Mat_meat.hpp

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// Copyright (C) 2008-2011 NICTA (www.nicta.com.au)
// Copyright (C) 2008-2011 Conrad Sanderson
// 
// This file is part of the Armadillo C++ library.
// It is provided without any warranty of fitness
// for any purpose. You can redistribute this file
// and/or modify it under the terms of the GNU
// Lesser General Public License (LGPL) as published
// by the Free Software Foundation, either version 3
// of the License or (at your option) any later version.
// (see http://www.opensource.org/licenses for more info)




template<typename eT>
inline
Mat<eT>::~Mat()
  {
  arma_extra_debug_sigprint_this(this);
  
  if(mem_state == 0)
    {
    if(n_elem > arma_config::mat_prealloc)
      {
      #if defined(ARMA_USE_TBB_ALLOC)
        scalable_free((void *)(mem));
      #else
        delete [] mem;
      #endif
      }
    }
    
  if(arma_config::debug == true)
    {
    // try to expose buggy user code that accesses deleted objects
    access::rw(n_rows) = 0;
    access::rw(n_cols) = 0;
    access::rw(n_elem) = 0;
    access::rw(mem)    = 0;
    }
  
  arma_type_check(( is_supported_elem_type<eT>::value == false ));
  }



template<typename eT>
inline
Mat<eT>::Mat()
  : n_rows(0)
  , n_cols(0)
  , n_elem(0)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  }



template<typename eT>
inline
Mat<eT>::Mat(const uword in_n_rows, const uword in_n_cols)
  : n_rows(in_n_rows)
  , n_cols(in_n_cols)
  , n_elem(in_n_rows*in_n_cols)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  init_cold();
  }



template<typename eT>
inline
void
Mat<eT>::init_cold()
  {
  arma_extra_debug_sigprint( arma_boost::format("n_rows = %d, n_cols = %d") % n_rows % n_cols );
  
  // ensure that n_elem can hold the result of (n_rows * n_cols)
  
  arma_debug_check
    (
      (
      ( (n_rows > ARMA_MAX_UHWORD) || (n_cols > ARMA_MAX_UHWORD) )
        ? ( (float(n_rows) * float(n_cols)) > float(ARMA_MAX_UWORD) )
        : false
      ),
    "Mat::init(): requested size is too large"
    );
  
  if(n_elem <= arma_config::mat_prealloc)
    {
    access::rw(mem) = mem_local;
    }
  else
    {
    arma_extra_debug_print("Mat::init(): allocating memory");
    
    #if defined(ARMA_USE_TBB_ALLOC)
      access::rw(mem) = (eT *) scalable_malloc(sizeof(eT)*n_elem);
    #else
      access::rw(mem) = new(std::nothrow) eT[n_elem];
    #endif
    
    arma_check_bad_alloc( (mem == 0), "Mat::init(): out of memory" );
    }
  }



template<typename eT>
inline
void
Mat<eT>::init_warm(uword in_n_rows, uword in_n_cols)
  {
  arma_extra_debug_sigprint( arma_boost::format("in_n_rows = %d, in_n_cols = %d") % in_n_rows % in_n_cols );
  
  if( (n_rows == in_n_rows) && (n_cols == in_n_cols) )
    {
    return;
    }
  
  bool  err_state = false;
  char* err_msg   = 0;
  
  const uhword t_vec_state = vec_state;
  const uhword t_mem_state = mem_state;
  
  arma_debug_set_error
    (
    err_state,
    err_msg,
    (t_mem_state == 3),
    "Mat::init(): size is fixed and hence cannot be changed"
    );
  
  if(t_vec_state > 0)
    {
    if( (in_n_rows == 0) && (in_n_cols == 0) )
      {
      if(t_vec_state == 1)
        {
        in_n_cols = 1;
        }
      else
      if(t_vec_state == 2)
        {
        in_n_rows = 1;
        }
      }
    else
      {
      arma_debug_set_error
        (
        err_state,
        err_msg,
        ( ((t_vec_state == 1) && (in_n_cols != 1)) || ((t_vec_state == 2) && (in_n_rows != 1)) ),
        "Mat::init(): object is a vector; requested size is not compatible"
        );
      }
    }
  
  // ensure that n_elem can hold the result of (n_rows * n_cols)
  
  arma_debug_set_error
    (
    err_state,
    err_msg,
      (
      ( (in_n_rows > ARMA_MAX_UHWORD) || (in_n_cols > ARMA_MAX_UHWORD) )
        ? ( (float(in_n_rows) * float(in_n_cols)) > float(ARMA_MAX_UWORD) )
        : false
      ),
    "Mat::init(): requested size is too large"
    );
  
  arma_debug_check(err_state, err_msg);
  
  const uword old_n_elem = n_elem;
  const uword new_n_elem = in_n_rows * in_n_cols;
  
  if(old_n_elem == new_n_elem)
    {
    arma_extra_debug_print("Mat::init(): reusing memory");
    
    access::rw(n_rows) = in_n_rows;
    access::rw(n_cols) = in_n_cols;
    }
  else
    {
    arma_debug_check
      (
      (t_mem_state == 2),
      "Mat::init(): mismatch between size of auxiliary memory and requested size"
      );
    
    if(t_mem_state == 0)
      {
      if(old_n_elem > arma_config::mat_prealloc)
        {
        arma_extra_debug_print("Mat::init(): freeing memory");
        
        #if defined(ARMA_USE_TBB_ALLOC)
          scalable_free((void *)(mem));
        #else
          delete [] mem;
        #endif
        }
      }
    
    
    if(new_n_elem <= arma_config::mat_prealloc)
      {
      access::rw(mem) = mem_local;
      }
    else
      {
      arma_extra_debug_print("Mat::init(): allocating memory");
      
      #if defined(ARMA_USE_TBB_ALLOC)
        access::rw(mem) = (eT *) scalable_malloc(sizeof(eT)*new_n_elem);
      #else
        access::rw(mem) = new(std::nothrow) eT[new_n_elem];
      #endif
      
      arma_check_bad_alloc( (mem == 0), "Mat::init(): out of memory" );
      }
    
    access::rw(n_rows)    = in_n_rows;
    access::rw(n_cols)    = in_n_cols;
    access::rw(n_elem)    = new_n_elem;
    access::rw(mem_state) = 0;
    }
  }



template<typename eT>
inline
Mat<eT>::Mat(const char* text)
  : n_rows(0)
  , n_cols(0)
  , n_elem(0)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  init( std::string(text) );
  }
  
  
  
template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator=(const char* text)
  {
  arma_extra_debug_sigprint();
  
  init( std::string(text) );
  return *this;
  }
  
  

template<typename eT>
inline
Mat<eT>::Mat(const std::string& text)
  : n_rows(0)
  , n_cols(0)
  , n_elem(0)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  init(text);
  }
  
  
  
template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator=(const std::string& text)
  {
  arma_extra_debug_sigprint();
  
  init(text);
  return *this;
  }



template<typename eT>
inline 
void
Mat<eT>::init(const std::string& text)
  {
  arma_extra_debug_sigprint();
  
  //
  // work out the size
  
  uword t_n_rows = 0;
  uword t_n_cols = 0;
  
  bool t_n_cols_found = false;
  
  std::string token;
  
  std::string::size_type line_start = 0;
  std::string::size_type   line_end = 0;
  
  while( line_start < text.length() )
    {
    
    line_end = text.find(';', line_start);
    
    if(line_end == std::string::npos)
      line_end = text.length()-1;
    
    std::string::size_type line_len = line_end - line_start + 1;
    std::stringstream line_stream( text.substr(line_start,line_len) );
    
    
    uword line_n_cols = 0;
    while(line_stream >> token)
      {
      ++line_n_cols;
      }
    
    
    if(line_n_cols > 0)
      {
      if(t_n_cols_found == false)
        {
        t_n_cols = line_n_cols;
        t_n_cols_found = true;
        }
      else
        arma_check( (line_n_cols != t_n_cols), "Mat::init(): inconsistent number of columns in given string");
      
      ++t_n_rows;
      }
    line_start = line_end+1;
    
    }
    
  Mat<eT>& x = *this;
  x.set_size(t_n_rows, t_n_cols);
  
  line_start = 0;
  line_end = 0;
  
  uword row = 0;
  
  while( line_start < text.length() )
    {
    
    line_end = text.find(';', line_start);
    
    if(line_end == std::string::npos)
      line_end = text.length()-1;
    
    std::string::size_type line_len = line_end - line_start + 1;
    std::stringstream line_stream( text.substr(line_start,line_len) );
    
//     uword col = 0;
//     while(line_stream >> token)
//       {
//       x.at(row,col) = strtod(token.c_str(), 0);
//       ++col;
//       }
    
    uword col = 0;
    eT val;
    while(line_stream >> val)
      {
      x.at(row,col) = val;
      ++col;
      }
    
    ++row;
    line_start = line_end+1;
    }
  
  }



#if defined(ARMA_USE_CXX11)

template<typename eT>
inline
Mat<eT>::Mat(const std::initializer_list<eT>& list)
  : n_rows(0)
  , n_cols(0)
  , n_elem(0)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  init(list);
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator=(const std::initializer_list<eT>& list)
  {
  arma_extra_debug_sigprint();
  
  init(list);
  
  return *this;
  }
  
#endif
  


template<typename eT>
arma_inline
const Mat<eT>&
Mat<eT>::operator=(const eT val)
  {
  arma_extra_debug_sigprint();
  
  init_warm(1,1);
  access::rw(mem[0]) = val;
  return *this;
  }



template<typename eT>
arma_inline
const Mat<eT>&
Mat<eT>::operator+=(const eT val)
  {
  arma_extra_debug_sigprint();
  
  arrayops::inplace_plus( memptr(), val, n_elem );
  
  return *this;
  }



template<typename eT>
arma_inline
const Mat<eT>&
Mat<eT>::operator-=(const eT val)
  {
  arma_extra_debug_sigprint();
  
  arrayops::inplace_minus( memptr(), val, n_elem );
  
  return *this;
  }



template<typename eT>
arma_inline
const Mat<eT>&
Mat<eT>::operator*=(const eT val)
  {
  arma_extra_debug_sigprint();
  
  arrayops::inplace_mul( memptr(), val, n_elem );
  
  return *this;
  }



template<typename eT>
arma_inline
const Mat<eT>&
Mat<eT>::operator/=(const eT val)
  {
  arma_extra_debug_sigprint();
  
  arrayops::inplace_div( memptr(), val, n_elem );
  
  return *this;
  }



template<typename eT>
inline
Mat<eT>::Mat(const Mat<eT>& in_mat)
  : n_rows(in_mat.n_rows)
  , n_cols(in_mat.n_cols)
  , n_elem(in_mat.n_elem)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint(arma_boost::format("this = %x   in_mat = %x") % this % &in_mat);
  
  init_cold();
  
  arrayops::copy( memptr(), in_mat.mem, in_mat.n_elem );
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator=(const Mat<eT>& in_mat)
  {
  arma_extra_debug_sigprint(arma_boost::format("this = %x   in_mat = %x") % this % &in_mat);
  
  if(this != &in_mat)
    {
    init_warm(in_mat.n_rows, in_mat.n_cols);
    
    arrayops::copy( memptr(), in_mat.mem, in_mat.n_elem );
    }
  
  return *this;
  }



#if defined(ARMA_USE_CXX11)

template<typename eT>
inline
void
Mat<eT>::init(const std::initializer_list<eT>& list)
  {
  arma_extra_debug_sigprint();
  
  const uword N = list.size();
  
  set_size(1, N);
  
  arrayops::copy( memptr(), list.begin(), N );
  }

#endif



template<typename eT>
template<typename T1, typename T2>
inline
void
Mat<eT>::init
  (
  const Base<typename Mat<eT>::pod_type, T1>& A,
  const Base<typename Mat<eT>::pod_type, T2>& B
  )
  {
  arma_extra_debug_sigprint();
  
  typedef typename T1::elem_type      T;
  typedef typename Proxy<T1>::ea_type ea_type1;
  typedef typename Proxy<T2>::ea_type ea_type2;
  
  arma_type_check(( is_complex<eT>::value == false ));   
  arma_type_check(( is_complex< T>::value == true  ));   
  
  arma_type_check(( is_same_type< std::complex<T>, eT >::value == false ));   
  
  const Proxy<T1> X(A.get_ref());
  const Proxy<T2> Y(B.get_ref());
  
  arma_assert_same_size(X, Y, "Mat()");
  
  init_warm(X.get_n_rows(), X.get_n_cols());
  
  const uword    N       = n_elem;
        eT*      out_mem = memptr();
        ea_type1 PX      = X.get_ea();
        ea_type2 PY      = Y.get_ea();
  
  for(uword i=0; i<N; ++i)
    {
    out_mem[i] = std::complex<T>(PX[i], PY[i]);
    }
  }



template<typename eT>
inline
void
Mat<eT>::steal_mem(Mat<eT>& x)
  {
  arma_extra_debug_sigprint();
  
  if(this != &x)
    {
    const uword x_n_rows    = x.n_rows;
    const uword x_n_cols    = x.n_cols;
    const uword x_n_elem    = x.n_elem;
    const uword x_vec_state = x.vec_state;
    const uword x_mem_state = x.mem_state;
    
    const uword t_vec_state = vec_state;
    
    bool layout_ok = false;
    
    if(t_vec_state == x_vec_state)
      {
      layout_ok = true;
      }
    else
      {
      if( (t_vec_state == 1) && ( x_n_cols == 1) )
        {
        layout_ok = true;
        }
      
      if( (t_vec_state == 2) && ( x_n_rows == 1) )
        {
        layout_ok = true;
        }
      }
    
    
    if( (x_mem_state == 0) && (x_n_elem > arma_config::mat_prealloc) && (layout_ok == true) )
      {
      reset();
      // note: calling reset() also prevents fixed size matrices from changing size or using non-local memory
      
      access::rw(n_rows) = x_n_rows;
      access::rw(n_cols) = x_n_cols;
      access::rw(n_elem) = x_n_elem;
      access::rw(mem)    = x.mem;
      
