view liboctave/numeric/oct-rand.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 aac27ad79be6
line wrap: on
line source

////////////////////////////////////////////////////////////////////////
//
// Copyright (C) 2003-2022 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 <cassert>
#include <cstdint>

#include <limits>

#include "lo-error.h"
#include "lo-ieee.h"
#include "lo-mappers.h"
#include "lo-ranlib-proto.h"
#include "mach-info.h"
#include "oct-locbuf.h"
#include "oct-rand.h"
#include "oct-time.h"
#include "quit.h"
#include "randgamma.h"
#include "randmtzig.h"
#include "randpoisson.h"
#include "singleton-cleanup.h"

OCTAVE_BEGIN_NAMESPACE(octave)

  rand *rand::m_instance = nullptr;

  rand::rand (void)
    : m_current_distribution (uniform_dist), m_use_old_generators (false),
      m_rand_states ()
  {
    initialize_ranlib_generators ();

    initialize_mersenne_twister ();
  }

  bool rand::instance_ok (void)
  {
    bool retval = true;

    if (! m_instance)
      {
        m_instance = new rand ();
        singleton_cleanup_list::add (cleanup_instance);
      }

    return retval;
  }

  double rand::do_seed (void)
  {
    union d2i { double d; int32_t i[2]; };
    union d2i u;

    mach_info::float_format ff = mach_info::native_float_format ();

    switch (ff)
      {
      case mach_info::flt_fmt_ieee_big_endian:
        F77_FUNC (getsd, GETSD) (u.i[1], u.i[0]);
        break;

      default:
        F77_FUNC (getsd, GETSD) (u.i[0], u.i[1]);
        break;
      }

    return u.d;
  }

  static int32_t
  force_to_fit_range (int32_t i, int32_t lo, int32_t hi)
  {
    assert (hi > lo && lo >= 0);

    i = (i > 0 ? i : -i);

    if (i < lo)
      i = lo;
    else if (i > hi)
      i = i % hi;

    return i;
  }

  void rand::do_seed (double s)
  {
    m_use_old_generators = true;

    int i0, i1;
    union d2i { double d; int32_t i[2]; };
    union d2i u;
    u.d = s;

    mach_info::float_format ff = mach_info::native_float_format ();

    switch (ff)
      {
      case mach_info::flt_fmt_ieee_big_endian:
        i1 = force_to_fit_range (u.i[0], 1, 2147483563);
        i0 = force_to_fit_range (u.i[1], 1, 2147483399);
        break;

      default:
        i0 = force_to_fit_range (u.i[0], 1, 2147483563);
        i1 = force_to_fit_range (u.i[1], 1, 2147483399);
        break;
      }

    F77_FUNC (setsd, SETSD) (i0, i1);
  }

  void rand::do_reset (void)
  {
    m_use_old_generators = true;
    initialize_ranlib_generators ();
  }

  uint32NDArray rand::do_state (const std::string& d)
  {
    return m_rand_states[d.empty () ? m_current_distribution : get_dist_id (d)];
  }

  void rand::do_state (const uint32NDArray& s, const std::string& d)
  {
    m_use_old_generators = false;

    int old_dist = m_current_distribution;

    int new_dist = (d.empty () ? m_current_distribution : get_dist_id (d));

    uint32NDArray saved_state;

    if (old_dist != new_dist)
      saved_state = get_internal_state ();

    set_internal_state (s);

    m_rand_states[new_dist] = get_internal_state ();

    if (old_dist != new_dist)
      m_rand_states[old_dist] = saved_state;
  }

  void rand::do_reset (const std::string& d)
  {
    m_use_old_generators = false;

    int old_dist = m_current_distribution;

    int new_dist = (d.empty () ? m_current_distribution : get_dist_id (d));

    uint32NDArray saved_state;

    if (old_dist != new_dist)
      saved_state = get_internal_state ();

    init_mersenne_twister ();
    m_rand_states[new_dist] = get_internal_state ();

    if (old_dist != new_dist)
      m_rand_states[old_dist] = saved_state;
  }

  std::string rand::do_distribution (void)
  {
    std::string retval;

    switch (m_current_distribution)
      {
      case uniform_dist:
        retval = "uniform";
        break;

      case normal_dist:
        retval = "normal";
        break;

      case expon_dist:
        retval = "exponential";
        break;

      case poisson_dist:
        retval = "poisson";
        break;

      case gamma_dist:
        retval = "gamma";
        break;

      default:
        (*current_liboctave_error_handler)
          ("rand: invalid distribution ID = %d", m_current_distribution);
        break;
      }

    return retval;
  }

  void rand::do_distribution (const std::string& d)
  {
    int id = get_dist_id (d);

    switch (id)
      {
      case uniform_dist:
        rand::uniform_distribution ();
        break;

      case normal_dist:
        rand::normal_distribution ();
        break;

      case expon_dist:
        rand::exponential_distribution ();
        break;

      case poisson_dist:
        rand::poisson_distribution ();
        break;

      case gamma_dist:
        rand::gamma_distribution ();
        break;

      default:
        (*current_liboctave_error_handler)
          ("rand: invalid distribution ID = %d", id);
        break;
      }
  }

  void rand::do_uniform_distribution (void)
  {
    switch_to_generator (uniform_dist);

