view liboctave/numeric/sparse-chol.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, 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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 aac27ad79be6
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/>.
//
////////////////////////////////////////////////////////////////////////

#if defined (HAVE_CONFIG_H)
#  include "config.h"
#endif

#include <cstddef>

#include "CSparse.h"
#include "MatrixType.h"
#include "dRowVector.h"
#include "dSparse.h"
#include "lo-error.h"
#include "oct-cmplx.h"
#include "oct-sparse.h"
#include "oct-spparms.h"
#include "quit.h"
#include "sparse-chol.h"
#include "sparse-util.h"

OCTAVE_BEGIN_NAMESPACE(octave)

OCTAVE_BEGIN_NAMESPACE(math)

    template <typename chol_type>
    class sparse_chol<chol_type>::sparse_chol_rep
    {
    public:

      sparse_chol_rep (void)
        : m_is_pd (false), m_minor_p (0), m_perm (), m_rcond (0)
#if defined (HAVE_CHOLMOD)
        , m_L (nullptr), m_common ()
#endif
      { }

      sparse_chol_rep (const chol_type& a, bool natural, bool force)
        : m_is_pd (false), m_minor_p (0), m_perm (), m_rcond (0)
#if defined (HAVE_CHOLMOD)
        , m_L (nullptr), m_common ()
#endif
      {
        init (a, natural, force);
      }

      sparse_chol_rep (const chol_type& a, octave_idx_type& info,
                       bool natural, bool force)
        : m_is_pd (false), m_minor_p (0), m_perm (), m_rcond (0)
#if defined (HAVE_CHOLMOD)
        , m_L (nullptr), m_common ()
#endif
      {
        info = init (a, natural, force);
      }

      // No copying!

      sparse_chol_rep (const sparse_chol_rep&) = delete;

      sparse_chol_rep& operator = (const sparse_chol_rep&) = delete;

      ~sparse_chol_rep (void)
      {
#if defined (HAVE_CHOLMOD)
        if (m_L)
          CHOLMOD_NAME (free_sparse) (&m_L, &m_common);

        CHOLMOD_NAME(finish) (&m_common);
#endif
      }

#if defined (HAVE_CHOLMOD)
      cholmod_sparse * L (void) const
      {
        return m_L;
      }
#endif

      octave_idx_type P (void) const
      {
#if defined (HAVE_CHOLMOD)
        return (m_minor_p == static_cast<octave_idx_type> (m_L->ncol) ?
                0 : m_minor_p + 1);
#else
        return 0;
#endif
      }

      RowVector perm (void) const { return m_perm + 1; }

      SparseMatrix Q (void) const;

      bool is_positive_definite (void) const { return m_is_pd; }

      double rcond (void) const { return m_rcond; }

    private:

      bool m_is_pd;

      octave_idx_type m_minor_p;

      RowVector m_perm;

      double m_rcond;

#if defined (HAVE_CHOLMOD)
      cholmod_sparse *m_L;

      cholmod_common m_common;

      void drop_zeros (const cholmod_sparse *S);
#endif

      octave_idx_type init (const chol_type& a, bool natural, bool force);
    };

#if defined (HAVE_CHOLMOD)

    // Can't use CHOLMOD_NAME(drop)(0.0, S, cm) because it doesn't treat
    // complex matrices.

    template <typename chol_type>
    void
    sparse_chol<chol_type>::sparse_chol_rep::drop_zeros (const cholmod_sparse *S)
    {
      if (! S)
        return;

      octave_idx_type *Sp = static_cast<octave_idx_type *>(S->p);
      octave_idx_type *Si = static_cast<octave_idx_type *>(S->i);
      chol_elt *Sx = static_cast<chol_elt *>(S->x);

      octave_idx_type pdest = 0;
      octave_idx_type ncol = S->ncol;

      for (octave_idx_type k = 0; k < ncol; k++)
        {
          octave_idx_type p = Sp[k];
          octave_idx_type pend = Sp[k+1];
          Sp[k] = pdest;

          for (; p < pend; p++)
            {
              chol_elt sik = Sx[p];

              if (CHOLMOD_IS_NONZERO (sik))
                {
                  if (p != pdest)
                    {
                      Si[pdest] = Si[p];
                      Sx[pdest] = sik;
                    }

                  pdest++;
                }
            }
        }

      Sp[ncol] = pdest;
    }

    // Must provide a specialization for this function.
    template <typename T>
    int
    get_xtype (void);

    template <>
    inline int
    get_xtype<double> (void)
    {
      return CHOLMOD_REAL;
    }

    template <>
    inline int
    get_xtype<Complex> (void)
    {
      return CHOLMOD_COMPLEX;
    }

#endif

    template <typename chol_type>
    octave_idx_type
    sparse_chol<chol_type>::sparse_chol_rep::init (const chol_type& a,
                                                   bool natural, bool force)
    {
      volatile octave_idx_type info = 0;

#if defined (HAVE_CHOLMOD)