      access::rw(x.n_rows) = 0;
      access::rw(x.n_cols) = 0;
      access::rw(x.n_elem) = 0;
      access::rw(x.mem)    = 0;
      }
    else
      {
      (*this).operator=(x);
      }
    }
  }




template<typename eT>
inline
Mat<eT>::Mat(eT* aux_mem, const uword aux_n_rows, const uword aux_n_cols, const bool copy_aux_mem, const bool strict)
  : n_rows   ( aux_n_rows                            )
  , n_cols   ( aux_n_cols                            )
  , n_elem   ( aux_n_rows*aux_n_cols                 )
  , vec_state( 0                                     )
  , mem_state( copy_aux_mem ? 0 : ( strict ? 2 : 1 ) )
  , mem      ( copy_aux_mem ? 0 : aux_mem            )
  {
  arma_extra_debug_sigprint_this(this);
  
  if(copy_aux_mem == true)
    {
    init_cold();
    
    arrayops::copy( memptr(), aux_mem, n_elem );
    }
  }



template<typename eT>
inline
Mat<eT>::Mat(const eT* aux_mem, const uword aux_n_rows, const uword aux_n_cols)
  : n_rows(aux_n_rows)
  , n_cols(aux_n_cols)
  , n_elem(aux_n_rows*aux_n_cols)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  init_cold();
  
  arrayops::copy( memptr(), aux_mem, n_elem );
  }




template<typename eT>
inline
Mat<eT>::Mat(const char junk, const eT* aux_mem, const uword aux_n_rows, const uword aux_n_cols)
  : n_rows   (aux_n_rows           )
  , n_cols   (aux_n_cols           )
  , n_elem   (aux_n_rows*aux_n_cols)
  , vec_state(0                    )
  , mem_state(3                    )
  , mem      (aux_mem              )
  {
  arma_extra_debug_sigprint_this(this);
  arma_ignore(junk);
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator+=(const Mat<eT>& m)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_assert_same_size(*this, m, "addition");
  
  arrayops::inplace_plus( memptr(), m.memptr(), n_elem );
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator-=(const Mat<eT>& m)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_assert_same_size(*this, m, "subtraction");
  
  arrayops::inplace_minus( memptr(), m.memptr(), n_elem );
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator*=(const Mat<eT>& m)
  {
  arma_extra_debug_sigprint();
  
  glue_times::apply_inplace(*this, m);
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator%=(const Mat<eT>& m)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_assert_same_size(*this, m, "element-wise multiplication");
  
  arrayops::inplace_mul( memptr(), m.memptr(), n_elem );
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator/=(const Mat<eT>& m)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_assert_same_size(*this, m, "element-wise division");
  
  arrayops::inplace_div( memptr(), m.memptr(), n_elem );
  
  return *this;
  }



template<typename eT>
template<typename T1>
inline
Mat<eT>::Mat(const BaseCube<eT,T1>& X)
  : n_rows(0)
  , n_cols(0)
  , n_elem(0)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  (*this).operator=(X);
  }



template<typename eT>
template<typename T1>
inline
const Mat<eT>&
Mat<eT>::operator=(const BaseCube<eT,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  Mat<eT>& out = *this;
  
  const unwrap_cube<T1> tmp(X.get_ref());
  const Cube<eT>& in  = tmp.M;
  
  arma_debug_assert_cube_as_mat(out, in, "copy into matrix", false);
  
  const uword in_n_rows   = in.n_rows;
  const uword in_n_cols   = in.n_cols;
  const uword in_n_slices = in.n_slices;
  
  const uword out_vec_state = out.vec_state;
  
  if(in_n_slices == 1)
    {
    out.set_size(in_n_rows, in_n_cols);
    
    for(uword col=0; col < in_n_cols; ++col)
      {
      arrayops::copy( out.colptr(col), in.slice_colptr(0, col), in_n_rows );
      }
    }
  else
    {
    if(out_vec_state == 0)
      {
      if(in_n_cols == 1)
        {
        out.set_size(in_n_rows, in_n_slices);
        
        for(uword i=0; i < in_n_slices; ++i)
          {
          arrayops::copy( out.colptr(i), in.slice_colptr(i, 0), in_n_rows );
          }
        }
      else
      if(in_n_rows == 1)
        {
        out.set_size(in_n_cols, in_n_slices);
        
        for(uword slice=0; slice < in_n_slices; ++slice)
          {
          eT* out_colptr = out.colptr(slice);
          
          uword i,j;
          for(i=0, j=1; j < in_n_cols; i+=2, j+=2)
            {
            const eT tmp_i = in.at(0, i, slice);
            const eT tmp_j = in.at(0, j, slice);
            
            out_colptr[i] = tmp_i;
            out_colptr[j] = tmp_j;
            }
          
          if(i < in_n_cols)
            {
            out_colptr[i] = in.at(0, i, slice);
            }
          }
        }
      }
    else
      {
      out.set_size(in_n_slices);
      
      eT* out_mem = out.memptr();
      
      for(uword i=0; i<in_n_slices; ++i)
        {
        out_mem[i] = in.at(0, 0, i);
        }
      }
    }
  
  return *this;
  }



template<typename eT>
template<typename T1>
inline
const Mat<eT>&
Mat<eT>::operator+=(const BaseCube<eT,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  Mat<eT>& out = *this;
  
  const unwrap_cube<T1> tmp(X.get_ref());
  const Cube<eT>& in  = tmp.M;
  
  arma_debug_assert_cube_as_mat(out, in, "addition", true);
  
  const uword in_n_rows   = in.n_rows;
  const uword in_n_cols   = in.n_cols;
  const uword in_n_slices = in.n_slices;
  
  const uword out_n_rows    = out.n_rows;
  const uword out_n_cols    = out.n_cols;
  const uword out_vec_state = out.vec_state;
  
  if(in_n_slices == 1)
    {
    for(uword col=0; col < in_n_cols; ++col)
      {
      arrayops::inplace_plus( out.colptr(col), in.slice_colptr(0, col), in_n_rows );
      }
    }
  else
    {
    if(out_vec_state == 0)
      {
      if( (in_n_rows == out_n_rows) && (in_n_cols == 1) && (in_n_slices == out_n_cols) )
        {
        for(uword i=0; i < in_n_slices; ++i)
          {
          arrayops::inplace_plus( out.colptr(i), in.slice_colptr(i, 0), in_n_rows );
          }
        }
      else
      if( (in_n_rows == 1) && (in_n_cols == out_n_rows) && (in_n_slices == out_n_cols) )
        {
        for(uword slice=0; slice < in_n_slices; ++slice)
          {
          eT* out_colptr = out.colptr(slice);
          
          uword i,j;
          for(i=0, j=1; j < in_n_cols; i+=2, j+=2)
            {
            const eT tmp_i = in.at(0, i, slice);
            const eT tmp_j = in.at(0, j, slice);
            
            out_colptr[i] += tmp_i;
            out_colptr[j] += tmp_j;
            }
          
          if(i < in_n_cols)
            {
            out_colptr[i] += in.at(0, i, slice);
            }
          }
        }
      }
    else
      {
      eT* out_mem = out.memptr();
      
      for(uword i=0; i<in_n_slices; ++i)
        {
        out_mem[i] += in.at(0, 0, i);
        }
      }
    }
  
  return *this;
  }



template<typename eT>
template<typename T1>
inline
const Mat<eT>&
Mat<eT>::operator-=(const BaseCube<eT,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  Mat<eT>& out = *this;
  
  const unwrap_cube<T1> tmp(X.get_ref());
  const Cube<eT>& in  = tmp.M;
  
  arma_debug_assert_cube_as_mat(out, in, "subtraction", true);
  
  const uword in_n_rows   = in.n_rows;
  const uword in_n_cols   = in.n_cols;
  const uword in_n_slices = in.n_slices;
  
  const uword out_n_rows    = out.n_rows;
  const uword out_n_cols    = out.n_cols;
  const uword out_vec_state = out.vec_state;
  
  if(in_n_slices == 1)
    {
    for(uword col=0; col < in_n_cols; ++col)
      {
      arrayops::inplace_minus( out.colptr(col), in.slice_colptr(0, col), in_n_rows );
      }
    }
  else
    {
    if(out_vec_state == 0)
      {
      if( (in_n_rows == out_n_rows) && (in_n_cols == 1) && (in_n_slices == out_n_cols) )
        {
        for(uword i=0; i < in_n_slices; ++i)
          {
          arrayops::inplace_minus( out.colptr(i), in.slice_colptr(i, 0), in_n_rows );
          }
        }
      else
      if( (in_n_rows == 1) && (in_n_cols == out_n_rows) && (in_n_slices == out_n_cols) )
        {
        for(uword slice=0; slice < in_n_slices; ++slice)
          {
          eT* out_colptr = out.colptr(slice);
          
          uword i,j;
          for(i=0, j=1; j < in_n_cols; i+=2, j+=2)
            {
            const eT tmp_i = in.at(0, i, slice);
            const eT tmp_j = in.at(0, j, slice);
            
            out_colptr[i] -= tmp_i;
            out_colptr[j] -= tmp_j;
            }
          
          if(i < in_n_cols)
            {
            out_colptr[i] -= in.at(0, i, slice);
            }
          }
        }
      }
    else
      {
      eT* out_mem = out.memptr();
      
      for(uword i=0; i<in_n_slices; ++i)
        {
        out_mem[i] -= in.at(0, 0, i);
        }
      }
    }
  
  return *this;
  }



template<typename eT>
template<typename T1>
inline
const Mat<eT>&
Mat<eT>::operator*=(const BaseCube<eT,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  const Mat<eT> B(X);
  
  (*this).operator*=(B);
  
  return *this;
  }



template<typename eT>
template<typename T1>
inline
const Mat<eT>&
Mat<eT>::operator%=(const BaseCube<eT,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  Mat<eT>& out = *this;
  
  const unwrap_cube<T1> tmp(X.get_ref());
  const Cube<eT>& in  = tmp.M;
  
  arma_debug_assert_cube_as_mat(out, in, "element-wise multiplication", true);
  
  const uword in_n_rows   = in.n_rows;
  const uword in_n_cols   = in.n_cols;
  const uword in_n_slices = in.n_slices;
  
  const uword out_n_rows    = out.n_rows;
  const uword out_n_cols    = out.n_cols;
  const uword out_vec_state = out.vec_state;
  
  if(in_n_slices == 1)
    {
    for(uword col=0; col < in_n_cols; ++col)
      {
      arrayops::inplace_mul( out.colptr(col), in.slice_colptr(0, col), in_n_rows );
      }
    }
  else
    {
    if(out_vec_state == 0)
      {
      if( (in_n_rows == out_n_rows) && (in_n_cols == 1) && (in_n_slices == out_n_cols) )
        {
        for(uword i=0; i < in_n_slices; ++i)
          {
          arrayops::inplace_mul( out.colptr(i), in.slice_colptr(i, 0), in_n_rows );
          }
        }
      else
      if( (in_n_rows == 1) && (in_n_cols == out_n_rows) && (in_n_slices == out_n_cols) )
        {
        for(uword slice=0; slice < in_n_slices; ++slice)
          {
          eT* out_colptr = out.colptr(slice);
          
          uword i,j;
          for(i=0, j=1; j < in_n_cols; i+=2, j+=2)
            {
            const eT tmp_i = in.at(0, i, slice);
            const eT tmp_j = in.at(0, j, slice);
            
            out_colptr[i] *= tmp_i;
            out_colptr[j] *= tmp_j;
            }
          
          if(i < in_n_cols)
            {
            out_colptr[i] *= in.at(0, i, slice);
            }
          }
        }
      }
    else
      {
      eT* out_mem = out.memptr();
      
      for(uword i=0; i<in_n_slices; ++i)
        {
        out_mem[i] *= in.at(0, 0, i);
        }
      }
    }
  
  return *this;
  }



template<typename eT>
template<typename T1>
inline
const Mat<eT>&
Mat<eT>::operator/=(const BaseCube<eT,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  Mat<eT>& out = *this;
  
  const unwrap_cube<T1> tmp(X.get_ref());
  const Cube<eT>& in  = tmp.M;
  
  arma_debug_assert_cube_as_mat(out, in, "element-wise division", true);
  
  const uword in_n_rows   = in.n_rows;
  const uword in_n_cols   = in.n_cols;
  const uword in_n_slices = in.n_slices;
  
  const uword out_n_rows    = out.n_rows;
  const uword out_n_cols    = out.n_cols;
  const uword out_vec_state = out.vec_state;
  
  if(in_n_slices == 1)
    {
    for(uword col=0; col < in_n_cols; ++col)
      {
      arrayops::inplace_div( out.colptr(col), in.slice_colptr(0, col), in_n_rows );
      }
    }
  else
    {
    if(out_vec_state == 0)
      {
      if( (in_n_rows == out_n_rows) && (in_n_cols == 1) && (in_n_slices == out_n_cols) )
        {
        for(uword i=0; i < in_n_slices; ++i)
          {
          arrayops::inplace_div( out.colptr(i), in.slice_colptr(i, 0), in_n_rows );
          }
        }
      else
      if( (in_n_rows == 1) && (in_n_cols == out_n_rows) && (in_n_slices == out_n_cols) )
        {
        for(uword slice=0; slice < in_n_slices; ++slice)
          {
          eT* out_colptr = out.colptr(slice);
          
          uword i,j;
          for(i=0, j=1; j < in_n_cols; i+=2, j+=2)
            {
            const eT tmp_i = in.at(0, i, slice);
            const eT tmp_j = in.at(0, j, slice);
            
            out_colptr[i] /= tmp_i;
            out_colptr[j] /= tmp_j;
            }
          
          if(i < in_n_cols)
            {
            out_colptr[i] /= in.at(0, i, slice);
            }
          }
        }
      }
    else
      {
      eT* out_mem = out.memptr();
      
      for(uword i=0; i<in_n_slices; ++i)
        {
        out_mem[i] /= in.at(0, 0, i);
        }
      }
    }
  