    F77_FUNC (setcgn, SETCGN) (uniform_dist);
  }

  void rand::do_normal_distribution (void)
  {
    switch_to_generator (normal_dist);

    F77_FUNC (setcgn, SETCGN) (normal_dist);
  }

  void rand::do_exponential_distribution (void)
  {
    switch_to_generator (expon_dist);

    F77_FUNC (setcgn, SETCGN) (expon_dist);
  }

  void rand::do_poisson_distribution (void)
  {
    switch_to_generator (poisson_dist);

    F77_FUNC (setcgn, SETCGN) (poisson_dist);
  }

  void rand::do_gamma_distribution (void)
  {
    switch_to_generator (gamma_dist);

    F77_FUNC (setcgn, SETCGN) (gamma_dist);
  }

  template <>
  OCTAVE_API double rand::uniform<double> (void)
  {
    double retval;

    if (m_use_old_generators)
      F77_FUNC (dgenunf, DGENUNF) (0.0, 1.0, retval);
    else
      retval = rand_uniform<double> ();

    return retval;
  }

  template <>
  OCTAVE_API double rand::normal<double> (void)
  {
    double retval;

    if (m_use_old_generators)
      F77_FUNC (dgennor, DGENNOR) (0.0, 1.0, retval);
    else
      retval = rand_normal<double> ();

    return retval;
  }

  template <>
  OCTAVE_API double rand::exponential<double> (void)
  {
    double retval;

    if (m_use_old_generators)
      F77_FUNC (dgenexp, DGENEXP) (1.0, retval);
    else
      retval = rand_exponential<double> ();

    return retval;
  }

  template <>
  OCTAVE_API double rand::poisson<double> (double a)
  {
    double retval;

    if (m_use_old_generators)
      {
        if (a < 0.0 || ! math::isfinite (a))
          retval = numeric_limits<double>::NaN ();
        else
          {
            // workaround bug in ignpoi, by calling with different Mu
            F77_FUNC (dignpoi, DIGNPOI) (a + 1, retval);
            F77_FUNC (dignpoi, DIGNPOI) (a, retval);
          }
      }
    else
      retval = rand_poisson<double> (a);

    return retval;
  }

  template <>
  OCTAVE_API double rand::gamma<double> (double a)
  {
    double retval;

    if (m_use_old_generators)
      {
        if (a <= 0.0 || ! math::isfinite (a))
          retval = numeric_limits<double>::NaN ();
        else
          F77_FUNC (dgengam, DGENGAM) (1.0, a, retval);
      }
    else
      retval = rand_gamma<double> (a);

    return retval;
  }

  template <>
  OCTAVE_API float rand::uniform<float> (void)
  {
    float retval;

    if (m_use_old_generators)
      F77_FUNC (fgenunf, FGENUNF) (0.0f, 1.0f, retval);
    else
      retval = rand_uniform<float> ();

    return retval;
  }

  template <>
  OCTAVE_API float rand::normal<float> (void)
  {
    float retval;

    if (m_use_old_generators)
      F77_FUNC (fgennor, FGENNOR) (0.0f, 1.0f, retval);
    else
      retval = rand_normal<float> ();

    return retval;
  }

  template <>
  OCTAVE_API float rand::exponential<float> (void)
  {
    float retval;

    if (m_use_old_generators)
      F77_FUNC (fgenexp, FGENEXP) (1.0f, retval);
    else
      retval = rand_exponential<float> ();

    return retval;
  }

  template <>
  OCTAVE_API float rand::poisson<float> (float a)
  {
    float retval;

    if (m_use_old_generators)
      {
        if (a < 0.0f || ! math::isfinite (a))
          retval = numeric_limits<float>::NaN ();
        else
          {
            // workaround bug in ignpoi, by calling with different Mu
            F77_FUNC (fignpoi, FIGNPOI) (a + 1, retval);
            F77_FUNC (fignpoi, FIGNPOI) (a, retval);
          }
      }
    else
      {
        // Keep poisson distribution in double precision for accuracy
        retval = rand_poisson<double> (a);
      }

    return retval;
  }

  template <>
  OCTAVE_API float rand::gamma<float> (float a)
  {
    float retval;

    if (m_use_old_generators)
      {
        if (a <= 0.0f || ! math::isfinite (a))
          retval = numeric_limits<float>::NaN ();
        else
          F77_FUNC (fgengam, FGENGAM) (1.0f, a, retval);
      }
    else
      retval = rand_gamma<float> (a);

