/* multfit/lmder.c * * Copyright (C) 1996, 1997, 1998, 1999, 2000, 2007 Brian Gough * * This program 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. * * This program 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 this program; if not, write to the Free Software * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. */ #include #include #include #include #include #include #include #include #include #include #include #include typedef struct { size_t iter; double xnorm; double fnorm; double delta; double par; gsl_matrix *J; /* Jacobian matrix */ gsl_matrix *r; /* R matrix in J = Q R P^T */ gsl_vector *tau; gsl_vector *diag; /* scaling matrix D = diag(d1,...,dp) */ gsl_vector *qtf; /* Q^T f */ gsl_vector *newton; gsl_vector *gradient; /* gradient g = J^T f */ gsl_vector *x_trial; /* trial step x + dx */ gsl_vector *f_trial; /* trial function f(x + dx) */ gsl_vector *df; gsl_vector *sdiag; gsl_vector *rptdx; const gsl_vector *weights; /* data weights */ gsl_vector *w; gsl_vector *work1; gsl_permutation * perm; } lmder_state_t; static int lmder_alloc (void *vstate, size_t n, size_t p); static int lmder_set (void *vstate, const gsl_vector * swts, gsl_multifit_function_fdf * fdf, gsl_vector * x, gsl_vector * f, gsl_vector * dx); static int lmsder_set (void *vstate, const gsl_vector * swts, gsl_multifit_function_fdf * fdf, gsl_vector * x, gsl_vector * f, gsl_vector * dx); static int set (void *vstate, const gsl_vector * swts, gsl_multifit_function_fdf * fdf, gsl_vector * x, gsl_vector * f, gsl_vector * dx, int scale); static int lmder_iterate (void *vstate, const gsl_vector * swts, gsl_multifit_function_fdf * fdf, gsl_vector * x, gsl_vector * f, gsl_vector * dx); static void lmder_free (void *vstate); static int iterate (void *vstate, const gsl_vector * swts, gsl_multifit_function_fdf * fdf, gsl_vector * x, gsl_vector * f, gsl_vector * dx, int scale); #include "lmutil.c" #include "lmpar.c" #include "lmset.c" #include "lmiterate.c" static int lmder_alloc (void *vstate, size_t n, size_t p) { lmder_state_t *state = (lmder_state_t *) vstate; gsl_matrix *r, *J; gsl_vector *tau, *diag, *qtf, *newton, *gradient, *x_trial, *f_trial, *df, *sdiag, *rptdx, *w, *work1; gsl_permutation *perm; J = gsl_matrix_alloc (n, p); if (J == 0) { GSL_ERROR ("failed to allocate space for J", GSL_ENOMEM); } state->J = J; r = gsl_matrix_alloc (n, p); if (r == 0) { GSL_ERROR ("failed to allocate space for r", GSL_ENOMEM); } state->r = r; tau = gsl_vector_calloc (GSL_MIN(n, p)); if (tau == 0) { gsl_matrix_free (r); GSL_ERROR ("failed to allocate space for tau", GSL_ENOMEM); } state->tau = tau; diag = gsl_vector_calloc (p); if (diag == 0) { gsl_matrix_free (r); gsl_vector_free (tau); GSL_ERROR ("failed to allocate space for diag", GSL_ENOMEM); } state->diag = diag; qtf = gsl_vector_calloc (n); if (qtf == 0) { gsl_matrix_free (r); gsl_vector_free (tau); gsl_vector_free (diag); GSL_ERROR ("failed to allocate space for qtf", GSL_ENOMEM); } state->qtf = qtf; newton = gsl_vector_calloc (p); if (newton == 0) { gsl_matrix_free (r); gsl_vector_free (tau); gsl_vector_free (diag); gsl_vector_free (qtf); GSL_ERROR ("failed to allocate space for newton", GSL_ENOMEM); } state->newton = newton; gradient = gsl_vector_calloc (p); if (gradient == 0) { gsl_matrix_free (r); gsl_vector_free (tau); gsl_vector_free (diag); gsl_vector_free (qtf); gsl_vector_free (newton); GSL_ERROR ("failed to allocate space for gradient", GSL_ENOMEM); } state->gradient = gradient; x_trial = gsl_vector_calloc (p); if (x_trial == 0) { gsl_matrix_free (r); gsl_vector_free (tau); gsl_vector_free (diag); gsl_vector_free (qtf); gsl_vector_free (newton); gsl_vector_free (gradient); GSL_ERROR ("failed to allocate space for x_trial", GSL_ENOMEM); } state->x_trial = x_trial; f_trial = gsl_vector_calloc (n); if (f_trial == 0) { gsl_matrix_free (r); gsl_vector_free (tau); gsl_vector_free (diag); gsl_vector_free (qtf); gsl_vector_free (newton); gsl_vector_free (gradient); gsl_vector_free (x_trial); GSL_ERROR ("failed to allocate space for f_trial", GSL_ENOMEM); } state->f_trial = f_trial; df = gsl_vector_calloc (n); if (df == 0) { gsl_matrix_free (r); gsl_vector_free (tau); gsl_vector_free (diag); gsl_vector_free (qtf); gsl_vector_free (newton); gsl_vector_free (gradient); gsl_vector_free (x_trial); gsl_vector_free (f_trial); GSL_ERROR ("failed to allocate space for df", GSL_ENOMEM); } state->df = df; sdiag = gsl_vector_calloc (p); if (sdiag == 0) { gsl_matrix_free (r); gsl_vector_free (tau); gsl_vector_free (diag); gsl_vector_free (qtf); gsl_vector_free (newton); gsl_vector_free (gradient); gsl_vector_free (x_trial); gsl_vector_free (f_trial); gsl_vector_free (df); GSL_ERROR ("failed to allocate space for sdiag", GSL_ENOMEM); } state->sdiag = sdiag; rptdx = gsl_vector_calloc (n); if (rptdx == 0) { gsl_matrix_free (r); gsl_vector_free (tau); gsl_vector_free (diag); gsl_vector_free (qtf); gsl_vector_free (newton); gsl_vector_free (gradient); gsl_vector_free (x_trial); gsl_vector_free (f_trial); gsl_vector_free (df); gsl_vector_free (sdiag); GSL_ERROR ("failed to allocate space for rptdx", GSL_ENOMEM); } state->rptdx = rptdx; w = gsl_vector_calloc (n); if (w == 0) { gsl_matrix_free (r); gsl_vector_free (tau); gsl_vector_free (diag); gsl_vector_free (qtf); gsl_vector_free (newton); gsl_vector_free (gradient); gsl_vector_free (x_trial); gsl_vector_free (f_trial); gsl_vector_free (df); gsl_vector_free (sdiag); gsl_vector_free (rptdx); GSL_ERROR ("failed to allocate space for w", GSL_ENOMEM); } state->w = w; work1 = gsl_vector_calloc (p); if (work1 == 0) { gsl_matrix_free (r); gsl_vector_free (tau); gsl_vector_free (diag); gsl_vector_free (qtf); gsl_vector_free (newton); gsl_vector_free (gradient); gsl_vector_free (x_trial); gsl_vector_free (f_trial); gsl_vector_free (df); gsl_vector_free (sdiag); gsl_vector_free (rptdx); gsl_vector_free (w); GSL_ERROR ("failed to allocate space for work1", GSL_ENOMEM); } state->work1 = work1; perm = gsl_permutation_calloc (p); if (perm == 0) { gsl_matrix_free (r); gsl_vector_free (tau); gsl_vector_free (diag); gsl_vector_free (qtf); gsl_vector_free (newton); gsl_vector_free (gradient); gsl_vector_free (x_trial); gsl_vector_free (f_trial); gsl_vector_free (df); gsl_vector_free (sdiag); gsl_vector_free (rptdx); gsl_vector_free (w); gsl_vector_free (work1); GSL_ERROR ("failed to allocate space for perm", GSL_ENOMEM); } state->perm = perm; return GSL_SUCCESS; } static int lmder_set (void *vstate, const gsl_vector * swts, gsl_multifit_function_fdf * fdf, gsl_vector * x, gsl_vector * f, gsl_vector * dx) { int status = set (vstate, swts, fdf, x, f, dx, 0); return status ; } static int lmsder_set (void *vstate, const gsl_vector * swts, gsl_multifit_function_fdf * fdf, gsl_vector * x, gsl_vector * f, gsl_vector * dx) { int status = set (vstate, swts, fdf, x, f, dx, 1); return status ; } static int lmder_iterate (void *vstate, const gsl_vector * swts, gsl_multifit_function_fdf * fdf, gsl_vector * x, gsl_vector * f, gsl_vector * dx) { int status = iterate (vstate, swts, fdf, x, f, dx, 0); return status; } static int lmsder_iterate (void *vstate, const gsl_vector * swts, gsl_multifit_function_fdf * fdf, gsl_vector * x, gsl_vector * f, gsl_vector * dx) { int status = iterate (vstate, swts, fdf, x, f, dx, 1); return status; } static int lmder_gradient (void *vstate, gsl_vector * g) { lmder_state_t *state = (lmder_state_t *) vstate; compute_gradient(state->r, state->qtf, g); return GSL_SUCCESS; } static int lmder_jac (void *vstate, gsl_matrix * J) { lmder_state_t *state = (lmder_state_t *) vstate; int s = gsl_matrix_memcpy(J, state->J); return s; } static void lmder_free (void *vstate) { lmder_state_t *state = (lmder_state_t *) vstate; if (state->perm) gsl_permutation_free (state->perm); if (state->work1) gsl_vector_free (state->work1); if (state->w) gsl_vector_free (state->w); if (state->rptdx) gsl_vector_free (state->rptdx); if (state->sdiag) gsl_vector_free (state->sdiag); if (state->df) gsl_vector_free (state->df); if (state->f_trial) gsl_vector_free (state->f_trial); if (state->x_trial) gsl_vector_free (state->x_trial); if (state->gradient) gsl_vector_free (state->gradient); if (state->newton) gsl_vector_free (state->newton); if (state->qtf) gsl_vector_free (state->qtf); if (state->diag) gsl_vector_free (state->diag); if (state->tau) gsl_vector_free (state->tau); if (state->r) gsl_matrix_free (state->r); if (state->J) gsl_matrix_free (state->J); } static const gsl_multifit_fdfsolver_type lmder_type = { "lmder", /* name */ sizeof (lmder_state_t), &lmder_alloc, &lmder_set, &lmder_iterate, &lmder_gradient, &lmder_jac, &lmder_free }; static const gsl_multifit_fdfsolver_type lmsder_type = { "lmsder", /* name */ sizeof (lmder_state_t), &lmder_alloc, &lmsder_set, &lmsder_iterate, &lmder_gradient, &lmder_jac, &lmder_free }; const gsl_multifit_fdfsolver_type *gsl_multifit_fdfsolver_lmder = &lmder_type; const gsl_multifit_fdfsolver_type *gsl_multifit_fdfsolver_lmsder = &lmsder_type;