Blame linalg/luc.c

Packit 67cb25
/* linalg/luc.c
Packit 67cb25
 * 
Packit 67cb25
 * Copyright (C) 2001, 2007, 2009 Brian Gough
Packit 67cb25
 * 
Packit 67cb25
 * This program is free software; you can redistribute it and/or modify
Packit 67cb25
 * it under the terms of the GNU General Public License as published by
Packit 67cb25
 * the Free Software Foundation; either version 3 of the License, or (at
Packit 67cb25
 * your option) any later version.
Packit 67cb25
 * 
Packit 67cb25
 * This program is distributed in the hope that it will be useful, but
Packit 67cb25
 * WITHOUT ANY WARRANTY; without even the implied warranty of
Packit 67cb25
 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
Packit 67cb25
 * General Public License for more details.
Packit 67cb25
 * 
Packit 67cb25
 * You should have received a copy of the GNU General Public License
Packit 67cb25
 * along with this program; if not, write to the Free Software
Packit 67cb25
 * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
Packit 67cb25
 */
Packit 67cb25
Packit 67cb25
#include <config.h>
Packit 67cb25
#include <stdlib.h>
Packit 67cb25
#include <string.h>
Packit 67cb25
#include <gsl/gsl_math.h>
Packit 67cb25
#include <gsl/gsl_vector.h>
Packit 67cb25
#include <gsl/gsl_matrix.h>
Packit 67cb25
#include <gsl/gsl_complex.h>
Packit 67cb25
#include <gsl/gsl_complex_math.h>
Packit 67cb25
#include <gsl/gsl_permute_vector.h>
Packit 67cb25
#include <gsl/gsl_blas.h>
Packit 67cb25
#include <gsl/gsl_complex_math.h>
Packit 67cb25
Packit 67cb25
#include <gsl/gsl_linalg.h>
Packit 67cb25
Packit 67cb25
static int singular (const gsl_matrix_complex * LU);
Packit 67cb25
Packit 67cb25
/* Factorise a general N x N complex matrix A into,
Packit 67cb25
 *
Packit 67cb25
 *   P A = L U
Packit 67cb25
 *
Packit 67cb25
 * where P is a permutation matrix, L is unit lower triangular and U
Packit 67cb25
 * is upper triangular.
Packit 67cb25
 *
Packit 67cb25
 * L is stored in the strict lower triangular part of the input
Packit 67cb25
 * matrix. The diagonal elements of L are unity and are not stored.
Packit 67cb25
 *
Packit 67cb25
 * U is stored in the diagonal and upper triangular part of the
Packit 67cb25
 * input matrix.  
Packit 67cb25
 * 
Packit 67cb25
 * P is stored in the permutation p. Column j of P is column k of the
Packit 67cb25
 * identity matrix, where k = permutation->data[j]
Packit 67cb25
 *
Packit 67cb25
 * signum gives the sign of the permutation, (-1)^n, where n is the
Packit 67cb25
 * number of interchanges in the permutation. 
Packit 67cb25
 *
Packit 67cb25
 * See Golub & Van Loan, Matrix Computations, Algorithm 3.4.1 (Gauss
Packit 67cb25
 * Elimination with Partial Pivoting).
