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/*
   libit - Library for basic source and channel coding functions
   Copyright (C) 2005-2005 Vivien Chappelier, Herve Jegou

   This library is free software; you can redistribute it and/or
   modify it under the terms of the GNU Library General Public
   License as published by the Free Software Foundation; either
   version 2 of the License, or (at your option) any later version.

   This library 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
   Library General Public License for more details.

   You should have received a copy of the GNU Library General Public
   License along with this library; if not, write to the Free
   Software Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA.
*/

/*
  Matrices functions
  Copyright (C) 2005-2007 Vivien Chappelier, Herve Jegou, Francois Cayre
*/

#ifndef __it_mat_h
#define __it_mat_h

#include <stddef.h>
#include <stdlib.h>
#include <string.h>

#include <it/types.h>
#include <it/vec.h>

/*---------------------------------------------------------------------------*/
/*! \defgroup mat Matrices                                                   */
/* @{                                                                        */
/*---------------------------------------------------------------------------*/

/* A matrix is a vector of row vectors. The pointer corresponding to a
   given matrix therefore points to the first row vector ([0]).
   M being a matrix, the indexation convention is M[row][col]. 
   As the vector length, the number of rows is stored before the components.  */

typedef Vec *Mat;
typedef vec *mat;
typedef ivec *imat;
typedef bvec *bmat;
typedef cvec *cmat;


#define Mat_element_size(m) Vec_element_size(m[0])

/*---------------------------------------------------------------------------*/
/** @name Basic vector allocation, initialization and deletion               */
/*---------------------------------------------------------------------------*/

Mat __Mat_new_alloc (size_t elem_size, idx_t h, idx_t w,
           idx_t hmax, idx_t wmax);

/* Allocate a matrix with explicit allocation of the maximum height and width */
#define Mat_new_alloc( type_t, h, w, hmax, wmax ) \
          ((type_t **) __Mat_new_alloc( sizeof(type_t), h, w, hmax, wmax ))
mat mat_new_alloc (idx_t h, idx_t w, idx_t hmax, idx_t wmax);
imat imat_new_alloc (idx_t h, idx_t w, idx_t hmax, idx_t wmax);
bmat bmat_new_alloc (idx_t h, idx_t w, idx_t hmax, idx_t wmax);
cmat cmat_new_alloc (idx_t h, idx_t w, idx_t hmax, idx_t wmax);


Mat __Mat_new (size_t elem_size, idx_t h, idx_t w);

/* Allocate a matrix. This function do not return the matrix pointer.
   For this purpose, use specialized matrix instead                          */
#define Mat_new( type_t, h, w ) ((type_t **) __Mat_new( sizeof(type_t), h, w ))
mat mat_new (idx_t h, idx_t w);
imat imat_new (idx_t h, idx_t w);
bmat bmat_new (idx_t h, idx_t w);
cmat cmat_new (idx_t h, idx_t w);



/* Free the vector */
void __Mat_delete (Mat m);

#define Mat_delete( m ) __Mat_delete((Mat) m)
void mat_delete (mat m);
void imat_delete (imat m);
void bmat_delete (bmat m);
void cmat_delete (cmat m);


/*---------------------------------------------------------------------------*/
/** @name Width and Height functions                                         */
/*---------------------------------------------------------------------------*/

/* Return the length of the vector and the number of allocated elements */
#define Mat_height(m)       Vec_length(m)
idx_t mat_height (mat m);
idx_t imat_height (imat m);
idx_t bmat_height (bmat m);
idx_t cmat_height (cmat m);


#define Mat_height_max(m)   Vec_length_max(m)
idx_t mat_height_max (mat m);
idx_t imat_height_max (imat m);
idx_t bmat_height_max (bmat m);
idx_t cmat_height_max (cmat m);


#define Mat_width(m)        Vec_length(m[0])
idx_t mat_width (mat m);
idx_t imat_width (imat m);
idx_t bmat_width (bmat m);
idx_t cmat_width (cmat m);