  return *this;
  }



template<typename eT>
template<typename T1, typename T2>
inline
Mat<eT>::Mat
  (
  const Base<typename Mat<eT>::pod_type,T1>& A,
  const Base<typename Mat<eT>::pod_type,T2>& B
  )
  : n_rows(0)
  , n_cols(0)
  , n_elem(0)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  init(A,B);
  }



template<typename eT>
inline
Mat<eT>::Mat(const subview<eT>& X)
  : n_rows(X.n_rows)
  , n_cols(X.n_cols)
  , n_elem(X.n_elem)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  init_cold();
  
  subview<eT>::extract(*this, X);
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator=(const subview<eT>& X)
  {
  arma_extra_debug_sigprint();
  
  const bool alias = (this == &(X.m));
  
  if(alias == false)
    {
    init_warm(X.n_rows, X.n_cols);
    
    subview<eT>::extract(*this, X);
    }
  else
    {
    Mat<eT> tmp(X);
    
    steal_mem(tmp);
    }
  
  return *this;
  }


template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator+=(const subview<eT>& X)
  {
  arma_extra_debug_sigprint();
  
  subview<eT>::plus_inplace(*this, X);
  
  return *this;
  }


template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator-=(const subview<eT>& X)
  {
  arma_extra_debug_sigprint();
  
  subview<eT>::minus_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator*=(const subview<eT>& X)
  {
  arma_extra_debug_sigprint();
  
  glue_times::apply_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator%=(const subview<eT>& X)
  {
  arma_extra_debug_sigprint();
  
  subview<eT>::schur_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator/=(const subview<eT>& X)
  {
  arma_extra_debug_sigprint();
  
  subview<eT>::div_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
inline
Mat<eT>::Mat(const subview_cube<eT>& x)
  : n_rows(0)
  , n_cols(0)
  , n_elem(0)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  this->operator=(x);
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator=(const subview_cube<eT>& X)
  {
  arma_extra_debug_sigprint();
  
  subview_cube<eT>::extract(*this, X);
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator+=(const subview_cube<eT>& X)
  {
  arma_extra_debug_sigprint();

  subview_cube<eT>::plus_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator-=(const subview_cube<eT>& X)
  {
  arma_extra_debug_sigprint();
  
  subview_cube<eT>::minus_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator*=(const subview_cube<eT>& X)
  {
  arma_extra_debug_sigprint();

  const Mat<eT> tmp(X);
  glue_times::apply_inplace(*this, tmp);
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator%=(const subview_cube<eT>& X)
  {
  arma_extra_debug_sigprint();
  
  subview_cube<eT>::schur_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator/=(const subview_cube<eT>& X)
  {
  arma_extra_debug_sigprint();
  
  subview_cube<eT>::div_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
inline
Mat<eT>::Mat(const diagview<eT>& X)
  : n_rows(X.n_rows)
  , n_cols(X.n_cols)
  , n_elem(X.n_elem)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  init_cold();
  
  diagview<eT>::extract(*this, X);
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator=(const diagview<eT>& X)
  {
  arma_extra_debug_sigprint();
  
  const bool alias = (this == &(X.m));
  
  if(alias == false)
    {
    init_warm(X.n_rows, X.n_cols);
    
    diagview<eT>::extract(*this, X);
    }
  else
    {
    Mat<eT> tmp(X);
    
    steal_mem(tmp);
    }
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator+=(const diagview<eT>& X)
  {
  arma_extra_debug_sigprint();
  
  diagview<eT>::plus_inplace(*this, X);
  
  return *this;
  }


template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator-=(const diagview<eT>& X)
  {
  arma_extra_debug_sigprint();
  
  diagview<eT>::minus_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator*=(const diagview<eT>& X)
  {
  arma_extra_debug_sigprint();
  
  glue_times::apply_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator%=(const diagview<eT>& X)
  {
  arma_extra_debug_sigprint();
  
  diagview<eT>::schur_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::operator/=(const diagview<eT>& X)
  {
  arma_extra_debug_sigprint();
  
  diagview<eT>::div_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1>
inline
Mat<eT>::Mat(const subview_elem1<eT,T1>& X)
  : n_rows(0)
  , n_cols(0)
  , n_elem(0)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  this->operator=(X);
  }



template<typename eT>
template<typename T1>
inline
const Mat<eT>&
Mat<eT>::operator=(const subview_elem1<eT,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  subview_elem1<eT,T1>::extract(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1>
inline
const Mat<eT>&
Mat<eT>::operator+=(const subview_elem1<eT,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  subview_elem1<eT,T1>::plus_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1>
inline
const Mat<eT>&
Mat<eT>::operator-=(const subview_elem1<eT,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  subview_elem1<eT,T1>::minus_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1>
inline
const Mat<eT>&
Mat<eT>::operator*=(const subview_elem1<eT,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  glue_times::apply_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1>
inline
const Mat<eT>&
Mat<eT>::operator%=(const subview_elem1<eT,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  subview_elem1<eT,T1>::schur_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1>
inline
const Mat<eT>&
Mat<eT>::operator/=(const subview_elem1<eT,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  subview_elem1<eT,T1>::div_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
inline
mat_injector< Mat<eT> >
Mat<eT>::operator<<(const eT val)
  {
  return mat_injector< Mat<eT> >(*this, val);
  }



template<typename eT>
inline
mat_injector< Mat<eT> >
Mat<eT>::operator<<(const injector_end_of_row& x)
  {
  return mat_injector< Mat<eT> >(*this, x);
  }



template<typename eT>
arma_inline
subview_row<eT>
Mat<eT>::row(const uword row_num)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( row_num >= n_rows, "Mat::row(): out of bounds" );
  
  return subview_row<eT>(*this, row_num);
  }



template<typename eT>
arma_inline
const subview_row<eT>
Mat<eT>::row(const uword row_num) const
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( row_num >= n_rows, "Mat::row(): out of bounds" );
  
  return subview_row<eT>(*this, row_num);
  }



template<typename eT>
inline
subview_row<eT>
Mat<eT>::operator()(const uword row_num, const span& col_span)
  {
  arma_extra_debug_sigprint();
  
  const bool col_all = col_span.whole;
  
  const uword local_n_cols = n_cols;
  
  const uword in_col1       = col_all ? 0            : col_span.a;
  const uword in_col2       =                          col_span.b;
  const uword submat_n_cols = col_all ? local_n_cols : in_col2 - in_col1 + 1;
  
  arma_debug_check
    (
    (row_num >= n_rows)
    ||
    ( col_all ? false : ((in_col1 > in_col2) || (in_col2 >= local_n_cols)) )
    ,
    "Mat::operator(): indices out of bounds or incorrectly used"
    );
  
  return subview_row<eT>(*this, row_num, in_col1, submat_n_cols);
  }



template<typename eT>
inline
const subview_row<eT>
Mat<eT>::operator()(const uword row_num, const span& col_span) const
  {
  arma_extra_debug_sigprint();
  
  const bool col_all = col_span.whole;
  
  const uword local_n_cols = n_cols;
  
  const uword in_col1       = col_all ? 0            : col_span.a;
  const uword in_col2       =                          col_span.b;
  const uword submat_n_cols = col_all ? local_n_cols : in_col2 - in_col1 + 1;
  
  arma_debug_check
    (
    (row_num >= n_rows)
    ||
    ( col_all ? false : ((in_col1 > in_col2) || (in_col2 >= local_n_cols)) )
    ,
    "Mat::operator(): indices out of bounds or incorrectly used"
    );
  
  return subview_row<eT>(*this, row_num, in_col1, submat_n_cols);
  }



template<typename eT>
arma_inline
subview_col<eT>
Mat<eT>::col(const uword col_num)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( col_num >= n_cols, "Mat::col(): out of bounds");
  
  return subview_col<eT>(*this, col_num);
  }



template<typename eT>
arma_inline
const subview_col<eT>
Mat<eT>::col(const uword col_num) const
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( col_num >= n_cols, "Mat::col(): out of bounds");
  
  return subview_col<eT>(*this, col_num);
  }



template<typename eT>
inline
subview_col<eT>
Mat<eT>::operator()(const span& row_span, const uword col_num)
  {
  arma_extra_debug_sigprint();
  
  const bool row_all = row_span.whole;
  
  const uword local_n_rows = n_rows;
  
  const uword in_row1       = row_all ? 0            : row_span.a;
  const uword in_row2       =                          row_span.b;
  const uword submat_n_rows = row_all ? local_n_rows : in_row2 - in_row1 + 1;
  
  arma_debug_check
    (
    (col_num >= n_cols)
    ||
    ( row_all ? false : ((in_row1 > in_row2) || (in_row2 >= local_n_rows)) )
    ,
    "Mat::operator(): indices out of bounds or incorrectly used"
    );
  
  return subview_col<eT>(*this, col_num, in_row1, submat_n_rows);
  }



template<typename eT>
inline
const subview_col<eT>
Mat<eT>::operator()(const span& row_span, const uword col_num) const
  {
  arma_extra_debug_sigprint();
  
  const bool row_all = row_span.whole;
  
  const uword local_n_rows = n_rows;
  
  const uword in_row1       = row_all ? 0            : row_span.a;
  const uword in_row2       =                          row_span.b;
  const uword submat_n_rows = row_all ? local_n_rows : in_row2 - in_row1 + 1;
  
  arma_debug_check
    (
    (col_num >= n_cols)
    ||
    ( row_all ? false : ((in_row1 > in_row2) || (in_row2 >= local_n_rows)) )
    ,
    "Mat::operator(): indices out of bounds or incorrectly used"
    );
  
  return subview_col<eT>(*this, col_num, in_row1, submat_n_rows);
  }



template<typename eT>
inline
Col<eT>
Mat<eT>::unsafe_col(const uword col_num)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( col_num >= n_cols, "Mat::unsafe_col(): out of bounds");
  
  return Col<eT>(colptr(col_num), n_rows, false, true);
  }



template<typename eT>
inline
const Col<eT>
Mat<eT>::unsafe_col(const uword col_num) const
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( col_num >= n_cols, "Mat::unsafe_col(): out of bounds");
  
  typedef const Col<eT> out_type;
  
  return out_type(const_cast<eT*>(colptr(col_num)), n_rows, false, true);
  }



template<typename eT>
arma_inline
subview<eT>
Mat<eT>::rows(const uword in_row1, const uword in_row2)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check
    (
    (in_row1 > in_row2) || (in_row2 >= n_rows),
    "Mat::rows(): indices out of bounds or incorrectly used"
    );
  
  const uword subview_n_rows = in_row2 - in_row1 + 1;
  
  return subview<eT>(*this, in_row1, 0, subview_n_rows, n_cols );
  }



template<typename eT>
arma_inline
const subview<eT>
Mat<eT>::rows(const uword in_row1, const uword in_row2) const
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check
    (
    (in_row1 > in_row2) || (in_row2 >= n_rows),
    "Mat::rows(): indices out of bounds or incorrectly used"
    );
  
  const uword subview_n_rows = in_row2 - in_row1 + 1;
  
  return subview<eT>(*this, in_row1, 0, subview_n_rows, n_cols );
  }



template<typename eT>
arma_inline
subview<eT>
Mat<eT>::cols(const uword in_col1, const uword in_col2)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check
    (
    (in_col1 > in_col2) || (in_col2 >= n_cols),
    "Mat::cols(): indices out of bounds or incorrectly used"
    );
  
  const uword subview_n_cols = in_col2 - in_col1 + 1;
  
  return subview<eT>(*this, 0, in_col1, n_rows, subview_n_cols);
  }



template<typename eT>
arma_inline
const subview<eT>
Mat<eT>::cols(const uword in_col1, const uword in_col2) const
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check
    (
    (in_col1 > in_col2) || (in_col2 >= n_cols),
    "Mat::cols(): indices out of bounds or incorrectly used"
    );
  
  const uword subview_n_cols = in_col2 - in_col1 + 1;
  
  return subview<eT>(*this, 0, in_col1, n_rows, subview_n_cols);
  }



template<typename eT>
arma_inline
subview<eT>
Mat<eT>::submat(const uword in_row1, const uword in_col1, const uword in_row2, const uword in_col2)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check
    (
    (in_row1 > in_row2) || (in_col1 >  in_col2) || (in_row2 >= n_rows) || (in_col2 >= n_cols),
    "Mat::submat(): indices out of bounds or incorrectly used"
    );
  
  const uword subview_n_rows = in_row2 - in_row1 + 1;
  const uword subview_n_cols = in_col2 - in_col1 + 1;
  
  return subview<eT>(*this, in_row1, in_col1, subview_n_rows, subview_n_cols);
  }



template<typename eT>
arma_inline
const subview<eT>
Mat<eT>::submat(const uword in_row1, const uword in_col1, const uword in_row2, const uword in_col2) const
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check
    (
    (in_row1 > in_row2) || (in_col1 >  in_col2) || (in_row2 >= n_rows) || (in_col2 >= n_cols),
    "Mat::submat(): indices out of bounds or incorrectly used"
    );
    
  const uword subview_n_rows = in_row2 - in_row1 + 1;
  const uword subview_n_cols = in_col2 - in_col1 + 1;
  
  return subview<eT>(*this, in_row1, in_col1, subview_n_rows, subview_n_cols);
  }



template<typename eT>
inline
subview<eT>
Mat<eT>::submat(const span& row_span, const span& col_span)
  {
  arma_extra_debug_sigprint();
  
  const bool row_all = row_span.whole;
  const bool col_all = col_span.whole;
  
  const uword local_n_rows = n_rows;
  const uword local_n_cols = n_cols;
  
  const uword in_row1       = row_all ? 0            : row_span.a;
  const uword in_row2       =                          row_span.b;
  const uword submat_n_rows = row_all ? local_n_rows : in_row2 - in_row1 + 1;
  
  const uword in_col1       = col_all ? 0            : col_span.a;
  const uword in_col2       =                          col_span.b;
  const uword submat_n_cols = col_all ? local_n_cols : in_col2 - in_col1 + 1;
  
