view liboctave/array/MSparse.cc @ 31605:e88a07dec498 stable

maint: Use macros to begin/end C++ namespaces. * oct-conf-post-public.in.h: Define two macros (OCTAVE_BEGIN_NAMESPACE, OCTAVE_END_NAMESPACE) that can be used to start/end a namespace. * mk-opts.pl, build-env.h, build-env.in.cc, __betainc__.cc, __contourc__.cc, __dsearchn__.cc, __eigs__.cc, __expint__.cc, __ftp__.cc, __gammainc__.cc, __ichol__.cc, __ilu__.cc, __isprimelarge__.cc, __lin_interpn__.cc, __magick_read__.cc, __pchip_deriv__.cc, __qp__.cc, amd.cc, auto-shlib.cc, auto-shlib.h, balance.cc, base-text-renderer.cc, base-text-renderer.h, besselj.cc, bitfcns.cc, bsxfun.cc, c-file-ptr-stream.cc, c-file-ptr-stream.h, call-stack.cc, call-stack.h, ccolamd.cc, cellfun.cc, chol.cc, colamd.cc, colloc.cc, conv2.cc, daspk.cc, dasrt.cc, dassl.cc, data.cc, data.h, debug.cc, defaults.cc, defaults.h, defun-int.h, defun.cc, det.cc, dirfns.cc, display.cc, display.h, dlmread.cc, dmperm.cc, dot.cc, dynamic-ld.cc, dynamic-ld.h, eig.cc, ellipj.cc, environment.cc, environment.h, error.cc, error.h, errwarn.h, event-manager.cc, event-manager.h, event-queue.cc, event-queue.h, fcn-info.cc, fcn-info.h, fft.cc, fft2.cc, fftn.cc, file-io.cc, filter.cc, find.cc, ft-text-renderer.cc, ft-text-renderer.h, gcd.cc, getgrent.cc, getpwent.cc, getrusage.cc, givens.cc, gl-render.cc, gl-render.h, gl2ps-print.cc, gl2ps-print.h, graphics-toolkit.cc, graphics-toolkit.h, graphics.cc, graphics.in.h, gsvd.cc, gtk-manager.cc, gtk-manager.h, hash.cc, help.cc, help.h, hess.cc, hex2num.cc, hook-fcn.cc, hook-fcn.h, input.cc, input.h, interpreter-private.cc, interpreter-private.h, interpreter.cc, interpreter.h, inv.cc, jsondecode.cc, jsonencode.cc, kron.cc, latex-text-renderer.cc, latex-text-renderer.h, load-path.cc, load-path.h, load-save.cc, load-save.h, lookup.cc, ls-ascii-helper.cc, ls-ascii-helper.h, ls-oct-text.cc, ls-utils.cc, ls-utils.h, lsode.cc, lu.cc, mappers.cc, matrix_type.cc, max.cc, mex-private.h, mex.cc, mgorth.cc, nproc.cc, oct-fstrm.cc, oct-fstrm.h, oct-hdf5-types.cc, oct-hdf5-types.h, oct-hist.cc, oct-hist.h, oct-iostrm.cc, oct-iostrm.h, oct-opengl.h, oct-prcstrm.cc, oct-prcstrm.h, oct-procbuf.cc, oct-procbuf.h, oct-process.cc, oct-process.h, oct-stdstrm.h, oct-stream.cc, oct-stream.h, oct-strstrm.cc, oct-strstrm.h, oct-tex-lexer.in.ll, oct-tex-parser.yy, ordqz.cc, ordschur.cc, pager.cc, pager.h, pinv.cc, pow2.cc, pr-flt-fmt.cc, pr-output.cc, procstream.cc, procstream.h, psi.cc, qr.cc, quad.cc, quadcc.cc, qz.cc, rand.cc, rcond.cc, regexp.cc, schur.cc, settings.cc, settings.h, sighandlers.cc, sighandlers.h, sparse-xdiv.cc, sparse-xdiv.h, sparse-xpow.cc, sparse-xpow.h, sparse.cc, spparms.cc, sqrtm.cc, stack-frame.cc, stack-frame.h, stream-euler.cc, strfind.cc, strfns.cc, sub2ind.cc, svd.cc, sylvester.cc, symbfact.cc, syminfo.cc, syminfo.h, symrcm.cc, symrec.cc, symrec.h, symscope.cc, symscope.h, symtab.cc, symtab.h, syscalls.cc, sysdep.cc, sysdep.h, text-engine.cc, text-engine.h, text-renderer.cc, text-renderer.h, time.cc, toplev.cc, tril.cc, tsearch.cc, typecast.cc, url-handle-manager.cc, url-handle-manager.h, urlwrite.cc, utils.cc, utils.h, variables.cc, variables.h, xdiv.cc, xdiv.h, xnorm.cc, xnorm.h, xpow.cc, xpow.h, __delaunayn__.cc, __fltk_uigetfile__.cc, __glpk__.cc, __init_fltk__.cc, __init_gnuplot__.cc, __ode15__.cc, __voronoi__.cc, audiodevinfo.cc, audioread.cc, convhulln.cc, fftw.cc, gzip.cc, mk-build-env-features.sh, mk-builtins.pl, cdef-class.cc, cdef-class.h, cdef-fwd.h, cdef-manager.cc, cdef-manager.h, cdef-method.cc, cdef-method.h, cdef-object.cc, cdef-object.h, cdef-package.cc, cdef-package.h, cdef-property.cc, cdef-property.h, cdef-utils.cc, cdef-utils.h, ov-base.cc, ov-base.h, ov-bool-mat.cc, ov-builtin.h, ov-cell.cc, ov-class.cc, ov-class.h, ov-classdef.cc, ov-classdef.h, ov-complex.cc, ov-fcn-handle.cc, ov-fcn-handle.h, ov-fcn.h, ov-java.cc, ov-java.h, ov-mex-fcn.h, ov-null-mat.cc, ov-oncleanup.cc, ov-struct.cc, ov-typeinfo.cc, ov-typeinfo.h, ov-usr-fcn.cc, ov-usr-fcn.h, ov.cc, ov.h, octave.cc, octave.h, mk-ops.sh, op-b-b.cc, op-b-bm.cc, op-b-sbm.cc, op-bm-b.cc, op-bm-bm.cc, op-bm-sbm.cc, op-cdm-cdm.cc, op-cell.cc, op-chm.cc, op-class.cc, op-cm-cm.cc, op-cm-cs.cc, op-cm-m.cc, op-cm-s.cc, op-cm-scm.cc, op-cm-sm.cc, op-cs-cm.cc, op-cs-cs.cc, op-cs-m.cc, op-cs-s.cc, op-cs-scm.cc, op-cs-sm.cc, op-dm-dm.cc, op-dm-scm.cc, op-dm-sm.cc, op-dm-template.cc, op-dms-template.cc, op-fcdm-fcdm.cc, op-fcm-fcm.cc, op-fcm-fcs.cc, op-fcm-fm.cc, op-fcm-fs.cc, op-fcn.cc, op-fcs-fcm.cc, op-fcs-fcs.cc, op-fcs-fm.cc, op-fcs-fs.cc, op-fdm-fdm.cc, op-fm-fcm.cc, op-fm-fcs.cc, op-fm-fm.cc, op-fm-fs.cc, op-fs-fcm.cc, op-fs-fcs.cc, op-fs-fm.cc, op-fs-fs.cc, op-i16-i16.cc, op-i32-i32.cc, op-i64-i64.cc, op-i8-i8.cc, op-int-concat.cc, op-m-cm.cc, op-m-cs.cc, op-m-m.cc, op-m-s.cc, op-m-scm.cc, op-m-sm.cc, op-mi.cc, op-pm-pm.cc, op-pm-scm.cc, op-pm-sm.cc, op-pm-template.cc, op-range.cc, op-s-cm.cc, op-s-cs.cc, op-s-m.cc, op-s-s.cc, op-s-scm.cc, op-s-sm.cc, op-sbm-b.cc, op-sbm-bm.cc, op-sbm-sbm.cc, op-scm-cm.cc, op-scm-cs.cc, op-scm-m.cc, op-scm-s.cc, op-scm-scm.cc, op-scm-sm.cc, op-sm-cm.cc, op-sm-cs.cc, op-sm-m.cc, op-sm-s.cc, op-sm-scm.cc, op-sm-sm.cc, op-str-m.cc, op-str-s.cc, op-str-str.cc, op-struct.cc, op-ui16-ui16.cc, op-ui32-ui32.cc, op-ui64-ui64.cc, op-ui8-ui8.cc, ops.h, anon-fcn-validator.cc, anon-fcn-validator.h, bp-table.cc, bp-table.h, comment-list.cc, comment-list.h, filepos.