#define Mat_width_max(m)    Vec_length_max(m[0])
idx_t mat_width_max (mat m);
idx_t imat_width_max (imat m);
idx_t bmat_width_max (bmat m);
idx_t cmat_width_max (cmat m);



#define Mat_set_height_max(m, hmax) do {                                    \
    idx_t i, oldhmax = Mat_height_max(m), nhmax;            \
    assert( hmax >= Vec_length(m) );                                          \
    nhmax = ( hmax > 0 ? hmax : 1 );                          \
    if( nhmax > Mat_height(m) ) {                                             \
      Vec_set_length_max((m),nhmax);                      \
      for( i = oldhmax ; i < nhmax ; i++ ) {                                  \
        void ** pm = (void **) &(m)[i]; /* keep both C/C++ compilers happy */ \
        *pm = __Vec_new(Mat_element_size(m), Mat_width(m) );                  \
      }                                                                       \
    }                                                                         \
  } while(0)

mat _mat_set_height_max (mat m, idx_t hmax);
imat _imat_set_height_max (imat m, idx_t hmax);
bmat _bmat_set_height_max (bmat m, idx_t hmax);
cmat _cmat_set_height_max (cmat m, idx_t hmax);

#define mat_set_height_max( m, h ) do { m = _mat_set_height_max(m, h); } while(0)
#define imat_set_height_max( m, h ) do { m = _imat_set_height_max(m, h); } while(0)
#define bmat_set_height_max( m, h ) do { m = _bmat_set_height_max(m, h); } while(0)
#define cmat_set_height_max( m, h ) do { m = _cmat_set_height_max(m, h); } while(0)


/* Modify the height of the matrix (but never reduce the allocated memory)      */
#define Mat_set_height( m, h )     do {                                       \
                                      if( h > Mat_height( m ) ) {             \
                                        Mat_set_height_max( m, h );           \
                                        Vec_length(m) = (h);                  \
                                      }                                       \
                                      else                                    \
                                        Vec_length(m) = (h);                  \
                                   } while(0)

mat _mat_set_height (mat m, idx_t h);
imat _imat_set_height (imat m, idx_t h);
bmat _bmat_set_height (bmat m, idx_t h);
cmat _cmat_set_height (cmat m, idx_t h);

#define mat_set_height( m, h ) do { m = _mat_set_height(m, h); } while(0)
#define imat_set_height( m, h ) do { m = _imat_set_height(m, h); } while(0)
#define bmat_set_height( m, h ) do { m = _bmat_set_height(m, h); } while(0)
#define cmat_set_height( m, h ) do { m = _cmat_set_height(m, h); } while(0)


/* to use the entity end in a mat function, this macro is called */
#define MAT_END_COL_PARAM( v, param ) do { if( param == end ) param = Mat_width( v ) - 1; } while(0)
#define MAT_END_ROW_PARAM( v, param ) do { if( param == end ) param = Mat_height( v ) - 1; } while(0)


/*---------------------------------------------------------------------------*/
/** @name Basic matrix initialization/modification                           */
/*---------------------------------------------------------------------------*/

mat _mat_init (mat m, double *buf, idx_t w, idx_t h);
imat _imat_init (imat m, int *buf, idx_t w, idx_t h);
bmat _bmat_init (bmat m, byte * buf, idx_t w, idx_t h);
cmat _cmat_init (cmat m, cplx * buf, idx_t w, idx_t h);

/* Initialize the matrix from a buffer of the same type */
#define Mat_init( m, buf, w, h ) do {                                         \
                                    idx_t i;                                  \
                                    Mat_set_height(m, h);                     \
                                    for( i=0 ; i < h ; i++ )                  \
                                      Vec_init( m[i], buf+(w)*(i), w );       \
                                 } while(0)

#define mat_init(m, buf, w, h) _mat_init(m, buf, w, h)
#define imat_init(m, buf, w, h) _imat_init(m, buf, w, h)
#define bmat_init(m, buf, w, h) _bmat_init(m, buf, w, h)
#define cmat_init(m, buf, w, h) _cmat_init(m, buf, w, h)


/* Set all the elements of the matrix to value val */
#define Mat_set( m, val ) do {                                                \
                              idx_t i,j;                                      \
                              assert( m );                                    \
                              for( i = 0 ; i < Mat_height(m) ; i++ )          \
                                for( j = 0 ; j < Mat_width(m) ; j++ )         \
                                  m[i][j] = val;                              \
                             } while(0)

mat mat_set (mat m, double val);
imat imat_set (imat m, int val);
bmat bmat_set (bmat m, byte val);
cmat cmat_set (cmat m, cplx val);

mat  mat_new_set (double val, idx_t h, idx_t w);
imat imat_new_set (int val, idx_t h, idx_t w);
bmat bmat_new_set (byte val, idx_t h, idx_t w);
cmat cmat_new_set (cplx val, idx_t h, idx_t w);


/* Set some elements of the matrix to value val                              */
#define Mat_set_between( m, r1, c1, r2, c2, val ) do {                        \
                            idx_t ce = c2;                                    \
                            idx_t re = r2;                                    \
                            idx_t x, y;                                       \
                            assert( m );                                      \
                            MAT_END_COL_PARAM( m, ce );                       \
                            MAT_END_ROW_PARAM( m, re );                       \
                            for( y = r1 ; y <= re ; y++ )                     \
                              for( x = c1 ; x <= ce ; x++ )                   \
                                m[ y ][ x ] = val;                            \
} while( 0 )

mat mat_set_between (mat m, idx_t r1, idx_t c1, idx_t r2, idx_t c2, double val);
imat imat_set_between (imat m, idx_t r1, idx_t c1, idx_t r2, idx_t c2, int val);
bmat bmat_set_between (bmat m, idx_t r1, idx_t c1, idx_t r2, idx_t c2, byte val);
cmat cmat_set_between (cmat m, idx_t r1, idx_t c1, idx_t r2, idx_t c2, cplx val);

void mat_void (mat m);
void imat_void (imat m);
void bmat_void (bmat m);
void cmat_void (cmat m);

mat  mat_new_void ();
imat imat_new_void ();
bmat bmat_new_void ();
cmat cmat_new_void ();

void mat_zeros (mat m);
void imat_zeros (imat m);
void bmat_zeros (bmat m);
void cmat_zeros (cmat m);

mat mat_new_zeros (idx_t h, idx_t w);
imat imat_new_zeros (idx_t h, idx_t w);
bmat bmat_new_zeros (idx_t h, idx_t w);
cmat cmat_new_zeros (idx_t h, idx_t w);

/* Set a matrix to identity. This function also works if the matrix is not square */
void mat_eye (mat m);
void imat_eye (imat m);
void bmat_eye (bmat m);
void cmat_eye (cmat m);

mat  mat_new_eye (idx_t n);
imat imat_new_eye (idx_t n);
bmat bmat_new_eye (idx_t n);
cmat cmat_new_eye (idx_t n);

void mat_ones (mat m);
void imat_ones (imat m);
void bmat_ones (bmat m);
void cmat_ones (cmat m);

mat mat_new_ones (idx_t h, idx_t w);
imat imat_new_ones (idx_t h, idx_t w);
bmat bmat_new_ones (idx_t h, idx_t w);
cmat cmat_new_ones (idx_t h, idx_t w);

mat  mat_new_diag (vec v);
imat imat_new_diag (ivec v);
bmat bmat_new_diag (bvec v);


/*------------------------------------------------------------------------------*/
/** @name Copy and Conversions Functions                                        */
/*------------------------------------------------------------------------------*/

#define Mat_copy( m1, m2 ) __Mat_copy( (Mat) m1, (Mat) m2 )
Mat __Mat_copy (Mat m1, Mat m2);

void mat_copy (mat dest, mat orig);
void imat_copy (imat dest, imat orig);
void bmat_copy (bmat dest, bmat orig);
void cmat_copy (cmat dest, cmat orig);

Mat  Mat_clone (Mat m);
mat  mat_clone (mat m);
imat imat_clone (imat m);
bmat bmat_clone (bmat m);
cmat cmat_clone (cmat m);