  arma_debug_check
    (
    ( row_all ? false : ((in_row1 > in_row2) || (in_row2 >= local_n_rows)) )
    ||
    ( col_all ? false : ((in_col1 > in_col2) || (in_col2 >= local_n_cols)) )
    ,
    "Mat::submat(): indices out of bounds or incorrectly used"
    );
  
  return subview<eT>(*this, in_row1, in_col1, submat_n_rows, submat_n_cols);
  }



template<typename eT>
inline
const subview<eT>
Mat<eT>::submat(const span& row_span, const span& col_span) const
  {
  arma_extra_debug_sigprint();
  
  const bool row_all = row_span.whole;
  const bool col_all = col_span.whole;
  
  const uword local_n_rows = n_rows;
  const uword local_n_cols = n_cols;
  
  const uword in_row1       = row_all ? 0            : row_span.a;
  const uword in_row2       =                          row_span.b;
  const uword submat_n_rows = row_all ? local_n_rows : in_row2 - in_row1 + 1;
  
  const uword in_col1       = col_all ? 0            : col_span.a;
  const uword in_col2       =                          col_span.b;
  const uword submat_n_cols = col_all ? local_n_cols : in_col2 - in_col1 + 1;
  
  arma_debug_check
    (
    ( row_all ? false : ((in_row1 > in_row2) || (in_row2 >= local_n_rows)) )
    ||
    ( col_all ? false : ((in_col1 > in_col2) || (in_col2 >= local_n_cols)) )
    ,
    "Mat::submat(): indices out of bounds or incorrectly used"
    );
  
  return subview<eT>(*this, in_row1, in_col1, submat_n_rows, submat_n_cols);
  }



template<typename eT>
inline
subview<eT>
Mat<eT>::operator()(const span& row_span, const span& col_span)
  {
  arma_extra_debug_sigprint();
  
  return (*this).submat(row_span, col_span);
  }



template<typename eT>
inline
const subview<eT>
Mat<eT>::operator()(const span& row_span, const span& col_span) const
  {
  arma_extra_debug_sigprint();
  
  return (*this).submat(row_span, col_span);
  }



template<typename eT>
template<typename T1>
arma_inline
subview_elem1<eT,T1>
Mat<eT>::elem(const Base<uword,T1>& a)
  {
  arma_extra_debug_sigprint();
  
  return subview_elem1<eT,T1>(*this, a);
  }



template<typename eT>
template<typename T1>
arma_inline
const subview_elem1<eT,T1>
Mat<eT>::elem(const Base<uword,T1>& a) const
  {
  arma_extra_debug_sigprint();
  
  return subview_elem1<eT,T1>(*this, a);
  }



// template<typename eT>
// template<typename T1, typename T2>
// arma_inline
// subview_elem2<eT,T1,T2>
// Mat<eT>::elem(const Base<uword,T1>& a, const Base<uword,T2>& b)
//   {
//   arma_extra_debug_sigprint();
//   
//   return subview_elem2<eT,T1,T2>(*this, a, b);
//   }
// 
// 
// 
// template<typename eT>
// template<typename T1, typename T2>
// arma_inline
// const subview_elem2<eT,T1,T2>
// Mat<eT>::elem(const Base<uword,T1>& a, const Base<uword,T2>& b) const
//   {
//   arma_extra_debug_sigprint();
//   
//   return subview_elem2<eT,T1,T2>(*this, a, b);
//   }



template<typename eT>
arma_inline
diagview<eT>
Mat<eT>::diag(const sword in_id)
  {
  arma_extra_debug_sigprint();
  
  const uword row_offset = (in_id < 0) ? uword(-in_id) : 0;
  const uword col_offset = (in_id > 0) ? uword( in_id) : 0;
  
  arma_debug_check
    (
    ((row_offset > 0) && (row_offset >= n_rows)) || ((col_offset > 0) && (col_offset >= n_cols)),
    "Mat::diag(): requested diagonal out of bounds"
    );
  
  const uword len = (std::min)(n_rows - row_offset, n_cols - col_offset);
  
  return diagview<eT>(*this, row_offset, col_offset, len);
  }



template<typename eT>
arma_inline
const diagview<eT>
Mat<eT>::diag(const sword in_id) const
  {
  arma_extra_debug_sigprint();
  
  const uword row_offset = (in_id < 0) ? -in_id : 0;
  const uword col_offset = (in_id > 0) ?  in_id : 0;
  
  arma_debug_check
    (
    ((row_offset > 0) && (row_offset >= n_rows)) || ((col_offset > 0) && (col_offset >= n_cols)),
    "Mat::diag(): requested diagonal out of bounds"
    );
  
  const uword len = (std::min)(n_rows - row_offset, n_cols - col_offset);
  
  return diagview<eT>(*this, row_offset, col_offset, len);
  }



template<typename eT>
inline
void
Mat<eT>::swap_rows(const uword in_row1, const uword in_row2)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check
    (
    (in_row1 >= n_rows) || (in_row2 >= n_rows),
    "Mat::swap_rows(): out of bounds"
    );
  
  for(uword col=0; col<n_cols; ++col)
    {
    const uword offset = col*n_rows;
    const uword pos1   = in_row1 + offset;
    const uword pos2   = in_row2 + offset;
    
    const eT tmp          = mem[pos1];
    access::rw(mem[pos1]) = mem[pos2];
    access::rw(mem[pos2]) = tmp;
    }
  
  }



template<typename eT>
inline
void
Mat<eT>::swap_cols(const uword in_col1, const uword in_col2)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check
    (
    (in_col1 >= n_cols) || (in_col2 >= n_cols),
    "Mat::swap_cols(): out of bounds"
    );
  
  if(n_elem > 0)
    {
    eT* ptr1 = colptr(in_col1);
    eT* ptr2 = colptr(in_col2);
    
    for(uword row=0; row<n_rows; ++row)
      {
      const eT tmp = ptr1[row];
      ptr1[row]    = ptr2[row];
      ptr2[row]    = tmp;
      }
    }
  }



template<typename eT>
inline
void
Mat<eT>::shed_row(const uword row_num)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( row_num >= n_rows, "Mat::shed_row(): out of bounds");
  
  shed_rows(row_num, row_num);
  }



template<typename eT>
inline
void
Mat<eT>::shed_col(const uword col_num)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( col_num >= n_cols, "Mat::shed_col(): out of bounds");
  
  shed_cols(col_num, col_num);
  }



template<typename eT>
inline
void
Mat<eT>::shed_rows(const uword in_row1, const uword in_row2)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check
    (
    (in_row1 > in_row2) || (in_row2 >= n_rows),
    "Mat::shed_rows(): indices out of bounds or incorrectly used"
    );
  
  const uword n_keep_front = in_row1;
  const uword n_keep_back  = n_rows - (in_row2 + 1);
  
  Mat<eT> X(n_keep_front + n_keep_back, n_cols);
  
  if(n_keep_front > 0)
    {
    X.rows( 0, (n_keep_front-1) ) = rows( 0, (in_row1-1) );
    }
  
  if(n_keep_back > 0)
    {
    X.rows( n_keep_front,  (n_keep_front+n_keep_back-1) ) = rows( (in_row2+1), (n_rows-1) );
    }
  
  steal_mem(X);
  }



template<typename eT>
inline
void
Mat<eT>::shed_cols(const uword in_col1, const uword in_col2)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check
    (
    (in_col1 > in_col2) || (in_col2 >= n_cols),
    "Mat::shed_cols(): indices out of bounds or incorrectly used"
    );
  
  const uword n_keep_front = in_col1;
  const uword n_keep_back  = n_cols - (in_col2 + 1);
  
  Mat<eT> X(n_rows, n_keep_front + n_keep_back);
  
  if(n_keep_front > 0)
    {
    X.cols( 0, (n_keep_front-1) ) = cols( 0, (in_col1-1) );
    }
  
  if(n_keep_back > 0)
    {
    X.cols( n_keep_front,  (n_keep_front+n_keep_back-1) ) = cols( (in_col2+1), (n_cols-1) );
    }
  
  steal_mem(X);
  }



template<typename eT>
inline
void
Mat<eT>::insert_rows(const uword row_num, const uword N, const bool set_to_zero)
  {
  arma_extra_debug_sigprint();
  
  const uword t_n_rows = n_rows;
  const uword t_n_cols = n_cols;
  
  const uword A_n_rows = row_num;
  const uword B_n_rows = t_n_rows - row_num;
  
  // insertion at row_num == n_rows is in effect an append operation
  arma_debug_check( (row_num > t_n_rows), "Mat::insert_rows(): out of bounds");
  
  if(N > 0)
    {
    Mat<eT> out(t_n_rows + N, t_n_cols);
    
    if(A_n_rows > 0)
      {
      out.rows(0, A_n_rows-1) = rows(0, A_n_rows-1);
      }
    
    if(B_n_rows > 0)
      {
      out.rows(row_num + N, t_n_rows + N - 1) = rows(row_num, t_n_rows-1);
      }
    
    if(set_to_zero == true)
      {
      out.rows(row_num, row_num + N - 1).zeros();
      }
    
    steal_mem(out);
    }
  }



template<typename eT>
inline
void
Mat<eT>::insert_cols(const uword col_num, const uword N, const bool set_to_zero)
  {
  arma_extra_debug_sigprint();
  
  const uword t_n_rows = n_rows;
  const uword t_n_cols = n_cols;
  
  const uword A_n_cols = col_num;
  const uword B_n_cols = t_n_cols - col_num;
  
  // insertion at col_num == n_cols is in effect an append operation
  arma_debug_check( (col_num > t_n_cols), "Mat::insert_cols(): out of bounds");
  
  if(N > 0)
    {
    Mat<eT> out(t_n_rows, t_n_cols + N);
    
    if(A_n_cols > 0)
      {
      out.cols(0, A_n_cols-1) = cols(0, A_n_cols-1);
      }
    
    if(B_n_cols > 0)
      {
      out.cols(col_num + N, t_n_cols + N - 1) = cols(col_num, t_n_cols-1);
      }
    
    if(set_to_zero == true)
      {
      out.cols(col_num, col_num + N - 1).zeros();
      }
    
    steal_mem(out);
    }
  }



template<typename eT>
template<typename T1>
inline
void
Mat<eT>::insert_rows(const uword row_num, const Base<eT,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  const unwrap<T1>   tmp(X.get_ref());
  const Mat<eT>& C = tmp.M;
  
  const uword C_n_rows = C.n_rows;
  const uword C_n_cols = C.n_cols;
  
  const uword t_n_rows = n_rows;
  const uword t_n_cols = n_cols;
  
  const uword A_n_rows = row_num;
  const uword B_n_rows = t_n_rows - row_num;
  
  bool  err_state = false;
  char* err_msg   = 0;
  
  // insertion at row_num == n_rows is in effect an append operation
  
  arma_debug_set_error
    (
    err_state,
    err_msg,
    (row_num > t_n_rows),
    "Mat::insert_rows(): out of bounds"
    );
  
  arma_debug_set_error
    (
    err_state,
    err_msg,
    ( (C_n_cols != t_n_cols) && ( (t_n_rows > 0) || (t_n_cols > 0) ) && ( (C_n_rows > 0) || (C_n_cols > 0) ) ),
    "Mat::insert_rows(): given object has an incompatible number of columns"
    );
  
  arma_debug_check(err_state, err_msg);
  
  if(C_n_rows > 0)
    {
    Mat<eT> out( t_n_rows + C_n_rows, (std::max)(t_n_cols, C_n_cols) );
    
    if(t_n_cols > 0)
      {
      if(A_n_rows > 0)
        {
        out.rows(0, A_n_rows-1) = rows(0, A_n_rows-1);
        }
      
      if( (t_n_cols > 0) && (B_n_rows > 0) )
        {
        out.rows(row_num + C_n_rows, t_n_rows + C_n_rows - 1) = rows(row_num, t_n_rows - 1);
        }
      }
    
    if(C_n_cols > 0)
      {
      out.rows(row_num, row_num + C_n_rows - 1) = C;
      }
    
    steal_mem(out);
    }
  }



template<typename eT>
template<typename T1>
inline
void
Mat<eT>::insert_cols(const uword col_num, const Base<eT,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  const unwrap<T1>   tmp(X.get_ref());
  const Mat<eT>& C = tmp.M;
  
  const uword C_n_rows = C.n_rows;
  const uword C_n_cols = C.n_cols;
  
  const uword t_n_rows = n_rows;
  const uword t_n_cols = n_cols;
  
  const uword A_n_cols = col_num;
  const uword B_n_cols = t_n_cols - col_num;
  
  bool  err_state = false;
  char* err_msg   = 0;
  
  // insertion at col_num == n_cols is in effect an append operation
  
  arma_debug_set_error
    (
    err_state,
    err_msg,
    (col_num > t_n_cols),
    "Mat::insert_cols(): out of bounds"
    );
  
  arma_debug_set_error
    (
    err_state,
    err_msg,
    ( (C_n_rows != t_n_rows) && ( (t_n_rows > 0) || (t_n_cols > 0) ) && ( (C_n_rows > 0) || (C_n_cols > 0) ) ),
    "Mat::insert_cols(): given object has an incompatible number of rows"
    );
  
  arma_debug_check(err_state, err_msg);
  
  if(C_n_cols > 0)
    {
    Mat<eT> out( (std::max)(t_n_rows, C_n_rows), t_n_cols + C_n_cols );
    
    if(t_n_rows > 0)
      {
      if(A_n_cols > 0)
        {
        out.cols(0, A_n_cols-1) = cols(0, A_n_cols-1);
        }
      
      if(B_n_cols > 0)
        {
        out.cols(col_num + C_n_cols, t_n_cols + C_n_cols - 1) = cols(col_num, t_n_cols - 1);
        }
      }
    
    if(C_n_rows > 0)
      {
      out.cols(col_num, col_num + C_n_cols - 1) = C;
      }
    
    steal_mem(out);
    }
  }



template<typename eT>
template<typename gen_type>
inline
Mat<eT>::Mat(const Gen<eT, gen_type>& X)
  : n_rows(X.n_rows)
  , n_cols(X.n_cols)
  , n_elem(n_rows*n_cols)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  init_cold();
  
