix dimensions are not compatible
    if (m_rows != matrix.m_rows) {
        std::string msg = "Number of matrix rows "+gammalib::str(matrix.m_rows)+
                          " differs from the expected number of "+
                          gammalib::str(m_rows)+" rows. Please specify a "
                          "matrix with "+gammalib::str(m_rows)+" rows.";
        throw GException::invalid_argument(G_OP_SUB, msg);
    }
    if (m_cols != matrix.m_cols) {
        std::string msg = "Number of matrix columns "+gammalib::str(matrix.m_cols)+
                          " differs from the expected number of "+
                          gammalib::str(m_cols)+" columns. Please specify a "
                          "matrix with "+gammalib::str(m_cols)+" columns.";
        throw GException::invalid_argument(G_OP_SUB, msg);
    }
 
    // Subtract all matrix elements
    const double* src = matrix.m_data;
    double*       dst = m_data;
    for (int i = 0; i < m_elements; ++i) {
        *dst++ -= *src++;
    }
 
    // Return result
    return *this;
}
 
 
/***********************************************************************//**
 * @brief Unary matrix scalar subtraction operator
 *
 * @param[in] scalar Scalar.
 *
 * Subtracts a @p scalar from each matrix element.
 ***************************************************************************/
GMatrix& GMatrix::operator-=(const double& scalar)
{
    // Add all matrix elements
    double* dst = m_data;
    for (int i = 0; i < m_elements; ++i) {
        *dst++ -= scalar;
    }
 
    // Return result
    return *this;
}
 
 
/***********************************************************************//**
 * @brief Unary matrix multiplication operator
 *
 * @param[in] matrix Matrix.
 *
 * @exception GException::invalid_argument
 *            Number of rows in @p matrix is different from number of
 *            matrix columns.
 *
 * This method performs a matrix multiplication. The operation can only
 * succeed when the dimensions of both matrices are compatible.
 *
 * In case of rectangular matrices the result matrix does not change and
 * the operation is performed inplace. For the general case the result
 * matrix changes in size and for simplicity a new matrix is allocated to
 * hold the result.
 ***************************************************************************/
GMatrix& GMatrix::operator*=(const GMatrix& matrix)
{
    // Throw exception if the matrix dimensions are not compatible
    if (m_cols != matrix.m_rows) {
        std::string msg = "Number of "+gammalib::str(m_cols)+" columns in "
                          "the first matrix differs from number of "+
                          gammalib::str(matrix.m_rows)+" rows in the second "
                          "matrix. Please specify a second matrix with "+
                          gammalib::str(m_cols)+" rows.";
        throw GException::invalid_argument(G_OP_MAT_MUL, msg);
    }
 
    // Case A: Matrices are rectangular, so perform 'inplace' multiplication
    if (m_rows == m_cols) {
        for (int row = 0; row < m_rows; ++row) {
            GVector v_row = this->row(row);
            for (int col = 0; col < m_cols; ++col) {
                double sum = 0.0;
                for (int i = 0; i < m_cols; ++i) {
                    sum += v_row[i] * matrix(i,col);
                }
                (*this)(row,col) = sum;
            }
        }
    }
 
    // Case B: Matrices are not rectangular, so we cannot work inplace
    else {
 
        // Allocate result matrix
        GMatrix result(m_rows, matrix.m_cols);
 
        // Loop over all elements of result matrix
        for (int row = 0; row < m_rows; ++row) {
            for (int col = 0; col < matrix.m_cols; ++col) {
                double sum = 0.0;
                for (int i = 0; i < m_cols; ++i) {
                    sum += (*this)(row,i) * matrix(i,col);
                }
                result(row,col) = sum;
            }
        }
 
        // Assign result
        *this = result;
 
    } // endelse: matrices were not rectangular
 
    // Return result
    return *this;
}
 
 
/*==========================================================================
 =                                                                         =
 =                            Public methods                               =
 =                                                                         =
 ==========================================================================*/
 