h, lex.h, lex.ll, oct-lvalue.cc, oct-lvalue.h, oct-parse.yy, parse.h, profiler.cc, profiler.h, pt-anon-scopes.cc, pt-anon-scopes.h, pt-arg-list.cc, pt-arg-list.h, pt-args-block.cc, pt-args-block.h, pt-array-list.cc, pt-array-list.h, pt-assign.cc, pt-assign.h, pt-binop.cc, pt-binop.h, pt-bp.cc, pt-bp.h, pt-cbinop.cc, pt-cbinop.h, pt-cell.cc, pt-cell.h, pt-check.cc, pt-check.h, pt-classdef.cc, pt-classdef.h, pt-cmd.h, pt-colon.cc, pt-colon.h, pt-const.cc, pt-const.h, pt-decl.cc, pt-decl.h, pt-eval.cc, pt-eval.h, pt-except.cc, pt-except.h, pt-exp.cc, pt-exp.h, pt-fcn-handle.cc, pt-fcn-handle.h, pt-id.cc, pt-id.h, pt-idx.cc, pt-idx.h, pt-jump.h, pt-loop.cc, pt-loop.h, pt-mat.cc, pt-mat.h, pt-misc.cc, pt-misc.h, pt-pr-code.cc, pt-pr-code.h, pt-select.cc, pt-select.h, pt-spmd.cc, pt-spmd.h, pt-stmt.cc, pt-stmt.h, pt-tm-const.cc, pt-tm-const.h, pt-unop.cc, pt-unop.h, pt-vm-eval.cc, pt-walk.cc, pt-walk.h, pt.cc, pt.h, token.cc, token.h, Range.cc, Range.h, idx-vector.cc, idx-vector.h, range-fwd.h, CollocWt.cc, CollocWt.h, aepbalance.cc, aepbalance.h, chol.cc, chol.h, gepbalance.cc, gepbalance.h, gsvd.cc, gsvd.h, hess.cc, hess.h, lo-mappers.cc, lo-mappers.h, lo-specfun.cc, lo-specfun.h, lu.cc, lu.h, oct-convn.cc, oct-convn.h, oct-fftw.cc, oct-fftw.h, oct-norm.cc, oct-norm.h, oct-rand.cc, oct-rand.h, oct-spparms.cc, oct-spparms.h, qr.cc, qr.h, qrp.cc, qrp.h, randgamma.cc, randgamma.h, randmtzig.cc, randmtzig.h, randpoisson.cc, randpoisson.h, schur.cc, schur.h, sparse-chol.cc, sparse-chol.h, sparse-lu.cc, sparse-lu.h, sparse-qr.cc, sparse-qr.h, svd.cc, svd.h, child-list.cc, child-list.h, dir-ops.cc, dir-ops.h, file-ops.cc, file-ops.h, file-stat.cc, file-stat.h, lo-sysdep.cc, lo-sysdep.h, lo-sysinfo.cc, lo-sysinfo.h, mach-info.cc, mach-info.h, oct-env.cc, oct-env.h, oct-group.cc, oct-group.h, oct-password.cc, oct-password.h, oct-syscalls.cc, oct-syscalls.h, oct-time.cc, oct-time.h, oct-uname.cc, oct-uname.h, action-container.cc, action-container.h, base-list.h, cmd-edit.cc, cmd-edit.h, cmd-hist.cc, cmd-hist.h, f77-fcn.h, file-info.cc, file-info.h, lo-array-errwarn.cc, lo-array-errwarn.h, lo-hash.cc, lo-hash.h, lo-ieee.h, lo-regexp.cc, lo-regexp.h, lo-utils.cc, lo-utils.h, oct-base64.cc, oct-base64.h, oct-glob.cc, oct-glob.h, oct-inttypes.h, oct-mutex.cc, oct-mutex.h, oct-refcount.h, oct-shlib.cc, oct-shlib.h, oct-sparse.cc, oct-sparse.h, oct-string.h, octave-preserve-stream-state.h, pathsearch.cc, pathsearch.h, quit.cc, quit.h, unwind-prot.cc, unwind-prot.h, url-transfer.cc, url-transfer.h : Use new macros to begin/end C++ namespaces.
author Rik <rik@octave.org>
date Thu, 01 Dec 2022 14:23:45 -0800
parents 796f54d4ddbf
children 597f3ee61a48
line wrap: on
line source