  X.apply(*this);
  }



template<typename eT>
template<typename gen_type>
inline
const Mat<eT>&
Mat<eT>::operator=(const Gen<eT, gen_type>& X)
  {
  arma_extra_debug_sigprint();
  
  init_warm(X.n_rows, X.n_cols);
  
  X.apply(*this);
  
  return *this;
  }



template<typename eT>
template<typename gen_type>
inline
const Mat<eT>&
Mat<eT>::operator+=(const Gen<eT, gen_type>& X)
  {
  arma_extra_debug_sigprint();
  
  X.apply_inplace_plus(*this);
  
  return *this;
  }



template<typename eT>
template<typename gen_type>
inline
const Mat<eT>&
Mat<eT>::operator-=(const Gen<eT, gen_type>& X)
  {
  arma_extra_debug_sigprint();
  
  X.apply_inplace_minus(*this);
  
  return *this;
  }



template<typename eT>
template<typename gen_type>
inline
const Mat<eT>&
Mat<eT>::operator*=(const Gen<eT, gen_type>& X)
  {
  arma_extra_debug_sigprint();
  
  const Mat<eT> tmp(X);
  
  return (*this).operator*=(tmp);
  }



template<typename eT>
template<typename gen_type>
inline
const Mat<eT>&
Mat<eT>::operator%=(const Gen<eT, gen_type>& X)
  {
  arma_extra_debug_sigprint();
  
  X.apply_inplace_schur(*this);
  
  return *this;
  }



template<typename eT>
template<typename gen_type>
inline
const Mat<eT>&
Mat<eT>::operator/=(const Gen<eT, gen_type>& X)
  {
  arma_extra_debug_sigprint();
  
  X.apply_inplace_div(*this);
  
  return *this;
  }



template<typename eT>
template<typename T1, typename op_type>
inline
Mat<eT>::Mat(const Op<T1, op_type>& X)
  : n_rows(0)
  , n_cols(0)
  , n_elem(0)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);

  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  
  op_type::apply(*this, X);
  }



template<typename eT>
template<typename T1, typename op_type>
inline
const Mat<eT>&
Mat<eT>::operator=(const Op<T1, op_type>& X)
  {
  arma_extra_debug_sigprint();

  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  
  op_type::apply(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1, typename op_type>
inline
const Mat<eT>&
Mat<eT>::operator+=(const Op<T1, op_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  
  const Mat<eT> m(X);
  
  return (*this).operator+=(m);
  }



template<typename eT>
template<typename T1, typename op_type>
inline
const Mat<eT>&
Mat<eT>::operator-=(const Op<T1, op_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  
  const Mat<eT> m(X);
  
  return (*this).operator-=(m);
  }



template<typename eT>
template<typename T1, typename op_type>
inline
const Mat<eT>&
Mat<eT>::operator*=(const Op<T1, op_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  
  glue_times::apply_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1, typename op_type>
inline
const Mat<eT>&
Mat<eT>::operator%=(const Op<T1, op_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  
  const Mat<eT> m(X);
  
  return (*this).operator%=(m);
  }



template<typename eT>
template<typename T1, typename op_type>
inline
const Mat<eT>&
Mat<eT>::operator/=(const Op<T1, op_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  
  const Mat<eT> m(X);
  
  return (*this).operator/=(m);
  }



template<typename eT>
template<typename T1, typename eop_type>
inline
Mat<eT>::Mat(const eOp<T1, eop_type>& X)
  : n_rows(X.get_n_rows())
  , n_cols(X.get_n_cols())
  , n_elem(X.get_n_elem())
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  
  init_cold();
  
  eop_type::apply(*this, X);
  }



template<typename eT>
template<typename T1, typename eop_type>
inline
const Mat<eT>&
Mat<eT>::operator=(const eOp<T1, eop_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  
  const bool bad_alias = (X.P.has_subview  &&  X.P.is_alias(*this));
  
  if(bad_alias == false)
    {
    init_warm(X.get_n_rows(), X.get_n_cols());
    
    eop_type::apply(*this, X);
    }
  else
    {
    Mat<eT> tmp(X);
    
    steal_mem(tmp);
    }
  
  return *this;
  }



template<typename eT>
template<typename T1, typename eop_type>
inline
const Mat<eT>&
Mat<eT>::operator+=(const eOp<T1, eop_type>& X)
  {
  arma_extra_debug_sigprint();

  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  
  eop_type::apply_inplace_plus(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1, typename eop_type>
inline
const Mat<eT>&
Mat<eT>::operator-=(const eOp<T1, eop_type>& X)
  {
  arma_extra_debug_sigprint();

  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  
  eop_type::apply_inplace_minus(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1, typename eop_type>
inline
const Mat<eT>&
Mat<eT>::operator*=(const eOp<T1, eop_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  
  glue_times::apply_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1, typename eop_type>
inline
const Mat<eT>&
Mat<eT>::operator%=(const eOp<T1, eop_type>& X)
  {
  arma_extra_debug_sigprint();

  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  
  eop_type::apply_inplace_schur(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1, typename eop_type>
inline
const Mat<eT>&
Mat<eT>::operator/=(const eOp<T1, eop_type>& X)
  {
  arma_extra_debug_sigprint();

  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  
  eop_type::apply_inplace_div(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1, typename op_type>
inline
Mat<eT>::Mat(const mtOp<eT, T1, op_type>& X)
  : n_rows(0)
  , n_cols(0)
  , n_elem(0)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  op_type::apply(*this, X);
  }



template<typename eT>
template<typename T1, typename op_type>
inline
const Mat<eT>&
Mat<eT>::operator=(const mtOp<eT, T1, op_type>& X)
  {
  arma_extra_debug_sigprint();
  
  op_type::apply(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1, typename op_type>
inline
const Mat<eT>&
Mat<eT>::operator+=(const mtOp<eT, T1, op_type>& X)
  {
  arma_extra_debug_sigprint();
  
  const Mat<eT> m(X);
  
  return (*this).operator+=(m);
  }



template<typename eT>
template<typename T1, typename op_type>
inline
const Mat<eT>&
Mat<eT>::operator-=(const mtOp<eT, T1, op_type>& X)
  {
  arma_extra_debug_sigprint();
  
  const Mat<eT> m(X);
  
  return (*this).operator-=(m);
  }



template<typename eT>
template<typename T1, typename op_type>
inline
const Mat<eT>&
Mat<eT>::operator*=(const mtOp<eT, T1, op_type>& X)
  {
  arma_extra_debug_sigprint();
  
  const Mat<eT> m(X);
  
  return (*this).operator*=(m);
  }



template<typename eT>
template<typename T1, typename op_type>
inline
const Mat<eT>&
Mat<eT>::operator%=(const mtOp<eT, T1, op_type>& X)
  {
  arma_extra_debug_sigprint();
  
  const Mat<eT> m(X);
  
  return (*this).operator%=(m);
  }



template<typename eT>
template<typename T1, typename op_type>
inline
const Mat<eT>&
Mat<eT>::operator/=(const mtOp<eT, T1, op_type>& X)
  {
  arma_extra_debug_sigprint();
  
  const Mat<eT> m(X);
  
  return (*this).operator/=(m);
  }



template<typename eT>
template<typename T1, typename T2, typename glue_type>
inline
Mat<eT>::Mat(const Glue<T1, T2, glue_type>& X)
  : n_rows(0)
  , n_cols(0)
  , n_elem(0)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  arma_type_check(( is_same_type< eT, typename T2::elem_type >::value == false ));
  
  glue_type::apply(*this, X);
  }



template<typename eT>
template<typename T1, typename T2, typename glue_type>
inline
const Mat<eT>&
Mat<eT>::operator=(const Glue<T1, T2, glue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  arma_type_check(( is_same_type< eT, typename T2::elem_type >::value == false ));
  
  glue_type::apply(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1, typename T2, typename glue_type>
inline
const Mat<eT>&
Mat<eT>::operator+=(const Glue<T1, T2, glue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  arma_type_check(( is_same_type< eT, typename T2::elem_type >::value == false ));
  
  const Mat<eT> m(X);
  
  return (*this).operator+=(m);
  }



template<typename eT>
template<typename T1, typename T2, typename glue_type>
inline
const Mat<eT>&
Mat<eT>::operator-=(const Glue<T1, T2, glue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  arma_type_check(( is_same_type< eT, typename T2::elem_type >::value == false ));
  
  const Mat<eT> m(X);
  
  return (*this).operator-=(m);
  }



template<typename eT>
template<typename T1, typename T2, typename glue_type>
inline
const Mat<eT>&
Mat<eT>::operator*=(const Glue<T1, T2, glue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  arma_type_check(( is_same_type< eT, typename T2::elem_type >::value == false ));
  
  glue_times::apply_inplace(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1, typename T2, typename glue_type>
inline
const Mat<eT>&
Mat<eT>::operator%=(const Glue<T1, T2, glue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  arma_type_check(( is_same_type< eT, typename T2::elem_type >::value == false ));
  
  const Mat<eT> m(X);
  
  return (*this).operator%=(m);
  }



template<typename eT>
template<typename T1, typename T2, typename glue_type>
inline
const Mat<eT>&
Mat<eT>::operator/=(const Glue<T1, T2, glue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  arma_type_check(( is_same_type< eT, typename T2::elem_type >::value == false ));
  
  const Mat<eT> m(X);
  
  return (*this).operator/=(m);
  }



template<typename eT>
template<typename T1, typename T2>
inline
const Mat<eT>&
Mat<eT>::operator+=(const Glue<T1, T2, glue_times>& X)
  {
  arma_extra_debug_sigprint();
  
  glue_times::apply_inplace_plus(*this, X, sword(+1));
  
  return *this;
  }



template<typename eT>
template<typename T1, typename T2>
inline
const Mat<eT>&
Mat<eT>::operator-=(const Glue<T1, T2, glue_times>& X)
  {
  arma_extra_debug_sigprint();
  
  glue_times::apply_inplace_plus(*this, X, sword(-1));
  
  return *this;
  }



template<typename eT>
template<typename T1, typename T2, typename eglue_type>
inline
Mat<eT>::Mat(const eGlue<T1, T2, eglue_type>& X)
  : n_rows(X.get_n_rows())
  , n_cols(X.get_n_cols())
  , n_elem(X.get_n_elem())
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  arma_type_check(( is_same_type< eT, typename T2::elem_type >::value == false ));
  
  init_cold();
  
  eglue_type::apply(*this, X);
  }



template<typename eT>
template<typename T1, typename T2, typename eglue_type>
inline
const Mat<eT>&
Mat<eT>::operator=(const eGlue<T1, T2, eglue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  arma_type_check(( is_same_type< eT, typename T2::elem_type >::value == false ));
  
  const bool bad_alias = ( (X.P1.has_subview  &&  X.P1.is_alias(*this))  ||  ( X.P2.has_subview  &&  X.P2.is_alias(*this)) );
  
  if(bad_alias == false)
    {
    init_warm(X.get_n_rows(), X.get_n_cols());
    
    eglue_type::apply(*this, X);
    }
  else
    {
    Mat<eT> tmp(X);
    
    steal_mem(tmp);
    }
  
  return *this;
  }



template<typename eT>
template<typename T1, typename T2, typename eglue_type>
inline
const Mat<eT>&
Mat<eT>::operator+=(const eGlue<T1, T2, eglue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  arma_type_check(( is_same_type< eT, typename T2::elem_type >::value == false ));
  
  eglue_type::apply_inplace_plus(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1, typename T2, typename eglue_type>
inline
const Mat<eT>&
Mat<eT>::operator-=(const eGlue<T1, T2, eglue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  arma_type_check(( is_same_type< eT, typename T2::elem_type >::value == false ));
  
  eglue_type::apply_inplace_minus(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1, typename T2, typename eglue_type>
inline
const Mat<eT>&
Mat<eT>::operator*=(const eGlue<T1, T2, eglue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  arma_type_check(( is_same_type< eT, typename T2::elem_type >::value == false ));
  
  glue_times::apply_inplace(*this, X);
  return *this;
  }



template<typename eT>
template<typename T1, typename T2, typename eglue_type>
inline
const Mat<eT>&
Mat<eT>::operator%=(const eGlue<T1, T2, eglue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  arma_type_check(( is_same_type< eT, typename T2::elem_type >::value == false ));
  
  eglue_type::apply_inplace_schur(*this, X);
  return *this;
  }



template<typename eT>
template<typename T1, typename T2, typename eglue_type>
inline
const Mat<eT>&
Mat<eT>::operator/=(const eGlue<T1, T2, eglue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  arma_type_check(( is_same_type< eT, typename T1::elem_type >::value == false ));
  arma_type_check(( is_same_type< eT, typename T2::elem_type >::value == false ));
  
  eglue_type::apply_inplace_div(*this, X);
  return *this;
  }



template<typename eT>
template<typename T1, typename T2, typename glue_type>
inline
Mat<eT>::Mat(const mtGlue<eT, T1, T2, glue_type>& X)
  : n_rows(0)
  , n_cols(0)
  , n_elem(0)
  , vec_state(0)
  , mem_state(0)
  , mem()
  {
  arma_extra_debug_sigprint_this(this);
  
  glue_type::apply(*this, X);
  }



template<typename eT>
template<typename T1, typename T2, typename glue_type>
inline
const Mat<eT>&
Mat<eT>::operator=(const mtGlue<eT, T1, T2, glue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  glue_type::apply(*this, X);
  
  return *this;
  }



template<typename eT>
template<typename T1, typename T2, typename glue_type>
inline
const Mat<eT>&
Mat<eT>::operator+=(const mtGlue<eT, T1, T2, glue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  const Mat<eT> m(X);
  
  return (*this).operator+=(m);
  }



template<typename eT>
template<typename T1, typename T2, typename glue_type>
inline
const Mat<eT>&
Mat<eT>::operator-=(const mtGlue<eT, T1, T2, glue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  const Mat<eT> m(X);
  
  return (*this).operator-=(m);
  }



template<typename eT>
template<typename T1, typename T2, typename glue_type>
inline
const Mat<eT>&
Mat<eT>::operator*=(const mtGlue<eT, T1, T2, glue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  const Mat<eT> m(X);
  