/* Vectorize the matrix into a vector                               */
vec  mat_to_vec (mat m);
ivec imat_to_ivec (imat m);
bvec bmat_to_bvec (bmat m);
cvec cmat_to_cvec (cmat m);

/* Transform a vector into a matrix, assuming a given matrix width  */
mat  vec_to_mat (vec v, idx_t width);
imat ivec_to_imat (ivec v, idx_t width);
bmat bvec_to_bmat (bvec v, idx_t width);
cmat cvec_to_cmat (cvec v, idx_t width);

mat  imat_to_mat (imat m);
mat  bmat_to_mat (bmat m);
imat mat_to_imat (mat m);
imat bmat_to_imat (bmat m);


/*---------------------------------------------------------------------------*/
/** @name Comparison functions                                               */
/*---------------------------------------------------------------------------*/

int  Mat_eq (Mat m1, Mat m2);
int  mat_eq (mat m1, mat m2);
int  imat_eq (imat m, imat m2);
int  bmat_eq (bmat m, bmat m2);
int  cmat_eq (cmat m, cmat m2);

int  mat_is_void (mat m);
int  imat_is_void (imat m);
int  bmat_is_void (bmat m);
int  cmat_is_void (cmat m);


/*---------------------------------------------------------------------------*/
/** @name Row/column manipulation                                            */
/*---------------------------------------------------------------------------*/


/* Delete a matrix row (without freeing memory)  */
#define Mat_del_row( m, pos ) do {                                          \
                               idx_t h = Mat_height(m)-1;                   \
                               idx_t i;                                     \
                               assert(m);                                   \
                               assert((pos) <= h);                          \
                               for( i = (pos) + 1 ; i <= h ; i++ )          \
                                 (m)[ i - 1 ] = (m)[ i ];                   \
                               Mat_height(m)--;                             \
                             } while( 0 )

/* Insert a matrix row */
/* The matrix max height is increased according to a geometric allocation   */
#define Mat_ins_row( m, pos, v ) do {                                         \
                               idx_t h = Mat_height(m);                       \
                               idx_t i;                                       \
                               assert(m);                                     \
                               assert((pos) <= h);                            \
                               if(h) assert(Vec_length(v) == Mat_width(m));   \
                               if( h+1 > Mat_height_max(m) )                  \
                                 Mat_set_height_max( m, DYN_ALLOC_RULE( h )); \
                               for( i = h ; i > (pos) ; i-- )                 \
                                 (m)[i] = (m)[ i-1 ];                         \
                               (m)[(pos)] = (v);                              \
                               Mat_height(m)++;                               \
                             } while( 0 )

/* Add a vector at the end row of the matrix (Use matrix as a vector stack)  */
#define Mat_push_row( m, v ) Mat_ins_row( m, Mat_height(m), v )

/* Retrieve the last element at the end of the vector (Use vector as a stack)*/
#define Mat_pop_row( m ) Mat_del_row( m, Mat_height(m)-1 )

/* Return the last element of vector                                         */
#define Mat_last_row( m ) ((m)[Mat_height(m)-1])


/* Remove a row from a matrix */
mat __mat_del_row (mat m, idx_t pos);
imat __imat_del_row (imat m, idx_t pos);
bmat __bmat_del_row (bmat m, idx_t pos);
cmat __cmat_del_row (cmat m, idx_t pos);

#define mat_del_row( m, pos )  do { m = __mat_del_row( m, pos ); } while (0)
#define imat_del_row( m, pos ) do { m = __imat_del_row( m, pos ); } while (0)
#define bmat_del_row( m, pos ) do { m = __bmat_del_row( m, pos ); } while (0)
#define cmat_del_row( m, pos ) do { m = __cmat_del_row( m, pos ); } while (0)

/* Insert a row */

mat __mat_ins_row (mat m, idx_t pos, vec v);
imat __imat_ins_row (imat m, idx_t pos, ivec v);
bmat __bmat_ins_row (bmat m, idx_t pos, bvec v);
cmat __cmat_ins_row (cmat m, idx_t pos, cvec v);