////////////////////////////////////////////////////////////////////////
//
// Copyright (C) 1998-2022 The Octave Project Developers
//
// See the file COPYRIGHT.md in the top-level directory of this
// distribution or <https://octave.org/copyright/>.
//
// This file is part of Octave.
//
// Octave is free software: you can redistribute it and/or modify it
// under the terms of the GNU General Public License as published by
// the Free Software Foundation, either version 3 of the License, or
// (at your option) any later version.
//
// Octave is distributed in the hope that it will be useful, but
// WITHOUT ANY WARRANTY; without even the implied warranty of
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
// GNU General Public License for more details.
//
// You should have received a copy of the GNU General Public License
// along with Octave; see the file COPYING.  If not, see
// <https://www.gnu.org/licenses/>.
//
////////////////////////////////////////////////////////////////////////

// sparse array with math ops.

// Element by element MSparse by MSparse ops.

template <typename T, typename OP>
MSparse<T>&
plus_or_minus (MSparse<T>& a, const MSparse<T>& b, OP op, const char *op_name)
{
  MSparse<T> r;

  octave_idx_type a_nr = a.rows ();
  octave_idx_type a_nc = a.cols ();

  octave_idx_type b_nr = b.rows ();
  octave_idx_type b_nc = b.cols ();

  if (a_nr != b_nr || a_nc != b_nc)
    octave::err_nonconformant (op_name, a_nr, a_nc, b_nr, b_nc);

  r = MSparse<T> (a_nr, a_nc, (a.nnz () + b.nnz ()));

  octave_idx_type jx = 0;
  for (octave_idx_type i = 0 ; i < a_nc ; i++)
    {
      octave_idx_type ja = a.cidx (i);
      octave_idx_type ja_max = a.cidx (i+1);
      bool ja_lt_max = ja < ja_max;

      octave_idx_type jb = b.cidx (i);
      octave_idx_type jb_max = b.cidx (i+1);
      bool jb_lt_max = jb < jb_max;

      while (ja_lt_max || jb_lt_max)
        {
          octave_quit ();
          if ((! jb_lt_max) || (ja_lt_max && (a.ridx (ja) < b.ridx (jb))))
            {
              r.ridx (jx) = a.ridx (ja);
              r.data (jx) = op (a.data (ja), 0.);
              jx++;
              ja++;
              ja_lt_max= ja < ja_max;
            }
          else if ((! ja_lt_max)
                   || (b.ridx (jb) < a.ridx (ja)))
            {
              r.ridx (jx) = b.ridx (jb);
              r.data (jx) = op (0., b.data (jb));
              jx++;
              jb++;
              jb_lt_max= jb < jb_max;
            }
          else
            {
              if (op (a.data (ja), b.data (jb)) != 0.)
                {
                  r.data (jx) = op (a.data (ja), b.data (jb));
                  r.ridx (jx) = a.ridx (ja);
                  jx++;
                }
              ja++;
              ja_lt_max= ja < ja_max;
              jb++;
              jb_lt_max= jb < jb_max;
            }
        }
      r.cidx (i+1) = jx;
    }

