Example #1
0
GLOBAL size_t AMD_aat	/* returns nz in A+A' */
(
    Int n,
    const Int Ap [ ],
    const Int Ai [ ],
    Int Len [ ],	/* Len [j]: length of column j of A+A', excl diagonal*/
    Int Tp [ ],		/* workspace of size n */
    double Info [ ]
)
{
    Int p1, p2, p, i, j, pj, pj2, k, nzdiag, nzboth, nz ;
    double sym ;
    size_t nzaat ;

#ifndef NDEBUG
    AMD_debug_init ("AMD AAT") ;
    for (k = 0 ; k < n ; k++) Tp [k] = EMPTY ;
    ASSERT (AMD_valid (n, n, Ap, Ai) == AMD_OK) ;
#endif

    if (Info != (double *) NULL)
    {
	/* clear the Info array, if it exists */
	for (i = 0 ; i < AMD_INFO ; i++)
	{
	    Info [i] = EMPTY ;
	}
	Info [AMD_STATUS] = AMD_OK ;
    }

    for (k = 0 ; k < n ; k++)
    {
	Len [k] = 0 ;
    }

    nzdiag = 0 ;
    nzboth = 0 ;
    nz = Ap [n] ;

    for (k = 0 ; k < n ; k++)
    {
	p1 = Ap [k] ;
	p2 = Ap [k+1] ;
	AMD_DEBUG2 (("\nAAT Column: "ID" p1: "ID" p2: "ID"\n", k, p1, p2)) ;

	/* construct A+A' */
	for (p = p1 ; p < p2 ; )
	{
	    /* scan the upper triangular part of A */
	    j = Ai [p] ;
	    if (j < k)
	    {
		/* entry A (j,k) is in the strictly upper triangular part,
		 * add both A (j,k) and A (k,j) to the matrix A+A' */
		Len [j]++ ;
		Len [k]++ ;
		AMD_DEBUG3 (("    upper ("ID","ID") ("ID","ID")\n", j,k, k,j));
		p++ ;
	    }
	    else if (j == k)
	    {
		/* skip the diagonal */
		p++ ;
		nzdiag++ ;
		break ;
	    }
	    else /* j > k */
	    {
		/* first entry below the diagonal */
		break ;
	    }
	    /* scan lower triangular part of A, in column j until reaching
	     * row k.  Start where last scan left off. */
	    ASSERT (Tp [j] != EMPTY) ;
	    ASSERT (Ap [j] <= Tp [j] && Tp [j] <= Ap [j+1]) ;
	    pj2 = Ap [j+1] ;
	    for (pj = Tp [j] ; pj < pj2 ; )
	    {
		i = Ai [pj] ;
		if (i < k)
		{
		    /* A (i,j) is only in the lower part, not in upper.
		     * add both A (i,j) and A (j,i) to the matrix A+A' */
		    Len [i]++ ;
		    Len [j]++ ;
		    AMD_DEBUG3 (("    lower ("ID","ID") ("ID","ID")\n",
			i,j, j,i)) ;
		    pj++ ;
		}
		else if (i == k)
		{
		    /* entry A (k,j) in lower part and A (j,k) in upper */
		    pj++ ;
		    nzboth++ ;
		    break ;
		}
		else /* i > k */
		{
		    /* consider this entry later, when k advances to i */
		    break ;
		}
	    }
	    Tp [j] = pj ;
	}
	/* Tp [k] points to the entry just below the diagonal in column k */
	Tp [k] = p ;
    }

    /* clean up, for remaining mismatched entries */
    for (j = 0 ; j < n ; j++)
    {
	for (pj = Tp [j] ; pj < Ap [j+1] ; pj++)
	{
	    i = Ai [pj] ;
	    /* A (i,j) is only in the lower part, not in upper.
	     * add both A (i,j) and A (j,i) to the matrix A+A' */
	    Len [i]++ ;
	    Len [j]++ ;
	    AMD_DEBUG3 (("    lower cleanup ("ID","ID") ("ID","ID")\n",
		i,j, j,i)) ;
	}
    }

    /* --------------------------------------------------------------------- */
    /* compute the symmetry of the nonzero pattern of A */
    /* --------------------------------------------------------------------- */