  glue_times::apply_inplace(*this, m);
  
  return *this;
  }



template<typename eT>
template<typename T1, typename T2, typename glue_type>
inline
const Mat<eT>&
Mat<eT>::operator%=(const mtGlue<eT, T1, T2, glue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  const Mat<eT> m(X);
  
  return (*this).operator%=(m);
  }



template<typename eT>
template<typename T1, typename T2, typename glue_type>
inline
const Mat<eT>&
Mat<eT>::operator/=(const mtGlue<eT, T1, T2, glue_type>& X)
  {
  arma_extra_debug_sigprint();
  
  const Mat<eT> m(X);
  
  return (*this).operator/=(m);
  }



template<typename eT>
arma_inline
arma_warn_unused
eT&
Mat<eT>::operator() (const uword i)
  {
  arma_debug_check( (i >= n_elem), "Mat::operator(): out of bounds");
  return access::rw(mem[i]);
  }



template<typename eT>
arma_inline
arma_warn_unused
eT
Mat<eT>::operator() (const uword i) const
  {
  arma_debug_check( (i >= n_elem), "Mat::operator(): out of bounds");
  return mem[i];
  }


template<typename eT>
arma_inline
arma_warn_unused
eT&
Mat<eT>::operator[] (const uword i)
  {
  return access::rw(mem[i]);
  }



template<typename eT>
arma_inline
arma_warn_unused
eT
Mat<eT>::operator[] (const uword i) const
  {
  return mem[i];
  }



template<typename eT>
arma_inline
arma_warn_unused
eT&
Mat<eT>::at(const uword i)
  {
  return access::rw(mem[i]);
  }



template<typename eT>
arma_inline
arma_warn_unused
eT
Mat<eT>::at(const uword i) const
  {
  return mem[i];
  }



template<typename eT>
arma_inline
arma_warn_unused
eT&
Mat<eT>::operator() (const uword in_row, const uword in_col)
  {
  arma_debug_check( ((in_row >= n_rows) || (in_col >= n_cols)), "Mat::operator(): out of bounds");
  return access::rw(mem[in_row + in_col*n_rows]);
  }



template<typename eT>
arma_inline
arma_warn_unused
eT
Mat<eT>::operator() (const uword in_row, const uword in_col) const
  {
  arma_debug_check( ((in_row >= n_rows) || (in_col >= n_cols)), "Mat::operator(): out of bounds");
  return mem[in_row + in_col*n_rows];
  }



template<typename eT>
arma_inline
arma_warn_unused
eT&
Mat<eT>::at(const uword in_row, const uword in_col)
  {
  return access::rw( mem[in_row + in_col*n_rows] );
  }



template<typename eT>
arma_inline
arma_warn_unused
eT
Mat<eT>::at(const uword in_row, const uword in_col) const
  {
  return mem[in_row + in_col*n_rows];
  }



template<typename eT>
arma_inline
const Mat<eT>&
Mat<eT>::operator++()
  {
  Mat_aux::prefix_pp(*this);
  return *this;
  }



template<typename eT>
arma_inline
void
Mat<eT>::operator++(int)
  {
  Mat_aux::postfix_pp(*this);
  }



template<typename eT>
arma_inline
const Mat<eT>&
Mat<eT>::operator--()
  {
  Mat_aux::prefix_mm(*this);
  return *this;
  }



template<typename eT>
arma_inline
void
Mat<eT>::operator--(int)
  {
  Mat_aux::postfix_mm(*this);
  }



template<typename eT>
arma_inline
arma_warn_unused
bool
Mat<eT>::is_empty() const
  {
  return (n_elem == 0);
  }



template<typename eT>
arma_inline
arma_warn_unused
bool
Mat<eT>::is_vec() const
  {
  return ( (n_rows == 1) || (n_cols == 1) );
  }



template<typename eT>
arma_inline
arma_warn_unused
bool
Mat<eT>::is_rowvec() const
  {
  return (n_rows == 1);
  }



template<typename eT>
arma_inline
arma_warn_unused
bool
Mat<eT>::is_colvec() const
  {
  return (n_cols == 1);
  }



template<typename eT>
arma_inline
arma_warn_unused
bool
Mat<eT>::is_square() const
  {
  return (n_rows == n_cols);
  }



template<typename eT>
inline
arma_warn_unused
bool
Mat<eT>::is_finite() const
  {
  return arrayops::is_finite( memptr(), n_elem );
  }



template<typename eT>
arma_inline
arma_warn_unused
bool
Mat<eT>::in_range(const uword i) const
  {
  return (i < n_elem);
  }



template<typename eT>
arma_inline
arma_warn_unused
bool
Mat<eT>::in_range(const span& x) const
  {
  arma_extra_debug_sigprint();
  
  if(x.whole == true)
    {
    return true;
    }
  else
    {
    const uword a = x.a;
    const uword b = x.b;
    
    return ( (a <= b) && (b < n_elem) );
    }
  }



template<typename eT>
arma_inline
arma_warn_unused
bool
Mat<eT>::in_range(const uword in_row, const uword in_col) const
  {
  return ( (in_row < n_rows) && (in_col < n_cols) );
  }



template<typename eT>
arma_inline
arma_warn_unused
bool
Mat<eT>::in_range(const span& row_span, const uword in_col) const
  {
  arma_extra_debug_sigprint();
  
  if(row_span.whole == true)
    {
    return (in_col < n_cols);
    }
  else
    {
    const uword in_row1 = row_span.a;
    const uword in_row2 = row_span.b;
    
    return ( (in_row1 <= in_row2) && (in_row2 < n_rows) && (in_col < n_cols) );
    }
  }



template<typename eT>
arma_inline
arma_warn_unused
bool
Mat<eT>::in_range(const uword in_row, const span& col_span) const
  {
  arma_extra_debug_sigprint();
  
  if(col_span.whole == true)
    {
    return (in_row < n_rows);
    }
  else
    {
    const uword in_col1 = col_span.a;
    const uword in_col2 = col_span.b;
  
    return ( (in_row < n_rows) && (in_col1 <= in_col2) && (in_col2 < n_cols) );
    }
  }



template<typename eT>
arma_inline
arma_warn_unused
bool
Mat<eT>::in_range(const span& row_span, const span& col_span) const
  {
  arma_extra_debug_sigprint();
  
  const uword in_row1 = row_span.a;
  const uword in_row2 = row_span.b;
  
  const uword in_col1 = col_span.a;
  const uword in_col2 = col_span.b;
  
  const bool rows_ok = row_span.whole ? true : ( (in_row1 <= in_row2) && (in_row2 < n_rows) );
  const bool cols_ok = col_span.whole ? true : ( (in_col1 <= in_col2) && (in_col2 < n_cols) );
  
  return ( (rows_ok == true) && (cols_ok == true) );
  }



template<typename eT>
arma_inline
arma_warn_unused
eT*
Mat<eT>::colptr(const uword in_col)
  {
  return & access::rw(mem[in_col*n_rows]);
  }



template<typename eT>
arma_inline
arma_warn_unused
const eT*
Mat<eT>::colptr(const uword in_col) const
  {
  return & mem[in_col*n_rows];
  }



template<typename eT>
arma_inline
arma_warn_unused
eT*
Mat<eT>::memptr()
  {
  return const_cast<eT*>(mem);
  }



template<typename eT>
arma_inline
arma_warn_unused
const eT*
Mat<eT>::memptr() const
  {
  return mem;
  }



template<typename eT>
inline
void
Mat<eT>::impl_print(const std::string& extra_text) const
  {
  arma_extra_debug_sigprint();
  
  if(extra_text.length() != 0)
    {
    const std::streamsize orig_width = cout.width();
    
    cout << extra_text << '\n';
  
    cout.width(orig_width);
    }
  
  arma_ostream::print(cout, *this, true);
  }



template<typename eT>
inline
void
Mat<eT>::impl_print(std::ostream& user_stream, const std::string& extra_text) const
  {
  arma_extra_debug_sigprint();
  
  if(extra_text.length() != 0)
    {
    const std::streamsize orig_width = user_stream.width();
    
    user_stream << extra_text << '\n';
    
    user_stream.width(orig_width);
    }
  
  arma_ostream::print(user_stream, *this, true);
  }



template<typename eT>
inline
void
Mat<eT>::impl_print_trans(const std::string& extra_text) const
  {
  arma_extra_debug_sigprint();
  
  Mat<eT> tmp;
  op_strans::apply_noalias(tmp, *this);
  
  tmp.impl_print(extra_text);
  }



template<typename eT>
inline
void
Mat<eT>::impl_print_trans(std::ostream& user_stream, const std::string& extra_text) const
  {
  arma_extra_debug_sigprint();
  
  Mat<eT> tmp;
  op_strans::apply_noalias(tmp, *this);
  
  tmp.impl_print(user_stream, extra_text);
  }



template<typename eT>
inline
void
Mat<eT>::impl_raw_print(const std::string& extra_text) const
  {
  arma_extra_debug_sigprint();
  
  if(extra_text.length() != 0)
    {
    const std::streamsize orig_width = cout.width();
    
    cout << extra_text << '\n';
  
    cout.width(orig_width);
    }
  
  arma_ostream::print(cout, *this, false);
  }



template<typename eT>
inline
void
Mat<eT>::impl_raw_print(std::ostream& user_stream, const std::string& extra_text) const
  {
  arma_extra_debug_sigprint();
  
  if(extra_text.length() != 0)
    {
    const std::streamsize orig_width = user_stream.width();
  
    user_stream << extra_text << '\n';
  
    user_stream.width(orig_width);
    }
  
  arma_ostream::print(user_stream, *this, false);
  }



template<typename eT>
inline
void
Mat<eT>::impl_raw_print_trans(const std::string& extra_text) const
  {
  arma_extra_debug_sigprint();
  
  Mat<eT> tmp;
  op_strans::apply_noalias(tmp, *this);
  
  tmp.impl_raw_print(extra_text);
  }



template<typename eT>
inline
void
Mat<eT>::impl_raw_print_trans(std::ostream& user_stream, const std::string& extra_text) const
  {
  arma_extra_debug_sigprint();
  
  Mat<eT> tmp;
  op_strans::apply_noalias(tmp, *this);
  
  tmp.impl_raw_print(user_stream, extra_text);
  }



template<typename eT>
inline
void
Mat<eT>::set_size(const uword in_elem)
  {
  arma_extra_debug_sigprint();
  
  switch(vec_state)
    {
    case 0:
    case 1:
      init_warm(in_elem, 1);
      break;
    
    case 2:
      init_warm(1, in_elem);
      break;
      
    default:
      ;
    }
  }



template<typename eT>
inline
void
Mat<eT>::set_size(const uword in_rows, const uword in_cols)
  {
  arma_extra_debug_sigprint();
  
  init_warm(in_rows, in_cols);
  }



template<typename eT>
inline
void
Mat<eT>::resize(const uword in_elem)
  {
  arma_extra_debug_sigprint();
  
  switch(vec_state)
    {
    case 0:
    case 1:
      (*this).resize(in_elem, 1);
      break;
    
    case 2:
      (*this).resize(1, in_elem);
      break;
      
    default:
      ;
    }
  }



template<typename eT>
inline
void
Mat<eT>::resize(const uword in_rows, const uword in_cols)
  {
  arma_extra_debug_sigprint();
  
  *this = arma::resize(*this, in_rows, in_cols);
  }



template<typename eT>
inline
void
Mat<eT>::reshape(const uword in_rows, const uword in_cols, const uword dim)
  {
  arma_extra_debug_sigprint();
  
  *this = arma::reshape(*this, in_rows, in_cols, dim);
  }



template<typename eT>
template<typename eT2>
inline
void
Mat<eT>::copy_size(const Mat<eT2>& m)
  {
  arma_extra_debug_sigprint();
  
  init_warm(m.n_rows, m.n_cols);
  }



template<typename eT>
arma_hot
inline
const Mat<eT>&
Mat<eT>::fill(const eT val)
  {
  arma_extra_debug_sigprint();
  
  arrayops::inplace_set( memptr(), val, n_elem );
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::zeros()
  {
  arma_extra_debug_sigprint();
  
  return fill(eT(0));
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::zeros(const uword in_elem)
  {
  arma_extra_debug_sigprint();
  
  set_size(in_elem);
  
  return fill(eT(0));
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::zeros(const uword in_rows, const uword in_cols)
  {
  arma_extra_debug_sigprint();

  set_size(in_rows, in_cols);
  
  return fill(eT(0));
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::ones()
  {
  arma_extra_debug_sigprint();
  
  return fill(eT(1));
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::ones(const uword in_elem)
  {
  arma_extra_debug_sigprint();
  
  set_size(in_elem);
  
  return fill(eT(1));
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::ones(const uword in_rows, const uword in_cols)
  {
  arma_extra_debug_sigprint();

  set_size(in_rows, in_cols);
  
  return fill(eT(1));
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::randu()
  {
  arma_extra_debug_sigprint();
  
  const uword N   = n_elem;
        eT*   ptr = memptr();
  
  uword i,j;
  
  for(i=0, j=1; j<N; i+=2, j+=2)
    {
    const eT tmp_i = eT(eop_aux_randu<eT>());
    const eT tmp_j = eT(eop_aux_randu<eT>());
    
    ptr[i] = tmp_i;
    ptr[j] = tmp_j;
    }
  
  if(i < N)
    {
    ptr[i] = eT(eop_aux_randu<eT>());
    }
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::randu(const uword in_elem)
  {
  arma_extra_debug_sigprint();
  
  set_size(in_elem);
  
  return (*this).randu();
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::randu(const uword in_rows, const uword in_cols)
  {
  arma_extra_debug_sigprint();
  
  set_size(in_rows, in_cols);
  
  return (*this).randu();
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::randn()
  {
  arma_extra_debug_sigprint();
  
  const uword N   = n_elem;
        eT*   ptr = memptr();
  
  for(uword i=0; i<N; ++i)
    {
    ptr[i] = eT(eop_aux_randn<eT>());
    }
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::randn(const uword in_elem)
  {
  arma_extra_debug_sigprint();
  