#define mat_ins_row( m, pos, v )  do { m = __mat_ins_row( m, pos, v ); } while (0)
#define imat_ins_row( m, pos, v ) do { m = __imat_ins_row( m, pos, v ); } while (0)
#define bmat_ins_row( m, pos, v ) do { m = __bmat_ins_row( m, pos, v ); } while (0)
#define cmat_ins_row( m, pos, v ) do { m = __cmat_ins_row( m, pos, v ); } while (0)

/* Add a vector at the end row of the matrix (Use matrix as a vector stack)  */
mat __mat_push_row (mat m, vec v);
imat __imat_push_row (imat m, ivec v);
bmat __bmat_push_row (bmat m, bvec v);
cmat __cmat_push_row (cmat m, cvec v);

#define mat_push_row( m, v )  do { m = __mat_push_row( m, v ); } while (0)
#define imat_push_row( m, v ) do { m = __imat_push_row( m, v ); } while (0)
#define bmat_push_row( m, v ) do { m = __bmat_push_row( m, v ); } while (0)
#define cmat_push_row( m, v ) do { m = __cmat_push_row( m, v ); } while (0)


/* Retrieve the last element at the end of the vector (Use vector as a stack)*/
mat __mat_pop_row (mat m);
imat __imat_pop_row (imat m);
bmat __bmat_pop_row (bmat m);
cmat __cmat_pop_row (cmat m);

#define mat_pop_row( m )  do { m = __mat_pop_row( m ); } while (0)
#define imat_pop_row( m ) do { m = __imat_pop_row( m ); } while (0)
#define bmat_pop_row( m ) do { m = __bmat_pop_row( m ); } while (0)
#define cmat_pop_row( m ) do { m = __cmat_pop_row( m ); } while (0)


/* Swap lines or columns */
void mat_swap_rows (mat m, idx_t i, idx_t j);
void mat_swap_cols (mat m, idx_t i, idx_t j);
void imat_swap_rows (imat m, idx_t i, idx_t j);
void imat_swap_cols (imat m, idx_t i, idx_t j);
void bmat_swap_rows (bmat m, idx_t i, idx_t j);
void bmat_swap_cols (bmat m, idx_t i, idx_t j);
void cmat_swap_rows (cmat m, idx_t i, idx_t j);
void cmat_swap_cols (cmat m, idx_t i, idx_t j);


/* Transposition of the matrix. Note: the functions _mat_transpose 
   and _imat_transpose can be called directly only for symmetric matrices. 
   We advise to use only the macros instead (work in the general case). */
mat  _mat_transpose (mat m);
imat _imat_transpose (imat m);
bmat _bmat_transpose (bmat m);

#define mat_transpose( m ) do {     \
  if( mat_height( m ) == mat_width( m ) ) \
    m = _mat_transpose( m );      \
  else {          \
    mat t = mat_new_transpose( m );   \
    mat_delete( m );        \
    m = t;          \
  } } while(0)

#define imat_transpose( m ) do {    \
  if( imat_height( m ) == imat_width( m ) ) \
    m = _imat_transpose( m );     \
  else {          \
    imat t = imat_new_transpose( m );   \
    imat_delete( m );       \
    m = t;          \
  } } while(0)

#define bmat_transpose( m ) do {    \
  if( bmat_height( m ) == bmat_width( m ) ) \
    m = _bmat_transpose( m );     \
  else {          \
    bmat t = bmat_new_transpose( m );   \
    bmat_delete( m );       \
    m = t;          \
  } } while(0)


mat  mat_new_transpose (mat m);
imat imat_new_transpose (imat m);
bmat bmat_new_transpose (bmat m);