    return retval;
  }

  template <typename T>
  T rand::do_scalar (T a)
  {
    T retval = 0;

    switch (m_current_distribution)
      {
      case uniform_dist:
        retval = uniform<T> ();
        break;

      case normal_dist:
        retval = normal<T> ();
        break;

      case expon_dist:
        retval = exponential<T> ();
        break;

      case poisson_dist:
        retval = poisson<T> (a);
        break;

      case gamma_dist:
        retval = gamma<T> (a);
        break;

      default:
        (*current_liboctave_error_handler)
          ("rand: invalid distribution ID = %d", m_current_distribution);
        break;
      }

    if (! m_use_old_generators)
      save_state ();

    return retval;
  }

  template OCTAVE_API double rand::do_scalar<double> (double);
  template OCTAVE_API float rand::do_scalar<float> (float);

  template <typename T>
  Array<T>
  rand::do_vector (octave_idx_type n, T a)
  {
    Array<T> retval;

    if (n > 0)
      {
        retval.clear (n, 1);

        fill (retval.numel (), retval.fortran_vec (), a);
      }
    else if (n < 0)
      (*current_liboctave_error_handler) ("rand: invalid negative argument");

    return retval;
  }

  template OCTAVE_API Array<double>
  rand::do_vector<double> (octave_idx_type, double);
  template OCTAVE_API Array<float>
  rand::do_vector<float> (octave_idx_type, float);

  NDArray rand::do_nd_array (const dim_vector& dims, double a)
  {
    NDArray retval;

    if (! dims.all_zero ())
      {
        retval.clear (dims);

        fill (retval.numel (), retval.fortran_vec (), a);
      }

    return retval;
  }

  FloatNDArray rand::do_float_nd_array (const dim_vector& dims, float a)
  {
    FloatNDArray retval;

    if (! dims.all_zero ())
      {
        retval.clear (dims);

        fill (retval.numel (), retval.fortran_vec (), a);
      }

    return retval;
  }

  // Make the random number generator give us a different sequence every
  // time we start octave unless we specifically set the seed.  The
  // technique used below will cycle monthly, but it does seem to
  // work ok to give fairly different seeds each time Octave starts.

  void rand::initialize_ranlib_generators (void)
  {
    sys::localtime tm;
    int stored_distribution = m_current_distribution;
    F77_FUNC (setcgn, SETCGN) (uniform_dist);

    int hour = tm.hour () + 1;
    int minute = tm.min () + 1;
    int second = tm.sec () + 1;

    int32_t s0 = tm.mday () * hour * minute * second;
    int32_t s1 = hour * minute * second;

    s0 = force_to_fit_range (s0, 1, 2147483563);
    s1 = force_to_fit_range (s1, 1, 2147483399);

    F77_FUNC (setall, SETALL) (s0, s1);
    F77_FUNC (setcgn, SETCGN) (stored_distribution);
  }

  void rand::initialize_mersenne_twister (void)
  {
    uint32NDArray s;

    init_mersenne_twister ();
    s = get_internal_state ();
    m_rand_states[uniform_dist] = s;

    init_mersenne_twister ();
    s = get_internal_state ();
    m_rand_states[normal_dist] = s;

    init_mersenne_twister ();
    s = get_internal_state ();
    m_rand_states[expon_dist] = s;

    init_mersenne_twister ();
    s = get_internal_state ();
    m_rand_states[poisson_dist] = s;

    init_mersenne_twister ();
    s = get_internal_state ();
    m_rand_states[gamma_dist] = s;

    // All of the initializations above have messed with the internal state.
    // Restore the state of the currently selected distribution.
    set_internal_state (m_rand_states[m_current_distribution]);
  }

  uint32NDArray rand::get_internal_state (void)
  {
    uint32NDArray s (dim_vector (MT_N + 1, 1));

    get_mersenne_twister_state (reinterpret_cast<uint32_t *> (s.fortran_vec ()));

    return s;
  }

  void rand::save_state (void)
  {
    m_rand_states[m_current_distribution] = get_internal_state ();;
  }

  int rand::get_dist_id (const std::string& d)
  {
    int retval = unknown_dist;

    if (d == "uniform" || d == "rand")
      retval = uniform_dist;
    else if (d == "normal" || d == "randn")
      retval = normal_dist;
    else if (d == "exponential" || d == "rande")
      retval = expon_dist;
    else if (d == "poisson" || d == "randp")
      retval = poisson_dist;
    else if (d == "gamma" || d == "randg")
      retval = gamma_dist;
    else
      (*current_liboctave_error_handler)
        ("rand: invalid distribution '%s'", d.c_str ());