    /* Given a matrix A, the symmetry of A is:
     *	B = tril (spones (A), -1) + triu (spones (A), 1) ;
     *  sym = nnz (B & B') / nnz (B) ;
     *  or 1 if nnz (B) is zero.
     */

    if (nz == nzdiag)
    {
	sym = 1 ;
    }
    else
    {
	sym = (2 * (double) nzboth) / ((double) (nz - nzdiag)) ;
    }

    nzaat = 0 ;
    for (k = 0 ; k < n ; k++)
    {
	nzaat += Len [k] ;
    }

    AMD_DEBUG1 (("AMD nz in A+A', excluding diagonal (nzaat) = %g\n",
	(double) nzaat)) ;
    AMD_DEBUG1 (("   nzboth: "ID" nz: "ID" nzdiag: "ID" symmetry: %g\n",
		nzboth, nz, nzdiag, sym)) ;

    if (Info != (double *) NULL)
    {
	Info [AMD_STATUS] = AMD_OK ;
	Info [AMD_N] = n ;
	Info [AMD_NZ] = nz ;
	Info [AMD_SYMMETRY] = sym ;	    /* symmetry of pattern of A */
	Info [AMD_NZDIAG] = nzdiag ;	    /* nonzeros on diagonal of A */
	Info [AMD_NZ_A_PLUS_AT] = nzaat ;   /* nonzeros in A+A' */
    }

    return (nzaat) ;
}
Example #2
0
GLOBAL Int AMD_order
(
    Int n,
    const Int Ap [ ],
    const Int Ai [ ],
    Int P [ ],
    double Control [ ],
    double Info [ ]
)
{
    Int *Len, *S, nz, i, *Pinv, info, status, *Rp, *Ri, *Cp, *Ci, ok ;
    size_t nzaat, slen ;
    double mem = 0 ;

#ifndef NDEBUG
    AMD_debug_init ("amd") ;
#endif

    /* clear the Info array, if it exists */
    info = Info != (double *) NULL ;
    if (info)
    {
        for (i = 0 ; i < AMD_INFO ; i++)
        {
            Info [i] = EMPTY ;
        }
        Info [AMD_N] = n ;
        Info [AMD_STATUS] = AMD_OK ;
    }

    /* make sure inputs exist and n is >= 0 */
    if (Ai == (Int *) NULL || Ap == (Int *) NULL || P == (Int *) NULL || n < 0)
    {
        if (info) Info [AMD_STATUS] = AMD_INVALID ;
        return (AMD_INVALID) ;      /* arguments are invalid */
    }

    if (n == 0)
    {
        return (AMD_OK) ;           /* n is 0 so there's nothing to do */
    }

    nz = Ap [n] ;
    if (info)
    {
        Info [AMD_NZ] = nz ;
    }
    if (nz < 0)
    {
        if (info) Info [AMD_STATUS] = AMD_INVALID ;
        return (AMD_INVALID) ;
    }

    /* check if n or nz will cause size_t overflow */
    if (((size_t) n) >= SIZE_T_MAX / sizeof (Int)
            || ((size_t) nz) >= SIZE_T_MAX / sizeof (Int))
    {
        if (info) Info [AMD_STATUS] = AMD_OUT_OF_MEMORY ;
        return (AMD_OUT_OF_MEMORY) ;        /* problem too large */
    }

    /* check the input matrix:  AMD_OK, AMD_INVALID, or AMD_OK_BUT_JUMBLED */
    status = AMD_valid (n, n, Ap, Ai) ;

    if (status == AMD_INVALID)
    {
        if (info) Info [AMD_STATUS] = AMD_INVALID ;
        return (AMD_INVALID) ;      /* matrix is invalid */
    }