/*------------------------------------------------------------------------------*/
/** @name Mean, median, min, max, sum and elementary statistic indicators       */
/*------------------------------------------------------------------------------*/

double mat_sum (mat m);
int  imat_sum (imat m);
cplx cmat_sum (cmat m);

double mat_row_sum (mat m, idx_t c);
int  imat_row_sum (imat m, idx_t c);
cplx cmat_row_sum (cmat m, idx_t c);

double mat_col_sum (mat m, idx_t c);
int  imat_col_sum (imat m, idx_t c);
cplx cmat_col_sum (cmat m, idx_t c);

vec  mat_rows_sum (mat m);
ivec imat_rows_sum (imat m);
cvec cmat_rows_sum (cmat m);

vec  mat_cols_sum (mat m);
ivec imat_cols_sum (imat m);
cvec cmat_cols_sum (cmat m);

double mat_diag_sum (mat m); 
int imat_diag_sum (imat m);
int bmat_diag_sum (bmat m);
cplx cmat_diag_sum (cmat m);
  

double mat_mean (mat m);
double imat_mean (imat m);
cplx cmat_mean (cmat m);

double mat_max_index_submatrix (mat m, idx_t rmin, idx_t rmax, idx_t cmin,
        idx_t cmax, idx_t * r, idx_t * c);
double mat_min_index_submatrix (mat m, idx_t rmin, idx_t rmax, idx_t cmin,
        idx_t cmax, idx_t * r, idx_t * c);
int  imat_max_index_submatrix (imat m, idx_t rmin, idx_t rmax, idx_t cmin,
             idx_t cmax, idx_t * r, idx_t * c);
int  imat_min_index_submatrix (imat m, idx_t rmin, idx_t rmax, idx_t cmin,
             idx_t cmax, idx_t * r, idx_t * c);

double mat_max (mat m);
int  imat_max (imat m);

double mat_min (mat m);
int  imat_min (imat m);

double mat_max_index (mat m, idx_t * r, idx_t * c);
double mat_max_col_index (mat m, idx_t c, idx_t * r);
double mat_max_row_index (mat m, idx_t r, idx_t * c);
double mat_min_index (mat m, idx_t * r, idx_t * c);
double mat_min_col_index (mat m, idx_t c, idx_t * r);
double mat_min_row_index (mat m, idx_t r, idx_t * c);

int  imat_max_index (imat m, idx_t * r, idx_t * c);
int  imat_max_col_index (imat m, idx_t c, idx_t * r);
int  imat_max_row_index (imat m, idx_t r, idx_t * c);
int  imat_min_index (imat m, idx_t * r, idx_t * c);
int  imat_min_col_index (imat m, idx_t c, idx_t * r);
int  imat_min_row_index (imat m, idx_t r, idx_t * c);

double mat_variance (mat m);
void mat_normalize (mat m);

mat mat_cov (mat m); 


/* Column/rows normalization */
void mat_rows_normalize (mat m, double nr);
void mat_cols_normalize (mat m, double nr);

/* Matrice norms */
double mat_norm_1 (mat m);
double mat_norm_inf (mat m);


/*------------------------------------------------------------------------------*/
/** @name Basic arithmetic operations                                           */
/*------------------------------------------------------------------------------*/

/* Operations with a scalar value                                               */
void mat_incr (mat m, double a);  /* add a to the components              */
void mat_decr (mat m, double a);  /* substract a to the components        */
void mat_mul_by (mat m, double a);  /* multiply the components per a        */
void mat_div_by (mat m, double a);  /* divide the components per a          */

void imat_incr (imat m, int a); /* add a to the components              */
void imat_decr (imat m, int a); /* substract a to the components        */
void imat_mul_by (imat m, int a); /* multiply the components per a        */
void imat_div_by (imat m, int a); /* divide the components per a          */

void cmat_incr (cmat m, cplx a);  /* add a to the components              */
void cmat_decr (cmat m, cplx a);  /* substract a to the components        */
void cmat_mul_by (cmat m, cplx a);  /* multiply the components per a        */
void cmat_div_by (cmat m, cplx a);  /* divide the components per a          */