/***********************************************************************//**
 * @brief Clear matrix
 ***************************************************************************/
void GMatrix::clear(void)
{
    // Free members
    free_members();
 
    // Initialise private members
    init_members();
 
    // Return
    return; 
}
 
 
/***********************************************************************//**
 * @brief Clone matrix
 *
 * @return Pointer to deep copy of matrix.
 ***************************************************************************/
GMatrix* GMatrix::clone(void) const
{
    // Clone matrix
    return new GMatrix(*this);
}
 
 
/***********************************************************************//**
 * @brief Return reference to matrix element
 *
 * @param[in] row Matrix row [0,...,rows()[.
 * @param[in] column Matrix column [0,...,columns()[.
 * @return Reference to matrix element.
 *
 * @exception GException::out_of_range
 *            Matrix row or column out of range.
 *
 * Returns a reference to the matrix element at @p row and @p column.
 *
 * This method verifies the validity of the @p row and @p column argument.
 ***************************************************************************/
double& GMatrix::at(const int& row, const int& column)
{
    // Throw exception if row or column is out of range
    if (row < 0 || row >= m_rows) {
        throw GException::out_of_range(G_AT, "Matrix row", row, m_rows);
    }
    if (column < 0 || column >= m_cols) {
        throw GException::out_of_range(G_AT, "Matrix column", column, m_cols);
    }
 
    // Return element
    return (m_data[m_colstart[column]+row]);
}
 
 
/***********************************************************************//**
 * @brief Return reference to matrix element (const version)
 *
 * @param[in] row Matrix row [0,...,rows()[.
 * @param[in] column Matrix column [0,...,columns()[.
 * @return Const reference to matrix element.
 *
 * @exception GException::out_of_range
 *            Matrix row or column out of range.
 *
 * Returns a const reference to the matrix element at @p row and @p column.
 *
 * This method verifies the validity of the @p row and @p column argument.
 ***************************************************************************/
const double& GMatrix::at(const int& row, const int& column) const
{
    // Throw exception if row or column is out of range
    if (row < 0 || row >= m_rows) {
        throw GException::out_of_range(G_AT, "Matrix row", row, m_rows);
    }
    if (column < 0 || column >= m_cols) {
        throw GException::out_of_range(G_AT, "Matrix column", column, m_cols);
    }
 
    // Return element
    return (m_data[m_colstart[column]+row]);
}
 
 
 
/***********************************************************************//**
 * @brief Extract row as vector from matrix
 *
 * @param[in] row Matrix row [0,...,rows()[.
 * @return Vector of matrix row elements (columns() elements).
 *
 * @exception GException::out_of_range
 *            Invalid matrix row specified.
 *
 * Extracts one @p row of the matrix into a vector. The vector will contain
 * columns() elements.
 ***************************************************************************/
GVector GMatrix::row(const int& row) const
{
    // Throw exception if the row is invalid
    #if defined(G_RANGE_CHECK)
    if (row < 0 || row >= m_rows) {
        throw GException::out_of_range(G_EXTRACT_ROW, "Matrix row", row, m_rows);
    }
    #endif
 
    // Create result vector
    GVector result(m_cols);
 
    // Extract row into vector. Recall that the matrix elements are stored
    // column wise, hence we have to increment the element counter i by
    // the number of rows to go into the next matrix column.
    for (int col = 0, i = row; col < m_cols; ++col, i += m_rows) {
        result[col] = m_data[i];
    }
 