  set_size(in_elem);
  
  return (*this).randn();
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::randn(const uword in_rows, const uword in_cols)
  {
  arma_extra_debug_sigprint();
  
  set_size(in_rows, in_cols);
  
  return (*this).randn();
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::eye()
  {
  arma_extra_debug_sigprint();
  
  fill(eT(0));
  
  const uword N = (std::min)(n_rows, n_cols);
  
  for(uword i=0; i<N; ++i)
    {
    at(i,i) = eT(1);
    }
  
  return *this;
  }



template<typename eT>
inline
const Mat<eT>&
Mat<eT>::eye(const uword in_rows, const uword in_cols)
  {
  arma_extra_debug_sigprint();
  
  set_size(in_rows, in_cols);
  
  return (*this).eye();
  }



template<typename eT>
inline
void
Mat<eT>::reset()
  {
  arma_extra_debug_sigprint();
  
  switch(vec_state)
    {
    default:
      init_warm(0, 0);
      break;
      
    case 1:
      init_warm(0, 1);
      break;
    
    case 2:
      init_warm(1, 0);
      break;
    }
  }



template<typename eT>
template<typename T1>
inline
void
Mat<eT>::set_real(const Base<typename Mat<eT>::pod_type,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  Mat_aux::set_real(*this, X);
  }



template<typename eT>
template<typename T1>
inline
void
Mat<eT>::set_imag(const Base<typename Mat<eT>::pod_type,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  Mat_aux::set_imag(*this, X);
  }



template<typename eT>
inline
arma_warn_unused
eT
Mat<eT>::min() const
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( (n_elem == 0), "min(): object has no elements" );
  
  return op_min::direct_min(memptr(), n_elem);
  }



template<typename eT>
inline
arma_warn_unused
eT
Mat<eT>::max() const
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( (n_elem == 0), "max(): object has no elements" );
  
  return op_max::direct_max(memptr(), n_elem);
  }



template<typename eT>
inline
eT
Mat<eT>::min(uword& index_of_min_val) const
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( (n_elem == 0), "min(): object has no elements" );
  
  return op_min::direct_min(memptr(), n_elem, index_of_min_val);
  }



template<typename eT>
inline
eT
Mat<eT>::max(uword& index_of_max_val) const
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( (n_elem == 0), "max(): object has no elements" );
  
  return op_max::direct_max(memptr(), n_elem, index_of_max_val);
  }



template<typename eT>
inline
eT
Mat<eT>::min(uword& row_of_min_val, uword& col_of_min_val) const
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( (n_elem == 0), "min(): object has no elements" );
  
  uword i;
  
  eT val = op_min::direct_min(memptr(), n_elem, i);
  
  row_of_min_val = i % n_rows;
  col_of_min_val = i / n_rows;
  
  return val;
  }



template<typename eT>
inline
eT
Mat<eT>::max(uword& row_of_max_val, uword& col_of_max_val) const
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( (n_elem == 0), "max(): object has no elements" );
  
  uword i;
  
  eT val = op_max::direct_max(memptr(), n_elem, i);
  
  row_of_max_val = i % n_rows;
  col_of_max_val = i / n_rows;
  
  return val;
  }



template<typename eT>
inline
bool
Mat<eT>::save(const std::string name, const file_type type, const bool print_status) const
  {
  arma_extra_debug_sigprint();
  
  bool save_okay;
  
  switch(type)
    {
    case raw_ascii:
      save_okay = diskio::save_raw_ascii(*this, name);
      break;
    
    case arma_ascii:
      save_okay = diskio::save_arma_ascii(*this, name);
      break;
    
    case csv_ascii:
      save_okay = diskio::save_csv_ascii(*this, name);
      break;
    
    case raw_binary:
      save_okay = diskio::save_raw_binary(*this, name);
      break;
    
    case arma_binary:
      save_okay = diskio::save_arma_binary(*this, name);
      break;
      
    case pgm_binary:
      save_okay = diskio::save_pgm_binary(*this, name);
      break;
    
    default:
      arma_warn(print_status, "Mat::save(): unsupported file type");
      save_okay = false;
    }
  
  arma_warn( (print_status && (save_okay == false)), "Mat::save(): couldn't write to ", name);
  
  return save_okay;
  }



template<typename eT>
inline
bool
Mat<eT>::save(std::ostream& os, const file_type type, const bool print_status) const
  {
  arma_extra_debug_sigprint();
  
  bool save_okay;
  
  switch(type)
    {
    case raw_ascii:
      save_okay = diskio::save_raw_ascii(*this, os);
      break;
    
    case arma_ascii:
      save_okay = diskio::save_arma_ascii(*this, os);
      break;
    
    case csv_ascii:
      save_okay = diskio::save_csv_ascii(*this, os);
      break;
    
    case raw_binary:
      save_okay = diskio::save_raw_binary(*this, os);
      break;
    
    case arma_binary:
      save_okay = diskio::save_arma_binary(*this, os);
      break;
      
    case pgm_binary:
      save_okay = diskio::save_pgm_binary(*this, os);
      break;
    
    default:
      arma_warn(print_status, "Mat::save(): unsupported file type");
      save_okay = false;
    }
  
  arma_warn( (print_status && (save_okay == false)), "Mat::save(): couldn't write to the given stream");
  
  return save_okay;
  }



template<typename eT>
inline
bool
Mat<eT>::load(const std::string name, const file_type type, const bool print_status)
  {
  arma_extra_debug_sigprint();
  
  bool load_okay;
  std::string err_msg;
  
  switch(type)
    {
    case auto_detect:
      load_okay = diskio::load_auto_detect(*this, name, err_msg);
      break;
    
    case raw_ascii:
      load_okay = diskio::load_raw_ascii(*this, name, err_msg);
      break;
    
    case arma_ascii:
      load_okay = diskio::load_arma_ascii(*this, name, err_msg);
      break;
    
    case csv_ascii:
      load_okay = diskio::load_csv_ascii(*this, name, err_msg);
      break;
    
    case raw_binary:
      load_okay = diskio::load_raw_binary(*this, name, err_msg);
      break;
    
    case arma_binary:
      load_okay = diskio::load_arma_binary(*this, name, err_msg);
      break;
      
    case pgm_binary:
      load_okay = diskio::load_pgm_binary(*this, name, err_msg);
      break;
    
    default:
      arma_warn(print_status, "Mat::load(): unsupported file type");
      load_okay = false;
    }
  
  if( (print_status == true) && (load_okay == false) )
    {
    if(err_msg.length() > 0)
      {
      arma_warn(true, "Mat::load(): ", err_msg, name);
      }
    else
      {
      arma_warn(true, "Mat::load(): couldn't read ", name);
      }
    }
  
  if(load_okay == false)
    {
    (*this).reset();
    }
    
  return load_okay;
  }



template<typename eT>
inline
bool
Mat<eT>::load(std::istream& is, const file_type type, const bool print_status)
  {
  arma_extra_debug_sigprint();
  
  bool load_okay;
  std::string err_msg;
  
  switch(type)
    {
    case auto_detect:
      load_okay = diskio::load_auto_detect(*this, is, err_msg);
      break;
    
    case raw_ascii:
      load_okay = diskio::load_raw_ascii(*this, is, err_msg);
      break;
    
    case arma_ascii:
      load_okay = diskio::load_arma_ascii(*this, is, err_msg);
      break;
    
    case csv_ascii:
      load_okay = diskio::load_csv_ascii(*this, is, err_msg);
      break;
    
    case raw_binary:
      load_okay = diskio::load_raw_binary(*this, is, err_msg);
      break;
    
    case arma_binary:
      load_okay = diskio::load_arma_binary(*this, is, err_msg);
      break;
      
    case pgm_binary:
      load_okay = diskio::load_pgm_binary(*this, is, err_msg);
      break;
    
    default:
      arma_warn(print_status, "Mat::load(): unsupported file type");
      load_okay = false;
    }
  
  
  if( (print_status == true) && (load_okay == false) )
    {
    if(err_msg.length() > 0)
      {
      arma_warn(true, "Mat::load(): ", err_msg, "the given stream");
      }
    else
      {
      arma_warn(true, "Mat::load(): couldn't load from the given stream");
      }
    }
  
  if(load_okay == false)
    {
    (*this).reset();
    }
    
  return load_okay;
  }



template<typename eT>
inline
bool
Mat<eT>::quiet_save(const std::string name, const file_type type) const
  {
  arma_extra_debug_sigprint();
  
  return (*this).save(name, type, false);
  }



template<typename eT>
inline
bool
Mat<eT>::quiet_save(std::ostream& os, const file_type type) const
  {
  arma_extra_debug_sigprint();
  
  return (*this).save(os, type, false);
  }



template<typename eT>
inline
bool
Mat<eT>::quiet_load(const std::string name, const file_type type)
  {
  arma_extra_debug_sigprint();
  
  return (*this).load(name, type, false);
  }



template<typename eT>
inline
bool
Mat<eT>::quiet_load(std::istream& is, const file_type type)
  {
  arma_extra_debug_sigprint();
  
  return (*this).load(is, type, false);
  }



template<typename eT>
inline
Mat<eT>::row_iterator::row_iterator(Mat<eT>& in_M, const uword in_row)
  : M  (in_M  )
  , row(in_row)
  , col(0     )
  {
  arma_extra_debug_sigprint();
  }



template<typename eT>
inline
eT&
Mat<eT>::row_iterator::operator*()
  {
  return M.at(row,col);
  }



template<typename eT>
inline
typename Mat<eT>::row_iterator&
Mat<eT>::row_iterator::operator++()
  {
  ++col;
  
  if(col >= M.n_cols)
    {
    col = 0;
    ++row;
    }
  
  return *this;
  }



template<typename eT>
inline
void
Mat<eT>::row_iterator::operator++(int)
  {
  operator++();
  }



template<typename eT>
inline
typename Mat<eT>::row_iterator&
Mat<eT>::row_iterator::operator--()
  {
  if(col > 0)
    {
    --col;
    }
  else
    {
    if(row > 0)
      {
      col = M.n_cols - 1;
      --row;
      }
    }
  
  return *this;
  }



template<typename eT>
inline
void
Mat<eT>::row_iterator::operator--(int)
  {
  operator--();
  }



template<typename eT>
inline
bool
Mat<eT>::row_iterator::operator!=(const typename Mat<eT>::row_iterator& X) const
  {
  return ( (row != X.row) || (col != X.col) ) ? true : false;
  }



template<typename eT>
inline
bool
Mat<eT>::row_iterator::operator==(const typename Mat<eT>::row_iterator& X) const
  {
  return ( (row == X.row) && (col == X.col) ) ? true : false;
  }



template<typename eT>
inline
Mat<eT>::const_row_iterator::const_row_iterator(const Mat<eT>& in_M, const uword in_row)
  : M  (in_M  )
  , row(in_row)
  , col(0     )
  {
  arma_extra_debug_sigprint();
  }



template<typename eT>
inline
Mat<eT>::const_row_iterator::const_row_iterator(const typename Mat<eT>::row_iterator& X)
  : M  (X.M)
  , row(X.row)
  , col(X.col)
  {
  arma_extra_debug_sigprint();
  }



template<typename eT>
inline
eT
Mat<eT>::const_row_iterator::operator*() const
  {
  return M.at(row,col);
  }



template<typename eT>
inline
typename Mat<eT>::const_row_iterator&
Mat<eT>::const_row_iterator::operator++()
  {
  ++col;
  
  if(col >= M.n_cols)
    {
    col = 0;
    ++row;
    }
  
  return *this;
  }



template<typename eT>
inline
void
Mat<eT>::const_row_iterator::operator++(int)
  {
  operator++();
  }



template<typename eT>
inline
typename Mat<eT>::const_row_iterator&
Mat<eT>::const_row_iterator::operator--()
  {
  if(col > 0)
    {
    --col;
    }
  else
    {
    if(row > 0)
      {
      col = M.n_cols - 1;
      --row;
      }
    }
  
  return *this;
  }



template<typename eT>
inline
void
Mat<eT>::const_row_iterator::operator--(int)
  {
  operator--();
  }



template<typename eT>
inline
bool
Mat<eT>::const_row_iterator::operator!=(const typename Mat<eT>::const_row_iterator& X) const
  {
  return ( (row != X.row) || (col != X.col) ) ? true : false;
  }



template<typename eT>
inline
bool
Mat<eT>::const_row_iterator::operator==(const typename Mat<eT>::const_row_iterator& X) const
  {
  return ( (row == X.row) && (col == X.col) ) ? true : false;
  }



template<typename eT>
inline
typename Mat<eT>::iterator
Mat<eT>::begin()
  {
  arma_extra_debug_sigprint();
  
  return memptr();
  }



template<typename eT>
inline
typename Mat<eT>::const_iterator
Mat<eT>::begin() const
  {
  arma_extra_debug_sigprint();
  
  return memptr();
  }



template<typename eT>
inline
typename Mat<eT>::iterator
Mat<eT>::end()
  {
  arma_extra_debug_sigprint();
  
  return memptr() + n_elem;
  }



template<typename eT>
inline
typename Mat<eT>::const_iterator
Mat<eT>::end() const
  {
  arma_extra_debug_sigprint();
  
  return memptr() + n_elem;
  }
  


template<typename eT>
inline
typename Mat<eT>::col_iterator
Mat<eT>::begin_col(const uword col_num)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( (col_num >= n_cols), "begin_col(): index out of bounds");
  
  return colptr(col_num);
  }



template<typename eT>
inline
typename Mat<eT>::const_col_iterator
Mat<eT>::begin_col(const uword col_num) const
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( (col_num >= n_cols), "begin_col(): index out of bounds");
  
  return colptr(col_num);
  }



template<typename eT>
inline
typename Mat<eT>::col_iterator
Mat<eT>::end_col(const uword col_num)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( (col_num >= n_cols), "end_col(): index out of bounds");
  
  return colptr(col_num) + n_rows;
  }



template<typename eT>
inline
typename Mat<eT>::const_col_iterator
Mat<eT>::end_col(const uword col_num) const
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( (col_num >= n_cols), "end_col(): index out of bounds");
  