  a = r.maybe_compress ();

  return a;
}

template <typename T>
MSparse<T>&
operator += (MSparse<T>& a, const MSparse<T>& b)
{
  return plus_or_minus (a, b, std::plus<T> (), "operator +=");
}

template <typename T>
MSparse<T>&
operator -= (MSparse<T>& a, const MSparse<T>& b)
{
  return plus_or_minus (a, b, std::minus<T> (), "operator -=");
}

// Element by element MSparse by scalar ops.

template <typename T, typename OP>
MArray<T>
plus_or_minus (const MSparse<T>& a, const T& s, OP op)
{
  octave_idx_type nr = a.rows ();
  octave_idx_type nc = a.cols ();

  MArray<T> r (dim_vector (nr, nc), op (0.0, s));

  for (octave_idx_type j = 0; j < nc; j++)
    for (octave_idx_type i = a.cidx (j); i < a.cidx (j+1); i++)
      r.elem (a.ridx (i), j) = op (a.data (i), s);
  return r;
}

template <typename T>
MArray<T>
operator + (const MSparse<T>& a, const T& s)
{
  return plus_or_minus (a, s, std::plus<T> ());
}

template <typename T>
MArray<T>
operator - (const MSparse<T>& a, const T& s)
{
  return plus_or_minus (a, s, std::minus<T> ());
}

template <typename T, typename OP>
MSparse<T>
times_or_divide (const MSparse<T>& a, const T& s, OP op)
{
  octave_idx_type nr = a.rows ();
  octave_idx_type nc = a.cols ();
  octave_idx_type nz = a.nnz ();

  MSparse<T> r (nr, nc, nz);

  for (octave_idx_type i = 0; i < nz; i++)
    {
      r.data (i) = op (a.data (i), s);
      r.ridx (i) = a.ridx (i);
    }
  for (octave_idx_type i = 0; i < nc + 1; i++)
    r.cidx (i) = a.cidx (i);
  r.maybe_compress (true);
  return r;
}

template <typename T>
MSparse<T>
operator * (const MSparse<T>& a, const T& s)
{
  return times_or_divide (a, s, std::multiplies<T> ());
}

template <typename T>
MSparse<T>
operator / (const MSparse<T>& a, const T& s)
{
  return times_or_divide (a, s, std::divides<T> ());
}

// Element by element scalar by MSparse ops.

template <typename T, typename OP>
MArray<T>
plus_or_minus (const T& s, const MSparse<T>& a, OP op)
{
  octave_idx_type nr = a.rows ();
  octave_idx_type nc = a.cols ();

  MArray<T> r (dim_vector (nr, nc), op (s, 0.0));

  for (octave_idx_type j = 0; j < nc; j++)
    for (octave_idx_type i = a.cidx (j); i < a.cidx (j+1); i++)
      r.elem (a.ridx (i), j) = op (s, a.data (i));
  return r;
}

template <typename T>
MArray<T>
operator + (const T& s, const MSparse<T>& a)
{
  return plus_or_minus (s, a, std::plus<T> ());
}

template <typename T>
MArray<T>
operator - (const T& s, const MSparse<T>& a)
{
  return plus_or_minus (s, a, std::minus<T> ());
}

template <typename T, typename OP>
MSparse<T>
times_or_divides (const T& s, const MSparse<T>& a, OP op)
{
  octave_idx_type nr = a.rows ();
  octave_idx_type nc = a.cols ();
  octave_idx_type nz = a.nnz ();