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

      if (a_nr != a_nc)
        (*current_liboctave_error_handler)
          ("sparse_chol requires square matrix");

      cholmod_common *cm = &m_common;

      // Setup initial parameters

      CHOLMOD_NAME(start) (cm);
      cm->prefer_zomplex = false;

      double spu = sparse_params::get_key ("spumoni");

      if (spu == 0.)
        {
          cm->print = -1;
          SUITESPARSE_ASSIGN_FPTR (printf_func, cm->print_function, nullptr);
        }
      else
        {
          cm->print = static_cast<int> (spu) + 2;
          SUITESPARSE_ASSIGN_FPTR (printf_func, cm->print_function,
                                   &SparseCholPrint);
        }

      cm->error_handler = &SparseCholError;

      SUITESPARSE_ASSIGN_FPTR2 (divcomplex_func, cm->complex_divide,
                                divcomplex);

      SUITESPARSE_ASSIGN_FPTR2 (hypot_func, cm->hypotenuse, hypot);

      cm->final_asis = false;
      cm->final_super = false;
      cm->final_ll = true;
      cm->final_pack = true;
      cm->final_monotonic = true;
      cm->final_resymbol = false;

      cholmod_sparse A;
      cholmod_sparse *ac = &A;
      double dummy;

      ac->nrow = a_nr;
      ac->ncol = a_nc;

      ac->p = a.cidx ();
      ac->i = a.ridx ();
      ac->nzmax = a.nnz ();
      ac->packed = true;
      ac->sorted = true;
      ac->nz = nullptr;
#if defined (OCTAVE_ENABLE_64)
      ac->itype = CHOLMOD_LONG;
#else
      ac->itype = CHOLMOD_INT;
#endif
      ac->dtype = CHOLMOD_DOUBLE;
      ac->stype = 1;
      ac->xtype = get_xtype<chol_elt> ();

      if (a_nr < 1)
        ac->x = &dummy;
      else
        ac->x = a.data ();

      // use natural ordering if no q output parameter
      if (natural)
        {
          cm->nmethods = 1;
          cm->method[0].ordering = CHOLMOD_NATURAL;
          cm->postorder = false;
        }

      cholmod_factor *Lfactor = CHOLMOD_NAME(analyze) (ac, cm);
      CHOLMOD_NAME(factorize) (ac, Lfactor, cm);

      m_is_pd = cm->status == CHOLMOD_OK;
      info = (m_is_pd ? 0 : cm->status);

      if (m_is_pd || force)
        {
          m_rcond = CHOLMOD_NAME(rcond) (Lfactor, cm);

          m_minor_p = Lfactor->minor;

          m_L = CHOLMOD_NAME(factor_to_sparse) (Lfactor, cm);

          if (m_minor_p > 0 && m_minor_p < a_nr)
            {
              std::size_t n1 = a_nr + 1;
              m_L->p = CHOLMOD_NAME(realloc) (m_minor_p+1,
                                              sizeof(octave_idx_type),
                                              m_L->p, &n1, cm);

              CHOLMOD_NAME(reallocate_sparse)
                (static_cast<octave_idx_type *>(m_L->p)[m_minor_p],
                 m_L, cm);

              m_L->ncol = m_minor_p;
            }

          drop_zeros (m_L);

          if (! natural)
            {
              m_perm.resize (a_nr);
              for (octave_idx_type i = 0; i < a_nr; i++)
                m_perm(i) = static_cast<octave_idx_type *>(Lfactor->Perm)[i];
            }
        }

      // NAME used to prefix statistics report from print_common
      static char blank_name[] = " ";

      CHOLMOD_NAME(print_common) (blank_name, cm);
      CHOLMOD_NAME(free_factor) (&Lfactor, cm);

      return info;

#else

      octave_unused_parameter (a);
      octave_unused_parameter (natural);
      octave_unused_parameter (force);

      (*current_liboctave_error_handler)
        ("support for CHOLMOD was unavailable or disabled when liboctave was built");

      return info;

#endif
    }

    template <typename chol_type>
    SparseMatrix
    sparse_chol<chol_type>::sparse_chol_rep::Q (void) const
    {
#if defined (HAVE_CHOLMOD)

      octave_idx_type n = m_L->nrow;
      SparseMatrix p (n, n, n);

      for (octave_idx_type i = 0; i < n; i++)
        {
          p.xcidx (i) = i;
          p.xridx (i) = static_cast<octave_idx_type> (m_perm (i));
          p.xdata (i) = 1;
        }

      p.xcidx (n) = n;

      return p;

#else

      return SparseMatrix ();