    /* allocate two size-n integer workspaces */
    Len = amd_malloc (n * sizeof (Int)) ;
    Pinv = amd_malloc (n * sizeof (Int)) ;
    mem += n ;
    mem += n ;
    if (!Len || !Pinv)
    {
        /* :: out of memory :: */
        amd_free (Len) ;
        amd_free (Pinv) ;
        if (info) Info [AMD_STATUS] = AMD_OUT_OF_MEMORY ;
        return (AMD_OUT_OF_MEMORY) ;
    }

    if (status == AMD_OK_BUT_JUMBLED)
    {
        /* sort the input matrix and remove duplicate entries */
        AMD_DEBUG1 (("Matrix is jumbled\n")) ;
        Rp = amd_malloc ((n+1) * sizeof (Int)) ;
        Ri = amd_malloc (MAX (nz,1) * sizeof (Int)) ;
        mem += (n+1) ;
        mem += MAX (nz,1) ;
        if (!Rp || !Ri)
        {
            /* :: out of memory :: */
            amd_free (Rp) ;
            amd_free (Ri) ;
            amd_free (Len) ;
            amd_free (Pinv) ;
            if (info) Info [AMD_STATUS] = AMD_OUT_OF_MEMORY ;
            return (AMD_OUT_OF_MEMORY) ;
        }
        /* use Len and Pinv as workspace to create R = A' */
        AMD_preprocess (n, Ap, Ai, Rp, Ri, Len, Pinv) ;
        Cp = Rp ;
        Ci = Ri ;
    }
    else
    {
        /* order the input matrix as-is.  No need to compute R = A' first */
        Rp = NULL ;
        Ri = NULL ;
        Cp = (Int *) Ap ;
        Ci = (Int *) Ai ;
    }

    /* --------------------------------------------------------------------- */
    /* determine the symmetry and count off-diagonal nonzeros in A+A' */
    /* --------------------------------------------------------------------- */

    nzaat = AMD_aat (n, Cp, Ci, Len, P, Info) ;
    AMD_DEBUG1 (("nzaat: %g\n", (double) nzaat)) ;
    ASSERT ((MAX (nz-n, 0) <= nzaat) && (nzaat <= 2 * (size_t) nz)) ;

    /* --------------------------------------------------------------------- */
    /* allocate workspace for matrix, elbow room, and 6 size-n vectors */
    /* --------------------------------------------------------------------- */

    S = NULL ;
    slen = nzaat ;                      /* space for matrix */
    ok = ((slen + nzaat/5) >= slen) ;   /* check for size_t overflow */
    slen += nzaat/5 ;                   /* add elbow room */
    for (i = 0 ; ok && i < 7 ; i++)
    {
        ok = ((slen + n) > slen) ;      /* check for size_t overflow */
        slen += n ;                     /* size-n elbow room, 6 size-n work */
    }
    mem += slen ;
    ok = ok && (slen < SIZE_T_MAX / sizeof (Int)) ; /* check for overflow */
    ok = ok && (slen < Int_MAX) ;       /* S[i] for Int i must be OK */
    if (ok)
    {
        S = amd_malloc (slen * sizeof (Int)) ;
    }
    AMD_DEBUG1 (("slen %g\n", (double) slen)) ;
    if (!S)
    {
        /* :: out of memory :: (or problem too large) */
        amd_free (Rp) ;
        amd_free (Ri) ;
        amd_free (Len) ;
        amd_free (Pinv) ;
        if (info) Info [AMD_STATUS] = AMD_OUT_OF_MEMORY ;
        return (AMD_OUT_OF_MEMORY) ;
    }
    if (info)
    {
        /* memory usage, in bytes. */
        Info [AMD_MEMORY] = mem * sizeof (Int) ;
    }

    /* --------------------------------------------------------------------- */
    /* order the matrix */
    /* --------------------------------------------------------------------- */

    AMD_1 (n, Cp, Ci, P, Pinv, Len, slen, S, Control, Info) ;

    /* --------------------------------------------------------------------- */
    /* free the workspace */
    /* --------------------------------------------------------------------- */

    amd_free (Rp) ;
    amd_free (Ri) ;
    amd_free (Len) ;
    amd_free (Pinv) ;
    amd_free (S) ;
    if (info) Info [AMD_STATUS] = status ;
    return (status) ;       /* successful ordering */
}
Example #3
0
GLOBAL Int AMD_order
(
    Int n,
    const Int Ap [ ],
    const Int Ai [ ],
    Int P [ ],
    double Control [ ],
    double Info [ ]
)
{
    Int slen, *Len, *S, nz, nzaat, i, *Pinv, info ;