  MSparse<T> r (nr, nc, nz);

  for (octave_idx_type i = 0; i < nz; i++)
    {
      r.data (i) = op (s, a.data (i));
      r.ridx (i) = a.ridx (i);
    }
  for (octave_idx_type i = 0; i < nc + 1; i++)
    r.cidx (i) = a.cidx (i);
  r.maybe_compress (true);
  return r;
}

template <typename T>
MSparse<T>
operator * (const T& s, const MSparse<T>& a)
{
  return times_or_divides (s, a, std::multiplies<T> ());
}

template <typename T>
MSparse<T>
operator / (const T& s, const MSparse<T>& a)
{
  return times_or_divides (s, a, std::divides<T> ());
}

// Element by element MSparse by MSparse ops.

template <typename T, typename OP>
MSparse<T>
plus_or_minus (const MSparse<T>& a, const MSparse<T>& b, OP op,
               const char *op_name, bool negate)
{
  MSparse<T> r;

  octave_idx_type a_nr = a.rows ();
  octave_idx_type a_nc = a.cols ();

  octave_idx_type b_nr = b.rows ();
  octave_idx_type b_nc = b.cols ();

  if (a_nr == 1 && a_nc == 1)
    {
      if (a.elem (0, 0) == 0.)
        if (negate)
          r = -MSparse<T> (b);
        else
          r = MSparse<T> (b);
      else
        {
          r = MSparse<T> (b_nr, b_nc, op (a.data (0), 0.));

          for (octave_idx_type j = 0 ; j < b_nc ; j++)
            {
              octave_quit ();
              octave_idx_type idxj = j * b_nr;
              for (octave_idx_type i = b.cidx (j) ; i < b.cidx (j+1) ; i++)
                {
                  octave_quit ();
                  r.data (idxj + b.ridx (i)) = op (a.data (0), b.data (i));
                }
            }
          r.maybe_compress ();
        }
    }
  else if (b_nr == 1 && b_nc == 1)
    {
      if (b.elem (0, 0) == 0.)
        r = MSparse<T> (a);
      else
        {
          r = MSparse<T> (a_nr, a_nc, op (0.0, b.data (0)));

          for (octave_idx_type j = 0 ; j < a_nc ; j++)
            {
              octave_quit ();
              octave_idx_type idxj = j * a_nr;
              for (octave_idx_type i = a.cidx (j) ; i < a.cidx (j+1) ; i++)
                {
                  octave_quit ();
                  r.data (idxj + a.ridx (i)) = op (a.data (i), b.data (0));
                }
            }
          r.maybe_compress ();
        }
    }
  else if (a_nr != b_nr || a_nc != b_nc)
    octave::err_nonconformant (op_name, a_nr, a_nc, b_nr, b_nc);
  else
    {
      r = MSparse<T> (a_nr, a_nc, (a.nnz () + b.nnz ()));

      octave_idx_type jx = 0;
      r.cidx (0) = 0;
      for (octave_idx_type i = 0 ; i < a_nc ; i++)
        {
          octave_idx_type ja = a.cidx (i);
          octave_idx_type ja_max = a.cidx (i+1);
          bool ja_lt_max = ja < ja_max;

          octave_idx_type jb = b.cidx (i);
          octave_idx_type jb_max = b.cidx (i+1);
          bool jb_lt_max = jb < jb_max;

          while (ja_lt_max || jb_lt_max)
            {
              octave_quit ();
              if ((! jb_lt_max) || (ja_lt_max && (a.ridx (ja) < b.ridx (jb))))
                {
                  r.ridx (jx) = a.ridx (ja);
                  r.data (jx) = op (a.data (ja), 0.);
                  jx++;
                  ja++;
                  ja_lt_max= ja < ja_max;
                }
              else if ((! ja_lt_max)
                       || (b.ridx (jb) < a.ridx (ja)))
                {
                  r.ridx (jx) = b.ridx (jb);
                  r.data (jx) = op (0.,  b.data (jb));
                  jx++;
                  jb++;
                  jb_lt_max= jb < jb_max;
                }
              else
                {
                  if (op (a.data (ja), b.data (jb)) != 0.)
                    {
                      r.data (jx) = op (a.data (ja), b.data (jb));
                      r.ridx (jx) = a.ridx (ja);
                      jx++;
                    }
                  ja++;
                  ja_lt_max= ja < ja_max;
                  jb++;
                  jb_lt_max= jb < jb_max;
                }
            }
          r.cidx (i+1) = jx;
        }