Packit 67cb25
 */
Packit 67cb25
Packit 67cb25
int
Packit 67cb25
gsl_linalg_complex_LU_decomp (gsl_matrix_complex * A, gsl_permutation * p, int *signum)
Packit 67cb25
{
Packit 67cb25
  if (A->size1 != A->size2)
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("LU decomposition requires square matrix", GSL_ENOTSQR);
Packit 67cb25
    }
Packit 67cb25
  else if (p->size != A->size1)
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("permutation length must match matrix size", GSL_EBADLEN);
Packit 67cb25
    }
Packit 67cb25
  else
Packit 67cb25
    {
Packit 67cb25
      const size_t N = A->size1;
Packit 67cb25
      size_t i, j, k;
Packit 67cb25
Packit 67cb25
      *signum = 1;
Packit 67cb25
      gsl_permutation_init (p);
Packit 67cb25
Packit 67cb25
      for (j = 0; j < N - 1; j++)
Packit 67cb25
        {
Packit 67cb25
          /* Find maximum in the j-th column */
Packit 67cb25
Packit 67cb25
          gsl_complex ajj = gsl_matrix_complex_get (A, j, j);
Packit 67cb25
          double max = gsl_complex_abs (ajj);
Packit 67cb25
          size_t i_pivot = j;
Packit 67cb25
Packit 67cb25
          for (i = j + 1; i < N; i++)
Packit 67cb25
            {
Packit 67cb25
              gsl_complex aij = gsl_matrix_complex_get (A, i, j);
Packit 67cb25
              double ai = gsl_complex_abs (aij);
Packit 67cb25
Packit 67cb25
              if (ai > max)
Packit 67cb25
                {
Packit 67cb25
                  max = ai;
Packit 67cb25
                  i_pivot = i;
Packit 67cb25
                }
Packit 67cb25
            }
Packit 67cb25
Packit 67cb25
          if (i_pivot != j)
Packit 67cb25
            {
Packit 67cb25
              gsl_matrix_complex_swap_rows (A, j, i_pivot);
Packit 67cb25
              gsl_permutation_swap (p, j, i_pivot);
Packit 67cb25
              *signum = -(*signum);
Packit 67cb25
            }
Packit 67cb25
Packit 67cb25
          ajj = gsl_matrix_complex_get (A, j, j);
Packit 67cb25
Packit 67cb25
          if (!(GSL_REAL(ajj) == 0.0 && GSL_IMAG(ajj) == 0.0))
Packit 67cb25
            {
Packit 67cb25
              for (i = j + 1; i < N; i++)
Packit 67cb25
                {
Packit 67cb25
                  gsl_complex aij_orig = gsl_matrix_complex_get (A, i, j);
Packit 67cb25
                  gsl_complex aij = gsl_complex_div (aij_orig, ajj);
Packit 67cb25
                  gsl_matrix_complex_set (A, i, j, aij);
Packit 67cb25
Packit 67cb25
                  for (k = j + 1; k < N; k++)
Packit 67cb25
                    {
Packit 67cb25
                      gsl_complex aik = gsl_matrix_complex_get (A, i, k);
Packit 67cb25
                      gsl_complex ajk = gsl_matrix_complex_get (A, j, k);
Packit 67cb25
                      
Packit 67cb25
                      /* aik = aik - aij * ajk */
Packit 67cb25
Packit 67cb25
                      gsl_complex aijajk = gsl_complex_mul (aij, ajk);
Packit 67cb25
                      gsl_complex aik_new = gsl_complex_sub (aik, aijajk);
Packit 67cb25
Packit 67cb25
                      gsl_matrix_complex_set (A, i, k, aik_new);
Packit 67cb25
                    }
Packit 67cb25
                }
Packit 67cb25
            }
Packit 67cb25
        }
Packit 67cb25
      
Packit 67cb25
      return GSL_SUCCESS;
Packit 67cb25
    }
Packit 67cb25
}
Packit 67cb25
Packit 67cb25
int
Packit 67cb25
gsl_linalg_complex_LU_solve (const gsl_matrix_complex * LU, const gsl_permutation * p, const gsl_vector_complex * b, gsl_vector_complex * x)
Packit 67cb25
{
Packit 67cb25
  if (LU->size1 != LU->size2)
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("LU matrix must be square", GSL_ENOTSQR);
Packit 67cb25
    }
Packit 67cb25
  else if (LU->size1 != p->size)
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("permutation length must match matrix size", GSL_EBADLEN);
Packit 67cb25
    }
Packit 67cb25
  else if (LU->size1 != b->size)
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("matrix size must match b size", GSL_EBADLEN);
Packit 67cb25