#ifndef NDEBUG
    AMD_debug_init ("amd") ;
#endif

    /* clear the Info array, if it exists */
    info = Info != (double *) NULL ;
    if (info)
    {
	for (i = 0 ; i < AMD_INFO ; i++)
	{
	    Info [i] = EMPTY ;
	}
	Info [AMD_N] = n ;
	Info [AMD_STATUS] = AMD_OK ;
    }

    /* make sure inputs exist and n is >= 0 */
    if (Ai == (Int *) NULL || Ap == (Int *) NULL || P == (Int *) NULL || n < 0)
    {
	if (info) Info [AMD_STATUS] = AMD_INVALID ;
	return (AMD_INVALID) ;	    /* arguments are invalid */
    }

    if (n == 0)
    {
	return (AMD_OK) ;	    /* n is 0 so there's nothing to do */
    }

    nz = Ap [n] ;
    if (info)
    {
	Info [AMD_NZ] = nz ;
    }
    if (nz < 0)
    {
	if (info) Info [AMD_STATUS] = AMD_INVALID ;
	return (AMD_INVALID) ;
    }

    /* Avoid integer overflow in memory size calculations.  The space required
     * by AMD is at most 2.4nz + 8n for S, and n for Len.
     * Note nz - n <= nzaat <= 2*nz, below. */
    if ((2.4 * (double) nz + 8 * (double) n) > (double) Int_MAX / sizeof (Int))
    {
	/* :: int overflow :: */
	if (info) Info [AMD_STATUS] = AMD_OUT_OF_MEMORY ;
	return (AMD_OUT_OF_MEMORY) ;
    }

    if (!AMD_valid (n, n, Ap, Ai))
    {
	if (info) Info [AMD_STATUS] = AMD_INVALID ;
	return (AMD_INVALID) ;	    /* matrix is invalid */
    }

    /* ---------------------------------------------------------------------- */
    /* determine the symmetry and count off-diagonal nonzeros in A+A' */
    /* ---------------------------------------------------------------------- */

    /* allocate size-n integer workspace */
    Len = (Int *) ALLOCATE (n * sizeof (Int)) ;
    if (!Len)
    {
	/* :: out of memory :: */
	if (info) Info [AMD_STATUS] = AMD_OUT_OF_MEMORY ;
	return (AMD_OUT_OF_MEMORY) ;
    }
    nzaat = AMD_aat (n, Ap, Ai, Len, P, Info) ;
    AMD_DEBUG1 (("nzaat: "ID"\n", nzaat)) ;
    ASSERT (nz-n <= nzaat && nzaat <= 2*nz) ;

    /* ---------------------------------------------------------------------- */
    /* allocate workspace for matrix, elbow room, and 7 size-n vectors */
    /* ---------------------------------------------------------------------- */

    slen = (nzaat + nzaat/5 + n) + 7*n ;
    if (info)
    {
	/* memory usage (Len and S), in bytes. */
	Info [AMD_MEMORY] = ((double) slen + n) * sizeof (Int) ;
    }
    S = (Int *) ALLOCATE (slen * sizeof (Int)) ;
    AMD_DEBUG1 ((" S "ID" Len "ID" n "ID" nzaat "ID" slen "ID"\n",
	(Int) S, (Int) Len, n, nzaat, slen)) ;
    if (S == (Int *) NULL)
    {
	/* :: out of memory :: */
	FREE (Len) ;
	if (Info != (double *) NULL) Info [AMD_STATUS] = AMD_OUT_OF_MEMORY ;
	return (AMD_OUT_OF_MEMORY) ;
    }

    /* allocate space from S for Pinv */
    Pinv = S + slen - n ;
    slen -= n ;

    /* ---------------------------------------------------------------------- */
    /* order the matrix */
    /* ---------------------------------------------------------------------- */

    AMD_1 (n, Ap, Ai, P, Pinv, Len, slen, S, Control, Info) ;

    /* ---------------------------------------------------------------------- */
    /* free the workspace */
    /* ---------------------------------------------------------------------- */

    FREE (Len) ;
    FREE (S) ;
    return (AMD_OK) ;	    /* successful ordering */
}