/*------------------------------------------------------------------------------*/
/** @name Basic arithmetic operations on rows/columns                           */
/*------------------------------------------------------------------------------*/

void mat_col_set (mat m, idx_t col, double a);
void mat_col_incr (mat m, idx_t col, double a);
void mat_col_decr (mat m, idx_t col, double a);
void mat_col_mul_by (mat m, idx_t col, double a);
void mat_col_div_by (mat m, idx_t col, double a);

void imat_col_set (imat m, idx_t col, int a);
void imat_col_incr (imat m, idx_t col, int a);
void imat_col_decr (imat m, idx_t col, int a);
void imat_col_mul_by (imat m, idx_t col, int a);
void imat_col_div_by (imat m, idx_t col, int a);

void mat_row_incr (mat m, idx_t row, double a);
void mat_row_decr (mat m, idx_t row, double a);
void mat_row_mul_by (mat m, idx_t row, double a);
void mat_row_div_by (mat m, idx_t row, double a);

void imat_row_incr (imat m, idx_t row, int a);
void imat_row_decr (imat m, idx_t row, int a);
void imat_row_mul_by (imat m, idx_t row, int a);
void imat_row_div_by (imat m, idx_t row, int a);


/*------------------------------------------------------------------------------*/
/** @name Component per component operations                                    */
/*------------------------------------------------------------------------------*/

/* Components per components operations (vectors must be of same size).
   The only difference between mat_add and mat_elem_add is that the former 
   allocate a new matrix, where in the latter return the address of m1          */
void mat_elem_add (mat m1, mat m2);
void mat_elem_sub (mat m1, mat m2);
void mat_elem_mul (mat m1, mat m2);
void mat_elem_div (mat m1, mat m2);
void mat_elem_sqr (mat m);
void mat_elem_abs (mat m);
void mat_elem_exp (mat m);
void mat_elem_sqrt (mat m);
void mat_elem_pow (mat m, double p);

void imat_elem_add (imat m1, imat m2);
void imat_elem_sub (imat m1, imat m2);
void imat_elem_mul (imat m1, imat m2);
void imat_elem_div (imat m1, imat m2);
void imat_elem_sqr (imat m);

void cmat_elem_add (cmat m1, cmat m2);
void cmat_elem_sub (cmat m1, cmat m2);
void cmat_elem_mul (cmat m1, cmat m2);
void cmat_elem_div (cmat m1, cmat m2);


/*------------------------------------------------------------------------------*/
/** @name Matrix arithmetic                                                     */
/*------------------------------------------------------------------------------*/

/* Matrix to matrix, matrix to vector and vector to matrix 
   addition, substraction and multiplication                        */
void mat_add (mat m1, mat m2);
void imat_add (imat m1, imat m2);
void cmat_add (cmat m1, cmat m2);

void mat_sub (mat m1, mat m2);
void imat_sub (imat m1, imat m2);
void cmat_sub (cmat m1, cmat m2);

mat  mat_new_add (mat m1, mat m2);
imat imat_new_add (imat m1, imat m2);
cmat cmat_new_add (cmat m1, cmat m2);

mat  mat_new_sub (mat m1, mat m2);
imat imat_new_sub (imat m1, imat m2);
cmat cmat_new_sub (cmat m1, cmat m2);

mat  mat_new_mul (mat m1, mat m2);
imat imat_new_mul (imat m1, imat m2);
cmat cmat_new_mul (cmat m1, cmat m2);

/* inplace multiplication. Can multiply with transposition of the operands before */
void mat_mul (mat out, mat m1, mat m2);
void imat_mul (imat out, imat m1, imat m2);

void mat_mul_transpose_left (mat out, mat m1, mat m2);
void mat_mul_transpose_right (mat out, mat m1, mat m2);
void mat_mul_transpose_leftright (mat out, mat m1, mat m2);

vec  mat_vec_mul (mat m, vec v);
vec  mat_ivec_mul (mat m, ivec v);
vec  imat_vec_mul (imat m, vec v);
ivec imat_bvec_mul (imat m, bvec v);
ivec imat_ivec_mul (imat m, ivec v);
cvec cmat_vec_mul (cmat m, vec v);
cvec cmat_cvec_mul (cmat m, cvec v);

vec  vec_mat_mul (vec v, mat m);
ivec ivec_imat_mul (ivec v, imat m);