      r.maybe_compress ();
    }

  return r;
}

template <typename T>
MSparse<T>
operator + (const MSparse<T>& a, const MSparse<T>& b)
{
  return plus_or_minus (a, b, std::plus<T> (), "operator +", false);
}

template <typename T>
MSparse<T>
operator - (const MSparse<T>& a, const MSparse<T>& b)
{
  return plus_or_minus (a, b, std::minus<T> (), "operator -", true);
}

template <typename T>
MSparse<T>
product (const MSparse<T>& a, const MSparse<T>& b)
{
  MSparse<T> r;

  octave_idx_type a_nr = a.rows ();
  octave_idx_type a_nc = a.cols ();

  octave_idx_type b_nr = b.rows ();
  octave_idx_type b_nc = b.cols ();

  if (a_nr == 1 && a_nc == 1)
    {
      if (a.elem (0, 0) == 0.)
        r = MSparse<T> (b_nr, b_nc);
      else
        {
          r = MSparse<T> (b);
          octave_idx_type b_nnz = b.nnz ();

          for (octave_idx_type i = 0 ; i < b_nnz ; i++)
            {
              octave_quit ();
              r.data (i) = a.data (0) * r.data (i);
            }
          r.maybe_compress ();
        }
    }
  else if (b_nr == 1 && b_nc == 1)
    {
      if (b.elem (0, 0) == 0.)
        r = MSparse<T> (a_nr, a_nc);
      else
        {
          r = MSparse<T> (a);
          octave_idx_type a_nnz = a.nnz ();

          for (octave_idx_type i = 0 ; i < a_nnz ; i++)
            {
              octave_quit ();
              r.data (i) = r.data (i) * b.data (0);
            }
          r.maybe_compress ();
        }
    }
  else if (a_nr != b_nr || a_nc != b_nc)
    octave::err_nonconformant ("product", a_nr, a_nc, b_nr, b_nc);
  else
    {
      r = MSparse<T> (a_nr, a_nc, (a.nnz () > b.nnz () ? a.nnz () : b.nnz ()));

      octave_idx_type jx = 0;
      r.cidx (0) = 0;
      for (octave_idx_type i = 0 ; i < a_nc ; i++)
        {
          octave_idx_type ja = a.cidx (i);
          octave_idx_type ja_max = a.cidx (i+1);
          bool ja_lt_max = ja < ja_max;

          octave_idx_type jb = b.cidx (i);
          octave_idx_type jb_max = b.cidx (i+1);
          bool jb_lt_max = jb < jb_max;

          while (ja_lt_max || jb_lt_max)
            {
              octave_quit ();
              if ((! jb_lt_max) || (ja_lt_max && (a.ridx (ja) < b.ridx (jb))))
                {
                  ja++; ja_lt_max= ja < ja_max;
                }
              else if ((! ja_lt_max)
                       || (b.ridx (jb) < a.ridx (ja)))
                {
                  jb++; jb_lt_max= jb < jb_max;
                }
              else
                {
                  if ((a.data (ja) * b.data (jb)) != 0.)
                    {
                      r.data (jx) = a.data (ja) * b.data (jb);
                      r.ridx (jx) = a.ridx (ja);
                      jx++;
                    }
                  ja++; ja_lt_max= ja < ja_max;
                  jb++; jb_lt_max= jb < jb_max;
                }
            }
          r.cidx (i+1) = jx;
        }

      r.maybe_compress ();
    }

  return r;
}

template <typename T>
MSparse<T>
quotient (const MSparse<T>& a, const MSparse<T>& b)
{
  MSparse<T> r;
  T Zero = T ();

