/* ========================================================================== */ /* === MatrixOps/cholmod_norm =============================================== */ /* ========================================================================== */ /* ----------------------------------------------------------------------------- * CHOLMOD/MatrixOps Module. Copyright (C) 2005-2006, Timothy A. Davis * The CHOLMOD/MatrixOps Module is licensed under Version 2.0 of the GNU * General Public License. See gpl.txt for a text of the license. * CHOLMOD is also available under other licenses; contact authors for details. * http://www.cise.ufl.edu/research/sparse * -------------------------------------------------------------------------- */ /* r = norm (A), compute the infinity-norm, 1-norm, or 2-norm of a sparse or * dense matrix. Can compute the 2-norm only for a dense column vector. * Returns -1 if an error occurs. * * Pattern, real, complex, and zomplex sparse matrices are supported. */ #ifndef NMATRIXOPS #include "cholmod_internal.h" #include "cholmod_matrixops.h" /* ========================================================================== */ /* === abs_value ============================================================ */ /* ========================================================================== */ /* Compute the absolute value of a real, complex, or zomplex value */ static double abs_value ( int xtype, double *Ax, double *Az, Int p, cholmod_common *Common ) { double s = 0 ; switch (xtype) { case CHOLMOD_PATTERN: s = 1 ; break ; case CHOLMOD_REAL: s = fabs (Ax [p]) ; break ; case CHOLMOD_COMPLEX: s = Common->hypotenuse (Ax [2*p], Ax [2*p+1]) ; break ; case CHOLMOD_ZOMPLEX: s = Common->hypotenuse (Ax [p], Az [p]) ; break ; } return (s) ; } /* ========================================================================== */ /* === cholmod_norm_dense =================================================== */ /* ========================================================================== */ double CHOLMOD(norm_dense) ( /* ---- input ---- */ cholmod_dense *X, /* matrix to compute the norm of */ int norm, /* type of norm: 0: inf. norm, 1: 1-norm, 2: 2-norm */ /* --------------- */ cholmod_common *Common ) { double xnorm, s, x, z ; double *Xx, *Xz, *W ; Int nrow, ncol, d, i, j, use_workspace, xtype ; /* ---------------------------------------------------------------------- */ /* check inputs */ /* ---------------------------------------------------------------------- */ RETURN_IF_NULL_COMMON (EMPTY) ; RETURN_IF_NULL (X, EMPTY) ; RETURN_IF_XTYPE_INVALID (X, CHOLMOD_REAL, CHOLMOD_ZOMPLEX, EMPTY) ; Common->status = CHOLMOD_OK ; ncol = X->ncol ; if (norm < 0 || norm > 2 || (norm == 2 && ncol > 1)) { ERROR (CHOLMOD_INVALID, "invalid norm") ; return (EMPTY) ; } /* ---------------------------------------------------------------------- */ /* get inputs */ /* ---------------------------------------------------------------------- */ nrow = X->nrow ; d = X->d ; Xx = X->x ; Xz = X->z ; xtype = X->xtype ; /* ---------------------------------------------------------------------- */ /* allocate workspace, if needed */ /* ---------------------------------------------------------------------- */ W = NULL ; use_workspace = (norm == 0 && ncol > 4) ; if (use_workspace) { CHOLMOD(allocate_work) (0, 0, nrow, Common) ; W = Common->Xwork ; if (Common->status < CHOLMOD_OK) { /* oops, no workspace */ use_workspace = FALSE ; } } /* ---------------------------------------------------------------------- */ /* compute the norm */ /* ---------------------------------------------------------------------- */ xnorm = 0 ; if (use_workspace) { /* ------------------------------------------------------------------ */ /* infinity-norm = max row sum, using stride-1 access of X */ /* ------------------------------------------------------------------ */ DEBUG (for (i = 0 ; i < nrow ; i++) ASSERT (W [i] == 0)) ; /* this is faster than stride-d, but requires O(nrow) workspace */ for (j = 0 ; j < ncol ; j++) { for (i = 0 ; i < nrow ; i++) { W [i] += abs_value (xtype, Xx, Xz, i+j*d, Common) ; } } for (i = 0 ; i < nrow ; i++) { s = W [i] ; if ((IS_NAN (s) || s > xnorm) && !IS_NAN (xnorm)) { xnorm = s ; } W [i] = 0 ; } } else if (norm == 0) { /* ------------------------------------------------------------------ */ /* infinity-norm = max row sum, using stride-d access of X */ /* ------------------------------------------------------------------ */ for (i = 0 ; i < nrow ; i++) { s = 0 ; for (j = 0 ; j < ncol ; j++) { s += abs_value (xtype, Xx, Xz, i+j*d, Common) ; } if ((IS_NAN (s) || s > xnorm) && !IS_NAN (xnorm)) { xnorm = s ; } } } else if (norm == 1) { /* ------------------------------------------------------------------ */ /* 1-norm = max column sum */ /* ------------------------------------------------------------------ */ for (j = 0 ; j < ncol ; j++) { s = 0 ; for (i = 0 ; i < nrow ; i++) { s += abs_value (xtype, Xx, Xz, i+j*d, Common) ; } if ((IS_NAN (s) || s > xnorm) && !IS_NAN (xnorm)) { xnorm = s ; } } } else { /* ------------------------------------------------------------------ */ /* 2-norm = sqrt (sum (X.