    }
Packit 67cb25
  else if (LU->size2 != x->size)
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("matrix size must match solution size", GSL_EBADLEN);
Packit 67cb25
    }
Packit 67cb25
  else if (singular (LU)) 
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("matrix is singular", GSL_EDOM);
Packit 67cb25
    }
Packit 67cb25
  else
Packit 67cb25
    {
Packit 67cb25
      int status;
Packit 67cb25
Packit 67cb25
      /* Copy x <- b */
Packit 67cb25
Packit 67cb25
      gsl_vector_complex_memcpy (x, b);
Packit 67cb25
Packit 67cb25
      /* Solve for x */
Packit 67cb25
Packit 67cb25
      status = gsl_linalg_complex_LU_svx (LU, p, x);
Packit 67cb25
Packit 67cb25
      return status;
Packit 67cb25
    }
Packit 67cb25
}
Packit 67cb25
Packit 67cb25
Packit 67cb25
int
Packit 67cb25
gsl_linalg_complex_LU_svx (const gsl_matrix_complex * LU, const gsl_permutation * p, gsl_vector_complex * x)
Packit 67cb25
{
Packit 67cb25
  if (LU->size1 != LU->size2)
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("LU matrix must be square", GSL_ENOTSQR);
Packit 67cb25
    }
Packit 67cb25
  else if (LU->size1 != p->size)
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("permutation length must match matrix size", GSL_EBADLEN);
Packit 67cb25
    }
Packit 67cb25
  else if (LU->size1 != x->size)
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("matrix size must match solution/rhs size", GSL_EBADLEN);
Packit 67cb25
    }
Packit 67cb25
  else if (singular (LU)) 
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("matrix is singular", GSL_EDOM);
Packit 67cb25
    }
Packit 67cb25
  else
Packit 67cb25
    {
Packit 67cb25
      /* Apply permutation to RHS */
Packit 67cb25
Packit 67cb25
      gsl_permute_vector_complex (p, x);
Packit 67cb25
Packit 67cb25
      /* Solve for c using forward-substitution, L c = P b */
Packit 67cb25
Packit 67cb25
      gsl_blas_ztrsv (CblasLower, CblasNoTrans, CblasUnit, LU, x);
Packit 67cb25
Packit 67cb25
      /* Perform back-substitution, U x = c */
Packit 67cb25
Packit 67cb25
      gsl_blas_ztrsv (CblasUpper, CblasNoTrans, CblasNonUnit, LU, x);
Packit 67cb25
Packit 67cb25
      return GSL_SUCCESS;
Packit 67cb25
    }
Packit 67cb25
}
Packit 67cb25
Packit 67cb25
Packit 67cb25
int
Packit 67cb25
gsl_linalg_complex_LU_refine (const gsl_matrix_complex * A, const gsl_matrix_complex * LU, const gsl_permutation * p, const gsl_vector_complex * b, gsl_vector_complex * x, gsl_vector_complex * work)
Packit 67cb25
{
Packit 67cb25
  if (A->size1 != A->size2)
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("matrix a must be square", GSL_ENOTSQR);
Packit 67cb25
    }
Packit 67cb25
  if (LU->size1 != LU->size2)
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("LU matrix must be square", GSL_ENOTSQR);
Packit 67cb25
    }
Packit 67cb25
  else if (A->size1 != LU->size2)
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("LU matrix must be decomposition of a", GSL_ENOTSQR);
Packit 67cb25
    }
Packit 67cb25
  else if (LU->size1 != p->size)
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("permutation length must match matrix size", GSL_EBADLEN);
Packit 67cb25
    }
Packit 67cb25
  else if (LU->size1 != b->size)
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("matrix size must match b size", GSL_EBADLEN);
Packit 67cb25
    }
Packit 67cb25
  else if (LU->size1 != x->size)
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("matrix size must match solution size", GSL_EBADLEN);
Packit 67cb25
    }
Packit 67cb25
  else if (LU->size1 != work->size)
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("matrix size must match workspace size", GSL_EBADLEN);
Packit 67cb25
    }
Packit 67cb25
  else if (singular (LU)) 
Packit 67cb25
    {
Packit 67cb25
      GSL_ERROR ("matrix is singular", GSL_EDOM);
Packit 67cb25
    }
Packit 67cb25
  else
Packit 67cb25
    {
Packit 67cb25
      int status;
Packit 67cb25
Packit 67cb25
      /* Compute residual = (A * x  - b) */
Packit 67cb25