  return colptr(col_num) + n_rows;
  }
  


template<typename eT>
inline
typename Mat<eT>::row_iterator
Mat<eT>::begin_row(const uword row_num)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( (row_num >= n_rows), "Mat::begin_row(): index out of bounds" );
  
  return typename Mat<eT>::row_iterator(*this, row_num);
  }



template<typename eT>
inline
typename Mat<eT>::const_row_iterator
Mat<eT>::begin_row(const uword row_num) const
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( (row_num >= n_rows), "Mat::begin_row(): index out of bounds" );
  
  return typename Mat<eT>::const_row_iterator(*this, row_num);
  }



template<typename eT>
inline
typename Mat<eT>::row_iterator
Mat<eT>::end_row(const uword row_num)
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( (row_num >= n_rows), "Mat::end_row(): index out of bounds" );
  
  return typename Mat<eT>::row_iterator(*this, row_num + 1);
  }



template<typename eT>
inline
typename Mat<eT>::const_row_iterator
Mat<eT>::end_row(const uword row_num) const
  {
  arma_extra_debug_sigprint();
  
  arma_debug_check( (row_num >= n_rows), "Mat::end_row(): index out of bounds" );
  
  return typename Mat<eT>::const_row_iterator(*this, row_num + 1);
  }



template<typename eT>
inline
void
Mat<eT>::clear()
  {
  reset();
  }



template<typename eT>
inline
bool
Mat<eT>::empty() const
  {
  return (n_elem == 0);
  }



template<typename eT>
inline
uword
Mat<eT>::size() const
  {
  return n_elem;
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
arma_inline
void
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::mem_setup()
  {
  arma_extra_debug_sigprint();
  
  access::rw(Mat<eT>::n_rows)    = fixed_n_rows;
  access::rw(Mat<eT>::n_cols)    = fixed_n_cols;
  access::rw(Mat<eT>::n_elem)    = fixed_n_elem;
  access::rw(Mat<eT>::vec_state) = 0;
  access::rw(Mat<eT>::mem_state) = 3;
  access::rw(Mat<eT>::mem)       = (use_extra) ? mem_local_extra : mem_local;
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
arma_inline
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::fixed()
  {
  arma_extra_debug_sigprint_this(this);
  
  mem_setup();
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
arma_inline
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::fixed(const fixed<fixed_n_rows, fixed_n_cols>& X)
  {
  arma_extra_debug_sigprint_this(this);
  
  mem_setup();
  
  eT* dest = (use_extra) ? mem_local_extra : mem_local;
  
  arrayops::copy( dest, X.mem, fixed_n_elem );
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
template<typename T1>
inline
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::fixed(const Base<eT,T1>& A)
  {
  arma_extra_debug_sigprint_this(this);
  
  mem_setup();
  
  Mat<eT>::operator=(A.get_ref()); 
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
template<typename T1, typename T2>
inline
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::fixed(const Base<pod_type,T1>& A, const Base<pod_type,T2>& B)
  {
  arma_extra_debug_sigprint_this(this);
  
  mem_setup();
  
  Mat<eT>::init(A,B);
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
inline
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::fixed(eT* aux_mem, const bool copy_aux_mem)
  {
  arma_extra_debug_sigprint_this(this);
  
  access::rw(Mat<eT>::n_rows)    = fixed_n_rows;
  access::rw(Mat<eT>::n_cols)    = fixed_n_cols;
  access::rw(Mat<eT>::n_elem)    = fixed_n_elem;
  access::rw(Mat<eT>::vec_state) = 0;
  access::rw(Mat<eT>::mem_state) = 3;
  
  if(copy_aux_mem == true)
    {
    eT* dest = (use_extra) ? mem_local_extra : mem_local;
    
    access::rw(Mat<eT>::mem) = dest;
    
    arrayops::copy( dest, aux_mem, fixed_n_elem );
    }
  else
    {
    access::rw(Mat<eT>::mem) = aux_mem;
    }
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
inline
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::fixed(const eT* aux_mem)
  {
  arma_extra_debug_sigprint_this(this);
  
  mem_setup();
  
  arrayops::copy( const_cast<eT*>(Mat<eT>::mem), aux_mem, fixed_n_elem );
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
inline
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::fixed(const char* text)
  {
  arma_extra_debug_sigprint_this(this);
  
  mem_setup();
  
  Mat<eT>::operator=(text);
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
inline
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::fixed(const std::string& text)
  {
  arma_extra_debug_sigprint_this(this);
  
  mem_setup();
  
  Mat<eT>::operator=(text);
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
template<typename T1>
inline
const Mat<eT>&
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::operator=(const Base<eT,T1>& A)
  {
  Mat<eT>::operator=(A.get_ref());
  
  return *this;
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
inline
const Mat<eT>&
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::operator=(const eT val)
  {
  arma_extra_debug_sigprint();
  
  Mat<eT>::operator=(val);
  
  return *this;
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
inline
const Mat<eT>&
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::operator=(const char* text)
  {
  arma_extra_debug_sigprint();
  
  Mat<eT>::operator=(text);
  
  return *this;
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
inline
const Mat<eT>&
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::operator=(const std::string& text)
  {
  arma_extra_debug_sigprint();
  
  Mat<eT>::operator=(text);
  
  return *this;
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
inline
subview_row<eT>
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::operator()(const uword row_num, const span& col_span)
  {
  arma_extra_debug_sigprint();
  
  return Mat<eT>::operator()(row_num, col_span);
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
inline
const subview_row<eT>
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::operator()(const uword row_num, const span& col_span) const
  {
  arma_extra_debug_sigprint();
  
  return Mat<eT>::operator()(row_num, col_span);
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
inline
subview_col<eT>
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::operator()(const span& row_span, const uword col_num)
  {
  arma_extra_debug_sigprint();
  
  return Mat<eT>::operator()(row_span, col_num);
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
inline
const subview_col<eT>
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::operator()(const span& row_span, const uword col_num) const
  {
  arma_extra_debug_sigprint();
  
  return Mat<eT>::operator()(row_span, col_num);
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
inline
subview<eT>
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::operator()(const span& row_span, const span& col_span)
  {
  arma_extra_debug_sigprint();
  
  return Mat<eT>::operator()(row_span, col_span);
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
inline
const subview<eT>
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::operator()(const span& row_span, const span& col_span) const
  {
  arma_extra_debug_sigprint();
  
  return Mat<eT>::operator()(row_span, col_span);
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
arma_inline
arma_warn_unused
eT&
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::operator[] (const uword i)
  {
  return access::rw( Mat<eT>::mem[i] );
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
arma_inline
arma_warn_unused
eT
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::operator[] (const uword i) const
  {
  return ( Mat<eT>::mem[i] );
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
arma_inline
arma_warn_unused
eT&
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::at(const uword i)
  {
  return access::rw( Mat<eT>::mem[i] );
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
arma_inline
arma_warn_unused
eT
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::at(const uword i) const
  {
  return ( Mat<eT>::mem[i] );
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
arma_inline
arma_warn_unused
eT&
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::operator() (const uword i)
  {
  arma_debug_check( (i >= fixed_n_elem), "Mat::fixed::operator(): out of bounds");
  
  return access::rw( Mat<eT>::mem[i] );
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
arma_inline
arma_warn_unused
eT
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::operator() (const uword i) const
  {
  arma_debug_check( (i >= fixed_n_elem), "Mat::fixed::operator(): out of bounds");
  
  return ( Mat<eT>::mem[i] );
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
arma_inline
arma_warn_unused
eT&
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::at(const uword in_row, const uword in_col)
  {
  const uword i = in_row + in_col*fixed_n_rows;
  
  return access::rw( Mat<eT>::mem[i] );
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
arma_inline
arma_warn_unused
eT
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::at(const uword in_row, const uword in_col) const
  {
  const uword i = in_row + in_col*fixed_n_rows;
  
  return ( Mat<eT>::mem[i] );
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
arma_inline
arma_warn_unused
eT&
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::operator() (const uword in_row, const uword in_col)
  {
  arma_debug_check( ((in_row >= fixed_n_rows) || (in_col >= fixed_n_cols)), "Mat::fixed::operator(): out of bounds");
  
  const uword i = in_row + in_col*fixed_n_rows;
  
  return access::rw( Mat<eT>::mem[i] );
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
arma_inline
arma_warn_unused
eT
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::operator() (const uword in_row, const uword in_col) const
  {
  arma_debug_check( ((in_row >= fixed_n_rows) || (in_col >= fixed_n_cols)), "Mat::fixed::operator(): out of bounds");
  
  const uword i = in_row + in_col*fixed_n_rows;
  
  return ( Mat<eT>::mem[i] );
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
arma_hot
inline
const Mat<eT>&
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::fill(const eT val)
  {
  arma_extra_debug_sigprint();
  
  arrayops::inplace_set( const_cast<eT*>(Mat<eT>::mem), val, fixed_n_elem );
  
  return *this;
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
arma_hot
inline
const Mat<eT>&
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::zeros()
  {
  arma_extra_debug_sigprint();
  
  arrayops::inplace_set( const_cast<eT*>(Mat<eT>::mem), eT(0), fixed_n_elem );
  
  return *this;
  }



template<typename eT>
template<uword fixed_n_rows, uword fixed_n_cols>
arma_hot
inline
const Mat<eT>&
Mat<eT>::fixed<fixed_n_rows, fixed_n_cols>::ones()
  {
  arma_extra_debug_sigprint();
  
  arrayops::inplace_set( const_cast<eT*>(Mat<eT>::mem), eT(1), fixed_n_elem );
  
  return *this;
  }



template<typename eT>
arma_inline
void
Mat_aux::prefix_pp(Mat<eT>& x)
  {
        eT*   memptr = x.memptr();
  const uword n_elem = x.n_elem;
  
  uword i,j;

  for(i=0, j=1; j<n_elem; i+=2, j+=2)
    {
    ++(memptr[i]);
    ++(memptr[j]);
    }
  
  if(i < n_elem)
    {
    ++(memptr[i]);
    }
  }



template<typename T>
arma_inline
void
Mat_aux::prefix_pp(Mat< std::complex<T> >& x)
  {
  x += T(1);
  }



template<typename eT>
arma_inline
void
Mat_aux::postfix_pp(Mat<eT>& x)
  {
        eT*   memptr = x.memptr();
  const uword n_elem = x.n_elem;
  
  uword i,j;
  
  for(i=0, j=1; j<n_elem; i+=2, j+=2)
    {
    (memptr[i])++;
    (memptr[j])++;
    }
  
  if(i < n_elem)
    {
    (memptr[i])++;
    }
  }



template<typename T>
arma_inline
void
Mat_aux::postfix_pp(Mat< std::complex<T> >& x)
  {
  x += T(1);
  }



template<typename eT>
arma_inline
void
Mat_aux::prefix_mm(Mat<eT>& x)
  {
        eT*   memptr = x.memptr();
  const uword n_elem = x.n_elem;

  uword i,j;

  for(i=0, j=1; j<n_elem; i+=2, j+=2)
    {
    --(memptr[i]);
    --(memptr[j]);
    }
  
  if(i < n_elem)
    {
    --(memptr[i]);
    }
  }



template<typename T>
arma_inline
void
Mat_aux::prefix_mm(Mat< std::complex<T> >& x)
  {
  x -= T(1);
  }



template<typename eT>
arma_inline
void
Mat_aux::postfix_mm(Mat<eT>& x)
  {
        eT*   memptr = x.memptr();
  const uword n_elem = x.n_elem;

  uword i,j;

  for(i=0, j=1; j<n_elem; i+=2, j+=2)
    {
    (memptr[i])--;
    (memptr[j])--;
    }
  
  if(i < n_elem)
    {
    (memptr[i])--;
    }
  }



template<typename T>
arma_inline
void
Mat_aux::postfix_mm(Mat< std::complex<T> >& x)
  {
  x -= T(1);
  }



template<typename eT, typename T1>
inline
void
Mat_aux::set_real(Mat<eT>& out, const Base<eT,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  const unwrap<T1>   tmp(X.get_ref());
  const Mat<eT>& A = tmp.M;
  
  arma_debug_assert_same_size( out, A, "Mat::set_real()" );
  
  out = A;
  }



template<typename eT, typename T1>
inline
void
Mat_aux::set_imag(Mat<eT>& out, const Base<eT,T1>& X)
  {
  arma_extra_debug_sigprint();
  }



template<typename T, typename T1>
inline
void
Mat_aux::set_real(Mat< std::complex<T> >& out, const Base<T,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  typedef typename std::complex<T>    eT;
  typedef typename Proxy<T1>::ea_type ea_type;
  
  const Proxy<T1> A(X.get_ref());
  
  arma_debug_assert_same_size( out, A, "Mat::set_real()" );
  
  const uword   n_elem  = out.n_elem;
        eT*     out_mem = out.memptr();
        ea_type PA      = A.get_ea();
  
  for(uword i=0; i<n_elem; ++i)
    {
    //out_mem[i].real() = PA[i];
    out_mem[i] = std::complex<T>( PA[i], out_mem[i].imag() );
    }
  }



template<typename T, typename T1>
inline
void
Mat_aux::set_imag(Mat< std::complex<T> >& out, const Base<T,T1>& X)
  {
  arma_extra_debug_sigprint();
  
  typedef typename std::complex<T>    eT;
  typedef typename Proxy<T1>::ea_type ea_type;
  
  const Proxy<T1> A(X.get_ref());
  
  arma_debug_assert_same_size( out, A, "Mat::set_imag()" );
  
  const uword   n_elem  = out.n_elem;
        eT*     out_mem = out.memptr();
        ea_type PA      = A.get_ea();
  
  for(uword i=0; i<n_elem; ++i)
    {
    //out_mem[i].imag() = PA[i];
    out_mem[i] = std::complex<T>( out_mem[i].real(), PA[i] );
    }
  }



#ifdef ARMA_EXTRA_MAT_MEAT
  #include ARMA_INCFILE_WRAP(ARMA_EXTRA_MAT_MEAT)
#endif