    // Return vector
    return result;
}
 
 
/***********************************************************************//**
 * @brief Set row in matrix
 *
 * @param[in] row Matrix row [0,...,rows()[.
 * @param[in] vector Vector of matrix row elements (columns() elements).
 *
 * @exception GException::out_of_range
 *            Invalid matrix row specified.
 * @exception GException::invalid_argument
 *            Vector size does not match number of matrix columns.
 *
 * Sets the elements from a vector as the elements of a matrix row. The
 * size of the vector must be identical to the number of columns in the
 * matrix.
 ***************************************************************************/
void GMatrix::row(const int& row, const GVector& vector)
{
    // Throw an exception if the row is invalid
    #if defined(G_RANGE_CHECK)
    if (row < 0 || row >= m_rows) {
        throw GException::out_of_range(G_SET_ROW, "Matrix row", row, m_rows);
    }
    #endif
 
    // Throw an exception if the matrix and vector dimensions are not
    // compatible
    if (m_cols != vector.size()) {
        std::string msg = "Vector size "+gammalib::str(vector.size())+
                          " does not match "+gammalib::str(m_cols)+" matrix "
                          "columns. Please specify a vector of size "+
                          gammalib::str(m_cols)+".";
        throw GException::invalid_argument(G_SET_ROW, msg);
    }
 
    // Set row from vector. Recall that the matrix elements are stored
    // column wise, hence we have to increment the element counter i by
    // the number of rows to go into the next matrix column.
    for (int col = 0, i = row; col < m_cols; ++col, i += m_rows) {
         m_data[i] = vector[col];
    }
 
    // Return
    return;
}
 
 
/***********************************************************************//**
 * @brief Extract column as vector from matrix
 *
 * @param[in] column Matrix column [0,...,columns()[.
 * @return Vector of matrix column elements (rows() elements).
 *
 * @exception GException::out_of_range
 *            Invalid matrix column specified.
 *
 * This method extracts a matrix column into a vector.
 ***************************************************************************/
GVector GMatrix::column(const int& column) const
{
    // Throw exception if the column is invalid
    #if defined(G_RANGE_CHECK)
    if (column < 0 || column >= m_cols) {
        throw GException::out_of_range(G_EXTRACT_COLUMN, "Matrix column",
                                       column, m_cols);
    }
    #endif
 
    // Create result vector
    GVector result(m_rows);
 
    // Continue only if we have elements
    if (m_elements > 0) {
 
        // Get start of data in matrix
        int i = m_colstart[column];
 
        // Extract column into vector
        for (int row = 0; row < m_rows; ++row) {
            result[row] = m_data[i++];
        }
 
    } // endif: matrix had elements
 
    // Return vector
    return result;
}
 
 
/***********************************************************************//**
 * @brief Set matrix column from vector
 *
 * @param[in] column Matrix column [0,...,columns()[.
 * @param[in] vector Vector.
 *
 * @exception GException::out_of_range
 *            Invalid matrix column specified.
 * @exception GException::invalid_argument
 *            Vector size does not match number of matrix rows.
 *
 * Inserts the content of a vector into a matrix column. Any previous
 * content in the matrix column will be overwritted.
 ***************************************************************************/
void GMatrix::column(const int& column, const GVector& vector)
{
    // Throw exception if the column is invalid
    #if defined(G_RANGE_CHECK)
    if (column < 0 || column >= m_cols) {
        throw GException::out_of_range(G_SET_COLUMN, "Matrix column",
                                       column, m_cols);
    }
    #endif
 
    // Throw exception if the vector size does not match the number of rows
    // in the matrix
    if (m_rows != vector.size()) {
        std::string msg = "Vector size "+gammalib::str(vector.size())+
                          " does not match "+gammalib::str(m_rows)+" matrix "
                          "rows. Please specify a vector of size "+
                          gammalib::str(m_rows)+".";
        throw GException::invalid_argument(G_SET_COLUMN, msg);
    }
 
    // Continue only if we have elements
    if (m_elements > 0) {
 
        // Get start index of data in matrix
        int i = m_colstart[column];
 
        // Insert column into vector
        for (int row = 0; row < m_rows; ++row) {
            m_data[i++] = vector[row];
        }
 