^2)) */ /* ------------------------------------------------------------------ */ switch (xtype) { case CHOLMOD_REAL: for (i = 0 ; i < nrow ; i++) { x = Xx [i] ; xnorm += x*x ; } break ; case CHOLMOD_COMPLEX: for (i = 0 ; i < nrow ; i++) { x = Xx [2*i ] ; z = Xx [2*i+1] ; xnorm += x*x + z*z ; } break ; case CHOLMOD_ZOMPLEX: for (i = 0 ; i < nrow ; i++) { x = Xx [i] ; z = Xz [i] ; xnorm += x*x + z*z ; } break ; } xnorm = sqrt (xnorm) ; } /* ---------------------------------------------------------------------- */ /* return result */ /* ---------------------------------------------------------------------- */ return (xnorm) ; } /* ========================================================================== */ /* === cholmod_norm_sparse ================================================== */ /* ========================================================================== */ double CHOLMOD(norm_sparse) ( /* ---- input ---- */ cholmod_sparse *A, /* matrix to compute the norm of */ int norm, /* type of norm: 0: inf. norm, 1: 1-norm */ /* --------------- */ cholmod_common *Common ) { double anorm, s ; double *Ax, *Az, *W ; Int *Ap, *Ai, *Anz ; Int i, j, p, pend, nrow, ncol, packed, xtype ; /* ---------------------------------------------------------------------- */ /* check inputs */ /* ---------------------------------------------------------------------- */ RETURN_IF_NULL_COMMON (EMPTY) ; RETURN_IF_NULL (A, EMPTY) ; RETURN_IF_XTYPE_INVALID (A, CHOLMOD_PATTERN, CHOLMOD_ZOMPLEX, EMPTY) ; Common->status = CHOLMOD_OK ; ncol = A->ncol ; nrow = A->nrow ; if (norm < 0 || norm > 1) { ERROR (CHOLMOD_INVALID, "invalid norm") ; return (EMPTY) ; } if (A->stype && nrow != ncol) { ERROR (CHOLMOD_INVALID, "matrix invalid") ; return (EMPTY) ; } /* ---------------------------------------------------------------------- */ /* get inputs */ /* ---------------------------------------------------------------------- */ Ap = A->p ; Ai = A->i ; Ax = A->x ; Az = A->z ; Anz = A->nz ; packed = A->packed ; xtype = A->xtype ; /* ---------------------------------------------------------------------- */ /* allocate workspace, if needed */ /* ---------------------------------------------------------------------- */ W = NULL ; if (A->stype || norm == 0) { CHOLMOD(allocate_work) (0, 0, nrow, Common) ; W = Common->Xwork ; if (Common->status < CHOLMOD_OK) { /* out of memory */ return (EMPTY) ; } DEBUG (for (i = 0 ; i < nrow ; i++) ASSERT (W [i] == 0)) ; } /* ---------------------------------------------------------------------- */ /* compute the norm */ /* ---------------------------------------------------------------------- */ anorm = 0 ; if (A->stype > 0) { /* ------------------------------------------------------------------ */ /* A is symmetric with upper triangular part stored */ /* ------------------------------------------------------------------ */ /* infinity-norm = 1-norm = max row/col sum */ for (j = 0 ; j < ncol ; j++) { p = Ap [j] ; pend = (packed) ? (Ap [j+1]) : (p + Anz [j]) ; for ( ; p < pend ; p++) { i = Ai [p] ; s = abs_value (xtype, Ax, Az, p, Common) ; if (i == j) { W [i] += s ; } else if (i < j) { W [i] += s ; W [j] += s ; } } } } else if (A->stype < 0) { /* ------------------------------------------------------------------ */ /* A is symmetric with lower triangular part stored */ /* ------------------------------------------------------------------ */ /* infinity-norm = 1-norm = max row/col sum */ for (j = 0 ; j < ncol ; j++) { p = Ap [j] ; pend = (packed) ? (Ap [j+1]) : (p + Anz [j]) ; for ( ; p < pend ; p++) { i = Ai [p] ; s = abs_value (xtype, Ax, Az, p, Common) ; if (i == j) { W [i] += s ; } else if (i > j) { W [i] += s ; W [j] += s ; } } } } else if (norm == 0) { /* ------------------------------------------------------------------ */ /* A is unsymmetric, compute the infinity-norm */ /* ------------------------------------------------------------------ */ /* infinity-norm = max row sum */ for (j = 0 ; j < ncol ; j++) { p = Ap [j] ; pend = (packed) ? (Ap [j+1]) : (p + Anz [j]) ; for ( ; p < pend ; p++) { W [Ai [p]] += abs_value (xtype, Ax, Az, p, Common) ; } } } else { /* ------------------------------------------------------------------ */ /* A is unsymmetric, compute the 1-norm */ /* ------------------------------------------------------------------ */ /* 1-norm = max column sum */ for (j = 0 ; j < ncol ; j++) { p = Ap [j] ; pend = (packed) ? (Ap [j+1]) : (p + Anz [j]) ; if (xtype == CHOLMOD_PATTERN) { s = pend - p ; } else { s = 0 ; for ( ; p < pend ; p++) { s += abs_value (xtype, Ax, Az, p, Common) ; } } if ((IS_NAN (s) || s > anorm) && !IS_NAN (anorm)) { anorm = s ; } } } /* ---------------------------------------------------------------------- */ /* compute the max row sum */ /* ---------------------------------------------------------------------- */ if (A->stype || norm == 0) { for (i = 0 ; i < nrow ; i++) { s = W [i] ; if ((IS_NAN (s) || s > anorm) && !IS_NAN (anorm)) { anorm = s ; } W [i] = 0 ; } } /* ---------------------------------------------------------------------- */ /* return result */ /* ---------------------------------------------------------------------- */ return (anorm) ; } #endif