    return retval;
  }

  void rand::set_internal_state (const uint32NDArray& s)
  {
    octave_idx_type len = s.numel ();

    const uint32_t *sdata = reinterpret_cast <const uint32_t *> (s.data ());

    if (len == MT_N + 1 && sdata[MT_N] <= MT_N && sdata[MT_N] > 0)
      set_mersenne_twister_state (sdata);
    else
      init_mersenne_twister (sdata, len);
  }

  void rand::switch_to_generator (int dist)
  {
    if (dist != m_current_distribution)
      {
        m_current_distribution = dist;

        set_internal_state (m_rand_states[dist]);
      }
  }

  void rand::fill (octave_idx_type len, double *v, double a)
  {
    if (len < 1)
      return;

    switch (m_current_distribution)
      {
      case uniform_dist:
        if (m_use_old_generators)
          std::generate_n (v, len, [](void) { double x; F77_FUNC (dgenunf, DGENUNF) (0.0, 1.0, x); return x; });
        else
          rand_uniform<double> (len, v);
        break;

      case normal_dist:
        if (m_use_old_generators)
          std::generate_n (v, len, [](void) { double x; F77_FUNC (dgennor, DGENNOR) (0.0, 1.0, x); return x; });
        else
          rand_normal<double> (len, v);
        break;

      case expon_dist:
        if (m_use_old_generators)
          std::generate_n (v, len, [](void) { double x; F77_FUNC (dgenexp, DGENEXP) (1.0, x); return x; });
        else
          rand_exponential<double> (len, v);
        break;

      case poisson_dist:
        if (m_use_old_generators)
          {
            if (a < 0.0 || ! math::isfinite (a))
              std::fill_n (v, len, numeric_limits<double>::NaN ());
            else
              {
                // workaround bug in ignpoi, by calling with different Mu
                double tmp;
                F77_FUNC (dignpoi, DIGNPOI) (a + 1, tmp);
                std::generate_n (v, len, [a](void) { double x; F77_FUNC (dignpoi, DIGNPOI) (a, x); return x; });
              }
          }
        else
          rand_poisson<double> (a, len, v);
        break;

      case gamma_dist:
        if (m_use_old_generators)
          {
            if (a <= 0.0 || ! math::isfinite (a))
              std::fill_n (v, len, numeric_limits<double>::NaN ());
            else
              std::generate_n (v, len, [a](void) { double x; F77_FUNC (dgengam, DGENGAM) (1.0, a, x); return x; });
          }
        else
          rand_gamma<double> (a, len, v);
        break;

      default:
        (*current_liboctave_error_handler)
          ("rand: invalid distribution ID = %d", m_current_distribution);
        break;
      }

    save_state ();

    return;
  }

  void rand::fill (octave_idx_type len, float *v, float a)
  {
    if (len < 1)
      return;

    switch (m_current_distribution)
      {
      case uniform_dist:
        if (m_use_old_generators)
          std::generate_n (v, len, [](void) { float x; F77_FUNC (fgenunf, FGENUNF) (0.0f, 1.0f, x); return x; });
        else
          rand_uniform<float> (len, v);
        break;

      case normal_dist:
        if (m_use_old_generators)
          std::generate_n (v, len, [](void) { float x; F77_FUNC (fgennor, FGENNOR) (0.0f, 1.0f, x); return x; });
        else
          rand_normal<float> (len, v);
        break;

      case expon_dist:
        if (m_use_old_generators)
          std::generate_n (v, len, [](void) { float x; F77_FUNC (fgenexp, FGENEXP) (1.0f, x); return x; });
        else
          rand_exponential<float> (len, v);
        break;

      case poisson_dist:
        if (m_use_old_generators)
          {
            if (a < 0.0f || ! math::isfinite (a))
              std::fill_n (v, len, numeric_limits<float>::NaN ());
            else
              {
                // workaround bug in ignpoi, by calling with different Mu
                float tmp;
                F77_FUNC (fignpoi, FIGNPOI) (a + 1, tmp);
                std::generate_n (v, len, [a](void) { float x; F77_FUNC (fignpoi, FIGNPOI) (a, x); return x; });
              }
          }
        else
          rand_poisson<float> (a, len, v);
        break;

      case gamma_dist:
        if (m_use_old_generators)
          {
            if (a <= 0.0f || ! math::isfinite (a))
              std::fill_n (v, len, numeric_limits<float>::NaN ());
            else
              std::generate_n (v, len, [a](void) { float x; F77_FUNC (fgengam, FGENGAM) (1.0f, a, x); return x; });
          }
        else
          rand_gamma<float> (a, len, v);
        break;

      default:
        (*current_liboctave_error_handler)
          ("rand: invalid distribution ID = %d", m_current_distribution);
        break;
      }

    save_state ();

    return;
  }

OCTAVE_END_NAMESPACE(octave)