    } // endif: matrix had elements
 
    // Return
    return;
}
 
 
/***********************************************************************//**
 * @brief Add row to matrix elements
 *
 * @param[in] row Matrix row [0,...,rows()[.
 * @param[in] vector Vector of matrix row elements (columns() elements).
 *
 * @exception GException::out_of_range
 *            Invalid matrix row specified.
 * @exception GException::matrix_vector_mismatch
 *            Vector does not match the matrix dimensions.
 ***************************************************************************/
void GMatrix::add_to_row(const int& row, const GVector& vector)
{
    // Throw exception if the row is invalid
    #if defined(G_RANGE_CHECK)
    if (row < 0 || row >= m_rows) {
        throw GException::out_of_range(G_ADD_TO_ROW, "Matrix row", row, m_rows);
 
    }
    #endif
 
    // Throw exception if the matrix and vector dimensions are not
    // compatible
    if (m_cols != vector.size()) {
        std::string msg = "Vector size "+gammalib::str(vector.size())+
                          " does not match "+gammalib::str(m_cols)+" matrix "
                          "columns. Please specify a vector of size "+
                          gammalib::str(m_cols)+".";
        throw GException::invalid_argument(G_ADD_TO_ROW, msg);
    }
 
    // Add row from vector. Recall that the matrix elements are stored
    // column wise, hence we have to increment the element counter i by
    // the number of rows to go into the next matrix column.
    for (int col = 0, i = row; col < m_cols; ++col, i += m_rows) {
         m_data[i] += vector[col];
    }
 
    // Return
    return;
}
 
 
/***********************************************************************//**
 * @brief Add vector column into matrix
 *
 * @param[in] column Matrix column [0,...,columns()[.
 * @param[in] vector Vector.
 *
 * @exception GException::out_of_range
 *            Invalid matrix column specified.
 * @exception GException::matrix_vector_mismatch
 *            Vector size does not match number of matrix rows.
 *
 * Adds the content of a vector to a matrix column.
 ***************************************************************************/
void GMatrix::add_to_column(const int& column, const GVector& vector)
{
    // Raise an exception if the column is invalid
    #if defined(G_RANGE_CHECK)
    if (column < 0 || column >= m_cols) {
        throw GException::out_of_range(G_ADD_TO_COLUMN, "Matrix column",
                                       column, m_cols);
 
    }
    #endif
 
    // Raise an exception if the matrix and vector dimensions are not
    // compatible
    if (m_rows != vector.size()) {
        std::string msg = "Vector size "+gammalib::str(vector.size())+
                          " does not match "+gammalib::str(m_rows)+" matrix "
                          "rows. Please specify a vector of size "+
                          gammalib::str(m_rows)+".";
        throw GException::invalid_argument(G_ADD_TO_COLUMN, msg);
    }
 
    // Continue only if we have elements
    if (m_elements > 0) {
 
        // Get start index of data in matrix
        int i = m_colstart[column];
 
        // Add column into vector
        for (int row = 0; row < m_rows; ++row) {
            m_data[i++] += vector[row];
        }
 
    } // endif: matrix had elements
 
    // Return
    return;
}
 
 
/***********************************************************************//**
 * @brief Return transposed matrix
 *
 * @return Transposed matrix.
 *
 * Returns transposed matrix of the matrix.
 ***************************************************************************/
GMatrix GMatrix::transpose(void) const
{
    // Allocate result matrix
    GMatrix matrix(m_cols, m_rows);
 
    // Transpose matrix
    for (int row = 0; row < m_rows; ++row) {
        for (int col = 0; col < m_cols; ++col) {
            matrix(col, row) = (*this)(row, col);
        }
    }
 
    // Return matrix
    return matrix;
}
 
 
/***********************************************************************//**
 * @brief Return inverted matrix
 *
 * @return Inverted matrix.
 *
 * @exception GException::feature_not_implemented
 *            Feature not yet implemented.
 *
 * Returns inverse of matrix.
 *
 * @todo Needs to be implemented.
 ***************************************************************************/
GMatrix GMatrix::invert(void) const
{
    // Allocate result matrix
    GMatrix matrix(m_cols, m_rows);
 