#endif
    }

    template <typename chol_type>
    sparse_chol<chol_type>::sparse_chol (void)
      : m_rep (new typename sparse_chol<chol_type>::sparse_chol_rep ())
    { }

    template <typename chol_type>
    sparse_chol<chol_type>::sparse_chol (const chol_type& a, bool natural,
                                         bool force)
      : m_rep (new typename
               sparse_chol<chol_type>::sparse_chol_rep (a, natural, force))
    { }

    template <typename chol_type>
    sparse_chol<chol_type>::sparse_chol (const chol_type& a,
                                         octave_idx_type& info,
                                         bool natural, bool force)
      : m_rep (new typename
               sparse_chol<chol_type>::sparse_chol_rep (a, info, natural, force))
    { }

    template <typename chol_type>
    sparse_chol<chol_type>::sparse_chol (const chol_type& a,
                                         octave_idx_type& info,
                                         bool natural)
      : m_rep (new typename
               sparse_chol<chol_type>::sparse_chol_rep (a, info, natural, false))
    { }

    template <typename chol_type>
    sparse_chol<chol_type>::sparse_chol (const chol_type& a,
                                         octave_idx_type& info)
      : m_rep (new typename
               sparse_chol<chol_type>::sparse_chol_rep (a, info, false, false))
    { }

    template <typename chol_type>
    chol_type
    sparse_chol<chol_type>::L (void) const
    {
#if defined (HAVE_CHOLMOD)

      cholmod_sparse *m = m_rep->L ();

      octave_idx_type nc = m->ncol;
      octave_idx_type nnz = m->nzmax;

      chol_type ret (m->nrow, nc, nnz);

      for (octave_idx_type j = 0; j < nc+1; j++)
        ret.xcidx (j) = static_cast<octave_idx_type *>(m->p)[j];

      for (octave_idx_type i = 0; i < nnz; i++)
        {
          ret.xridx (i) = static_cast<octave_idx_type *>(m->i)[i];
          ret.xdata (i) = static_cast<chol_elt *>(m->x)[i];
        }

      return ret;

#else

      return chol_type ();

#endif
    }

    template <typename chol_type>
    octave_idx_type
    sparse_chol<chol_type>::P (void) const
    {
      return m_rep->P ();
    }

    template <typename chol_type>
    RowVector
    sparse_chol<chol_type>::perm (void) const
    {
      return m_rep->perm ();
    }

    template <typename chol_type>
    SparseMatrix
    sparse_chol<chol_type>::Q (void) const
    {
      return m_rep->Q ();
    }

    template <typename chol_type>
    bool
    sparse_chol<chol_type>::is_positive_definite (void) const
    {
      return m_rep->is_positive_definite ();
    }

    template <typename chol_type>
    double
    sparse_chol<chol_type>::rcond (void) const
    {
      return m_rep->rcond ();
    }

    template <typename chol_type>
    chol_type
    sparse_chol<chol_type>::inverse (void) const
    {
      chol_type retval;

#if defined (HAVE_CHOLMOD)

      cholmod_sparse *m = m_rep->L ();
      octave_idx_type n = m->ncol;
      RowVector m_perm = m_rep->perm ();
      double rcond2;
      octave_idx_type info;
      MatrixType mattype (MatrixType::Upper);
      chol_type linv = L ().hermitian ().inverse (mattype, info, rcond2, 1, 0);

      if (m_perm.numel () == n)
        {
          SparseMatrix Qc = Q ();

          retval = Qc * linv * linv.hermitian () * Qc.transpose ();
        }
      else
        retval = linv * linv.hermitian ();

#endif

      return retval;
    }

    template <typename chol_type>
    chol_type
    chol2inv (const chol_type& r)
    {
      octave_idx_type r_nr = r.rows ();
      octave_idx_type r_nc = r.cols ();
      chol_type retval;

      if (r_nr != r_nc)
        (*current_liboctave_error_handler) ("U must be a square matrix");

      MatrixType mattype (r);
      int typ = mattype.type (false);
      double rcond;
      octave_idx_type info;
      chol_type rtra, multip;

      if (typ == MatrixType::Upper)
        {
          rtra = r.transpose ();
          multip = (rtra*r);
        }
      else if (typ == MatrixType::Lower)
        {
          rtra = r.transpose ();
          multip = (r*rtra);
        }
      else
        (*current_liboctave_error_handler) ("U must be a triangular matrix");

      MatrixType mattypenew (multip);
      retval = multip.inverse (mattypenew, info, rcond, true, false);
      return retval;
    }

    // SparseComplexMatrix specialization (the value for the NATURAL
    // parameter in the sparse_chol<T>::sparse_chol_rep constructor is
    // different from the default).

    template <>
    OCTAVE_API
    sparse_chol<SparseComplexMatrix>::sparse_chol (const SparseComplexMatrix& a,
                                                   octave_idx_type& info)
      : m_rep (new sparse_chol<SparseComplexMatrix>::sparse_chol_rep (a, info,
                                                                      true,
                                                                      false))
    { }

    // Instantiations we need.

    template class OCTAVE_API sparse_chol<SparseMatrix>;

    template class sparse_chol<SparseComplexMatrix>;

    template OCTAVE_API SparseMatrix
    chol2inv<SparseMatrix> (const SparseMatrix& r);

    template OCTAVE_API SparseComplexMatrix
    chol2inv<SparseComplexMatrix> (const SparseComplexMatrix& r);

OCTAVE_END_NAMESPACE(math)
OCTAVE_END_NAMESPACE(octave)