/*------------------------------------------------------------------------------*/
/** @name Submatrices operations                                                */
/*------------------------------------------------------------------------------*/

mat  mat_get_submatrix (mat m, idx_t r1, idx_t c1, idx_t r2, idx_t c2);
imat imat_get_submatrix (imat m, idx_t r1, idx_t c1, idx_t r2, idx_t c2);
bmat bmat_get_submatrix (bmat m, idx_t r1, idx_t c1, idx_t r2, idx_t c2);

mat  mat_set_submatrix (mat m, mat s, idx_t r, idx_t c);
imat imat_set_submatrix (imat m, imat s, idx_t r, idx_t c);
bmat bmat_set_submatrix (bmat m, bmat s, idx_t r, idx_t c);

void mat_copy_row (vec v, mat m, idx_t r);
void imat_copy_row (ivec v, imat m, idx_t r);
void bmat_copy_row (bvec v, bmat m, idx_t r);
void cmat_copy_row (cvec v, cmat m, idx_t r);

void mat_copy_col (vec v, mat m, idx_t c);
void imat_copy_col (ivec v, imat m, idx_t c);
void bmat_copy_col (bvec v, bmat m, idx_t c);
void cmat_copy_col (cvec v, cmat m, idx_t c);

vec mat_get_row (mat m, idx_t r);
ivec imat_get_row (imat m, idx_t r);
bvec bmat_get_row (bmat m, idx_t r);
cvec cmat_get_row (cmat m, idx_t r);

vec mat_get_col (mat m, idx_t c);
ivec imat_get_col (imat m, idx_t c);
bvec bmat_get_col (bmat m, idx_t c);
cvec cmat_get_col (cmat m, idx_t c);

void Mat_set_col (Mat m, idx_t c, Vec v);
void mat_set_col (mat m, idx_t c, vec v);
void imat_set_col (imat m, idx_t c, ivec v);
void bmat_set_col (bmat m, idx_t c, bvec v);
void cmat_set_col (cmat m, idx_t c, cvec v);

#define Mat_set_row( m, r, v ) Vec_copy((m)[r], (v))
#define mat_set_row( m, r, v ) vec_copy((m)[r], (v))
#define imat_set_row( m, r, v ) ivec_copy((m)[r], (v))
#define bmat_set_row( m, r, v ) bvec_copy((m)[r], (v))
#define cmat_set_row( m, r, v ) cvec_copy((m)[r], (v))

vec mat_get_diag (mat m); 
ivec imat_get_diag (imat m);
bvec bmat_get_diag (bmat m);
cvec cmat_get_diag (cmat m);

/* Set a matrix to diagonal matrix */
void mat_diag (mat m, vec v);
void imat_diag (imat m, ivec v);
void bmat_diag (bmat m, bvec v);
void cmat_diag (cmat m, cvec v);

/* Set the diagonal only (not the other values) */
void mat_set_diag (mat m, vec v);
void imat_set_diag (imat m, ivec v);
void bmat_set_diag (bmat m, bvec v);
void cmat_set_diag (cmat m, cvec v);


/*----------------------------------------------------------------------------*/
/** @name Component per component arbitrar function                           */
/*----------------------------------------------------------------------------*/

void mat_apply_function (mat v, it_function_t function, it_args_t args);
mat  mat_new_apply_function (mat v, it_function_t function, it_args_t args);
#define mat_eval(v, f, a) mat_apply_function(v, f, a)
#define mat_new_eval(v, f, a) mat_new_apply_function(v, f, a)

void imat_apply_function (imat v, it_ifunction_t function, it_args_t args);
imat imat_new_apply_function (imat v, it_ifunction_t function,
            it_args_t args);
#define imat_eval(v, f, a) imat_apply_function(v, f, a)
#define imat_new_eval(v, f, a) imat_new_apply_function(v, f, a)


/*----------------------------------------------------------------------------*/
/** @name Random matrices                                                     */
/*----------------------------------------------------------------------------*/

void mat_rand (mat m);
void mat_randn (mat m);
mat  mat_new_rand (idx_t h, idx_t w);
mat  mat_new_randn (idx_t h, idx_t w);

/* @} */

#endif

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