    // Throw exception
    throw GException::feature_not_implemented(G_INVERT);
 
    // Return matrix
    return matrix;
}
 
 
/***********************************************************************//**
 * @brief Solves linear matrix equation
 *
 * @param[in] vector Solution vector.
 * 
 * @exception GException::feature_not_implemented
 *            Feature not yet implemented.
 *
 * Solves the linear equation
 *
 * \f[M \times {\tt solution} = {\tt vector} \f]
 *
 * where \f$M\f$ is the matrix, \f${\tt vector}\f$ is the result, and
 * \f${\tt solution}\f$ is the solution.
 *
 * @todo Needs to be implemented.
 ***************************************************************************/
GVector GMatrix::solve(const GVector& vector) const
{
    // Allocate result vector
    GVector result;
 
    // Throw exception
    throw GException::feature_not_implemented(G_SOLVE);
 
    // Return vector
    return result;
}
 
 
/***********************************************************************//**
 * @brief Return absolute of matrix
 *
 * @return Absolute of matrix
 *
 * Returns matrix where all elements of the matrix have been replaced by
 * their absolute values.
 ***************************************************************************/
GMatrix GMatrix::abs(void) const
{
    // Allocate result matrix
    GMatrix matrix(m_rows, m_cols);
 
    // Take the absolute value of all matrix elements
    double* src = m_data;
    double* dst = matrix.m_data;
    for (int i = 0; i < m_elements; ++i) {
        *dst++ = std::abs(*src++);
    }
 
    // Return matrix
    return matrix;
}
 
 
/***********************************************************************//**
 * @brief Return fill of matrix
 *
 * @return Matrix fill (between 0 and 1).
 *
 * Returns the fill of the matrix. The fill of a matrix is defined as the
 * number non-zero elements devided by the number of total elements. By
 * definition, the fill is comprised in the interval [0,..,1].
 *
 * The fill of a matrix with zero elements will be set to 0.
 ***************************************************************************/
double GMatrix::fill(void) const
{
    // Initialise result
    double result = 0.0;
 
    // Continue only if matrix has elements
    if (m_elements > 0) {
 
        // Determine the number of zero elements
        int zero = 0;
        for (int i = 0; i < m_elements; ++i) {
            if (m_data[i] == 0.0) {
                zero++;
            }
        }
 
        // Compute fill
        result = 1.0-double(zero)/double(m_elements);
 
    } // endif: there were elements in the matrix
 
    // Return result
    return result;
}
 
 
/***********************************************************************//**
 * @brief Extract lower triangle of matrix
 *
 * @exception GException::invalid_argument
 *            Matrix is not a square matrix.
 *
 * This method extracts the lower triangle of a matrix into another matrix.
 * (including the diagonal elements).
 * All remaining matrix elements will be zero.
 *
 * Triangular extraction only works for square matrixes.
 ***************************************************************************/
GMatrix GMatrix::extract_lower_triangle(void) const
{
    // Throw exception if matrix is not square
    if (m_rows != m_cols) {
        std::string msg = "Number of matrix rows "+gammalib::str(m_rows)+
                          " differs from number of matrix columns "+
                          gammalib::str(m_cols)+". This method only works "
                          "on square matrices.";
        throw GException::invalid_argument(G_EXTRACT_LOWER, msg);
    }
 
    // Define result matrix
    GMatrix result(m_rows, m_cols);
 
    // Extract all elements
    for (int col = 0; col < m_cols; ++col) {
        int i = m_colstart[col] + col;
        for (int row = col; row < m_rows; ++row, ++i) {
            result.m_data[i] = m_data[i];
        }
    }
 