  octave_idx_type a_nr = a.rows ();
  octave_idx_type a_nc = a.cols ();

  octave_idx_type b_nr = b.rows ();
  octave_idx_type b_nc = b.cols ();

  if (a_nr == 1 && a_nc == 1)
    {
      T val = a.elem (0, 0);
      T fill = val / T ();
      if (fill == T ())
        {
          octave_idx_type b_nnz = b.nnz ();
          r = MSparse<T> (b);
          for (octave_idx_type i = 0 ; i < b_nnz ; i++)
            r.data (i) = val / r.data (i);
          r.maybe_compress ();
        }
      else
        {
          r = MSparse<T> (b_nr, b_nc, fill);
          for (octave_idx_type j = 0 ; j < b_nc ; j++)
            {
              octave_quit ();
              octave_idx_type idxj = j * b_nr;
              for (octave_idx_type i = b.cidx (j) ; i < b.cidx (j+1) ; i++)
                {
                  octave_quit ();
                  r.data (idxj + b.ridx (i)) = val / b.data (i);
                }
            }
          r.maybe_compress ();
        }
    }
  else if (b_nr == 1 && b_nc == 1)
    {
      T val = b.elem (0, 0);
      T fill = T () / val;
      if (fill == T ())
        {
          octave_idx_type a_nnz = a.nnz ();
          r = MSparse<T> (a);
          for (octave_idx_type i = 0 ; i < a_nnz ; i++)
            r.data (i) = r.data (i) / val;
          r.maybe_compress ();
        }
      else
        {
          r = MSparse<T> (a_nr, a_nc, fill);
          for (octave_idx_type j = 0 ; j < a_nc ; j++)
            {
              octave_quit ();
              octave_idx_type idxj = j * a_nr;
              for (octave_idx_type i = a.cidx (j) ; i < a.cidx (j+1) ; i++)
                {
                  octave_quit ();
                  r.data (idxj + a.ridx (i)) = a.data (i) / val;
                }
            }
          r.maybe_compress ();
        }
    }
  else if (a_nr != b_nr || a_nc != b_nc)
    octave::err_nonconformant ("quotient", a_nr, a_nc, b_nr, b_nc);
  else
    {
      r = MSparse<T> (a_nr, a_nc, (Zero / Zero));

      for (octave_idx_type i = 0 ; i < a_nc ; i++)
        {
          octave_idx_type ja = a.cidx (i);
          octave_idx_type ja_max = a.cidx (i+1);
          bool ja_lt_max = ja < ja_max;

          octave_idx_type jb = b.cidx (i);
          octave_idx_type jb_max = b.cidx (i+1);
          bool jb_lt_max = jb < jb_max;

          while (ja_lt_max || jb_lt_max)
            {
              octave_quit ();
              if ((! jb_lt_max) || (ja_lt_max && (a.ridx (ja) < b.ridx (jb))))
                {
                  r.elem (a.ridx (ja), i) = a.data (ja) / Zero;
                  ja++; ja_lt_max= ja < ja_max;
                }
              else if ((! ja_lt_max)
                       || (b.ridx (jb) < a.ridx (ja)))
                {
                  r.elem (b.ridx (jb), i) = Zero / b.data (jb);
                  jb++; jb_lt_max= jb < jb_max;
                }
              else
                {
                  r.elem (a.ridx (ja), i) = a.data (ja) / b.data (jb);
                  ja++; ja_lt_max= ja < ja_max;
                  jb++; jb_lt_max= jb < jb_max;
                }
            }
        }

      r.maybe_compress (true);
    }

  return r;
}

// Unary MSparse ops.

template <typename T>
MSparse<T>
operator + (const MSparse<T>& a)
{
  return a;
}

template <typename T>
MSparse<T>
operator - (const MSparse<T>& a)
{
  MSparse<T> retval (a);
  octave_idx_type nz = a.nnz ();
  for (octave_idx_type i = 0; i < nz; i++)
    retval.data (i) = - retval.data (i);
  return retval;
}