Packit 67cb25
      gsl_vector_complex_memcpy (work, b);
Packit 67cb25
Packit 67cb25
      {
Packit 67cb25
        gsl_complex one = GSL_COMPLEX_ONE;
Packit 67cb25
        gsl_complex negone = GSL_COMPLEX_NEGONE;
Packit 67cb25
        gsl_blas_zgemv (CblasNoTrans, one, A, x, negone, work);
Packit 67cb25
      }
Packit 67cb25
Packit 67cb25
      /* Find correction, delta = - (A^-1) * residual, and apply it */
Packit 67cb25
Packit 67cb25
      status = gsl_linalg_complex_LU_svx (LU, p, work);
Packit 67cb25
Packit 67cb25
      {
Packit 67cb25
        gsl_complex negone= GSL_COMPLEX_NEGONE;
Packit 67cb25
        gsl_blas_zaxpy (negone, work, x);
Packit 67cb25
      }
Packit 67cb25
Packit 67cb25
      return status;
Packit 67cb25
    }
Packit 67cb25
}
Packit 67cb25
Packit 67cb25
int
Packit 67cb25
gsl_linalg_complex_LU_invert (const gsl_matrix_complex * LU, const gsl_permutation * p, gsl_matrix_complex * inverse)
Packit 67cb25
{
Packit 67cb25
  size_t i, n = LU->size1;
Packit 67cb25
Packit 67cb25
  int status = GSL_SUCCESS;
Packit 67cb25
Packit 67cb25
  gsl_matrix_complex_set_identity (inverse);
Packit 67cb25
Packit 67cb25
  for (i = 0; i < n; i++)
Packit 67cb25
    {
Packit 67cb25
      gsl_vector_complex_view c = gsl_matrix_complex_column (inverse, i);
Packit 67cb25
      int status_i = gsl_linalg_complex_LU_svx (LU, p, &(c.vector));
Packit 67cb25
Packit 67cb25
      if (status_i)
Packit 67cb25
        status = status_i;
Packit 67cb25
    }
Packit 67cb25
Packit 67cb25
  return status;
Packit 67cb25
}
Packit 67cb25
Packit 67cb25
gsl_complex
Packit 67cb25
gsl_linalg_complex_LU_det (gsl_matrix_complex * LU, int signum)
Packit 67cb25
{
Packit 67cb25
  size_t i, n = LU->size1;
Packit 67cb25
Packit 67cb25
  gsl_complex det = gsl_complex_rect((double) signum, 0.0);
Packit 67cb25
Packit 67cb25
  for (i = 0; i < n; i++)
Packit 67cb25
    {
Packit 67cb25
      gsl_complex zi = gsl_matrix_complex_get (LU, i, i);
Packit 67cb25
      det = gsl_complex_mul (det, zi);
Packit 67cb25
    }
Packit 67cb25
Packit 67cb25
  return det;
Packit 67cb25
}
Packit 67cb25
Packit 67cb25
Packit 67cb25
double
Packit 67cb25
gsl_linalg_complex_LU_lndet (gsl_matrix_complex * LU)
Packit 67cb25
{
Packit 67cb25
  size_t i, n = LU->size1;
Packit 67cb25
Packit 67cb25
  double lndet = 0.0;
Packit 67cb25
Packit 67cb25
  for (i = 0; i < n; i++)
Packit 67cb25
    {
Packit 67cb25
      gsl_complex z = gsl_matrix_complex_get (LU, i, i);
Packit 67cb25
      lndet += log (gsl_complex_abs (z));
Packit 67cb25
    }
Packit 67cb25
Packit 67cb25
  return lndet;
Packit 67cb25
}
Packit 67cb25
Packit 67cb25
Packit 67cb25
gsl_complex
Packit 67cb25
gsl_linalg_complex_LU_sgndet (gsl_matrix_complex * LU, int signum)
Packit 67cb25
{
Packit 67cb25
  size_t i, n = LU->size1;
Packit 67cb25
Packit 67cb25
  gsl_complex phase = gsl_complex_rect((double) signum, 0.0);
Packit 67cb25
Packit 67cb25
  for (i = 0; i < n; i++)
Packit 67cb25
    {
Packit 67cb25
      gsl_complex z = gsl_matrix_complex_get (LU, i, i);
Packit 67cb25
      
Packit 67cb25
      double r = gsl_complex_abs(z);
Packit 67cb25
Packit 67cb25
      if (r == 0)
Packit 67cb25
        {
Packit 67cb25
          phase = gsl_complex_rect(0.0, 0.0);
Packit 67cb25
          break;
Packit 67cb25
        }
Packit 67cb25
      else
Packit 67cb25
        {
Packit 67cb25
          z = gsl_complex_div_real(z, r);
Packit 67cb25
          phase = gsl_complex_mul(phase, z);
Packit 67cb25
        }
Packit 67cb25
    }
Packit 67cb25
Packit 67cb25
  return phase;
Packit 67cb25
}
Packit 67cb25
Packit 67cb25
static int
Packit 67cb25
singular (const gsl_matrix_complex * LU)
Packit 67cb25
{
Packit 67cb25
  size_t i, n = LU->size1;
Packit 67cb25
Packit 67cb25
  for (i = 0; i < n; i++)
Packit 67cb25
    {
Packit 67cb25
      gsl_complex u = gsl_matrix_complex_get (LU, i, i);
Packit 67cb25
      if (GSL_REAL(u) == 0 && GSL_IMAG(u) == 0) return 1;
Packit 67cb25
    }
Packit 67cb25
 
Packit 67cb25
 return 0;
Packit 67cb25
}