    // Return result
    return result;
}
 
 
/***********************************************************************//**
 * @brief Extract upper triangle of matrix
 *
 * @exception GException::invalid_argument
 *            Matrix is not a square matrix.
 *
 * This method extracts the upper triangle of a matrix into another matrix.
 * (including the diagonal elements).
 * All remaining matrix elements will be zero.
 *
 * Triangular extraction only works for square matrixes.
 ***************************************************************************/
GMatrix GMatrix::extract_upper_triangle(void) const
{
    // Throw exception if matrix is not squared
    if (m_rows != m_cols) {
        std::string msg = "Number of matrix rows "+gammalib::str(m_rows)+
                          " differs from number of matrix columns "+
                          gammalib::str(m_cols)+". This method only works "
                          "on square matrices.";
        throw GException::invalid_argument(G_EXTRACT_UPPER, msg);
    }
 
    // Define result matrix
    GMatrix result(m_rows, m_cols);
 
    // Extract all elements
    for (int col = 0; col < m_cols; ++col) {
        int i = m_colstart[col];
        for (int row = 0; row <= col; ++row, ++i) {
            result.m_data[i] = m_data[i];
        }
    }
 
    // Return result
    return result;
}
 
 
/***********************************************************************//**
 * @brief Set Euler rotation matrix around x axis
 *
 * @param[in] angle Rotation angle (degrees)
 ***************************************************************************/
void GMatrix::eulerx(const double& angle)
{
    // Free members
    GMatrixBase::free_members();
 
    // Initialise members
    GMatrixBase::init_members();
 
    // Construct 3*3 matrix
    alloc_members(3,3);
 
    // Compute angles
    double arg      = angle * gammalib::deg2rad;
    double cosangle = std::cos(arg);
    double sinangle = std::sin(arg);
 
    // Set matrix elements
    (*this)(0,0) =       1.0;
    (*this)(0,1) =       0.0;
    (*this)(0,2) =       0.0;
    (*this)(1,0) =       0.0;
    (*this)(1,1) =  cosangle;
    (*this)(1,2) = -sinangle;
    (*this)(2,0) =       0.0;
    (*this)(2,1) =  sinangle;
    (*this)(2,2) =  cosangle;
 
    // Return
    return;
}
 
 
/***********************************************************************//**
 * @brief Set Euler rotation matrix around y axis
 *
 * @param[in] angle Rotation angle (degrees)
 ***************************************************************************/
void GMatrix::eulery(const double& angle)
{
    // Free members
    GMatrixBase::free_members();
 
    // Initialise members
    GMatrixBase::init_members();
 
    // Construct 3*3 matrix
    alloc_members(3,3);
 
    // Compute angles
    double arg      = angle * gammalib::deg2rad;
    double cosangle = std::cos(arg);
    double sinangle = std::sin(arg);
 
    // Set matrix elements
    (*this)(0,0) =  cosangle;
    (*this)(0,1) =       0.0;
    (*this)(0,2) =  sinangle;
    (*this)(1,0) =       0.0;
    (*this)(1,1) =       1.0;
    (*this)(1,2) =       0.0;
    (*this)(2,0) = -sinangle;
    (*this)(2,1) =       0.0;
    (*this)(2,2) =  cosangle;
 
    // Return
    return;
}
 
 
/***********************************************************************//**
 * @brief Set Euler rotation matrix around z axis
 *
 * @param[in] angle Rotation angle (degrees)
 ***************************************************************************/
void GMatrix::eulerz(const double& angle)
{
    // Free members
    GMatrixBase::free_members();
 
    // Initialise members
    GMatrixBase::init_members();
 
    // Construct 3*3 matrix
    alloc_members(3,3);
 
    // Compute angles
    double arg      = angle * gammalib::deg2rad;
    double cosangle = std::cos(arg);
    double sinangle = std::sin(arg);
 
    // Set matrix elements
    (*this)(0,0) =  cosangle;
    (*this)(0,1) = -sinangle;
    (*this)(0,2) =       0.0;
    (*this)(1,0) =  sinangle;
    (*this)(1,1) =  cosangle;
    (*this)(1,2) =       0.0;
    (*this)(2,0) =       0.0;
    (*this)(2,1) =       0.0;
    (*this)(2,2) =       1.0;
 
    // Return
    return;
}
 
 
/***********************************************************************//**
 * @brief Print matrix
 *
 * @param[in] chatter Chattiness.
 * @return String containing matrix information.
 ***************************************************************************/
std::string GMatrix::print(const GChatter& chatter) const
{
    // Initialise result string
    std::string result;
 
    // Continue only if chatter is not silent
    if (chatter != SILENT) {
 
        // Append header
        result.append("=== GMatrix ===");
 
        // Append information
        result.append("\n"+gammalib::parformat("Number of rows"));
        result.append(gammalib::str(m_rows));
        if (m_rowsel != NULL) {
            result.append(" (compressed "+gammalib::str(m_num_rowsel)+")");
        }
        result.append("\n"+gammalib::parformat("Number of columns"));
        result.append(gammalib::str(m_cols));
        if (m_colsel != NULL) {
            result.append(" (compressed "+gammalib::str(m_num_colsel)+")");
        }
        result.append("\n"+gammalib::parformat("Number of elements"));
        result.append(gammalib::str(m_elements));
        result.append("\n"+gammalib::parformat("Number of allocated cells"));
        result.append(gammalib::str(m_alloc));
 
        // Append elements and compression schemes
        result.append(print_elements(chatter));
        result.append(print_row_compression(chatter));
        result.append(print_col_compression(chatter));
 
    } // endif: chatter was not silent
 
    // Return result
    return result;
}
 
 
/*==========================================================================
 =                                                                         =
 =                             Private methods                             =
 =                                                                         =
 ==========================================================================*/
 
/***********************************************************************//**
 * @brief Initialise class members
 ***************************************************************************/
void GMatrix::init_members(void)
{
    // Return
    return;
}
 
 
/***********************************************************************//**
 * @brief Copy class members
 *
 * @param[in] matrix Matrix.
 ***************************************************************************/
void GMatrix::copy_members(const GMatrix& matrix)
{
    // Return
    return;
}
 
 
/***********************************************************************//**
 * @brief Delete class members
 ***************************************************************************/
void GMatrix::free_members(void)
{
    // Return
    return;
}
 
 
/***********************************************************************//**
 * @brief Allocate matrix memory
 *
 * @param[in] rows Number of matrix rows.
 * @param[in] columns Number of matrix columns.
 *
 * Allocates memory for the matrix elements. The method assumes that no
 * memory has been allocated for the matrix elements and the column start
 * index array. The method allocates the memory for matrix elements and the
 * column start indices, sets all matrix elements to 0, and sets the column
 * start indices.
 *
 * If either the number of rows or the number of columns is non-positive, the
 * method does nothing.
 ***************************************************************************/
void GMatrix::alloc_members(const int& rows, const int& columns)
{
    // Determine number of elements to store in matrix
    int elements = rows * columns;
 
    // Continue only if number of elements is positive
    if (elements > 0) {
 
        // Free any existing memory
        if (m_data     != NULL) delete [] m_data;
        if (m_colstart != NULL) delete [] m_colstart;
 
        // Allocate matrix array and column start index array.
        m_data     = new double[elements];
        m_colstart = new int[columns+1];
 
        // Store matrix size (logical, storage, allocated)
        m_rows     = rows;
        m_cols     = columns;
        m_elements = elements;
        m_alloc    = elements;
 
        // Set-up column start indices
        m_colstart[0] = 0;
        for (int col = 1; col <= m_cols; ++col) {
            m_colstart[col] = m_colstart[col-1] + m_rows;
        }
 
        // Initialise matrix elements to 0
        for (int i = 0; i < m_elements; ++i) {
            m_data[i] = 0.0;
        }
 
    } // endif: number of elements was positive
 
    // Return
    return;
}