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  C-----------------------------------------------------------------------
  C AMD:  approximate minimum degree, with aggressive absorption
  C-----------------------------------------------------------------------
  
          SUBROUTINE AMD
       $          (N, PE, IW, LEN, IWLEN, PFREE, NV, NEXT,
       $          LAST, HEAD, ELEN, DEGREE, NCMPA, W)
  
          INTEGER N, IWLEN, PFREE, NCMPA, IW (IWLEN), PE (N),
       $          DEGREE (N), NV (N), NEXT (N), LAST (N), HEAD (N),
       $          ELEN (N), W (N), LEN (N)
  
  C Given a representation of the nonzero pattern of a symmetric matrix,
  C       A, (excluding the diagonal) perform an approximate minimum
  C       (UMFPACK/MA38-style) degree ordering to compute a pivot order
  C       such that the introduction of nonzeros (fill-in) in the Cholesky
  C       factors A = LL^T are kept low.  At each step, the pivot
  C       selected is the one with the minimum UMFPACK/MA38-style
  C       upper-bound on the external degree.
  C
  C       Aggresive absorption is used to tighten the bound on the degree.
  
  C **********************************************************************
  C ***** CAUTION:  ARGUMENTS ARE NOT CHECKED FOR ERRORS ON INPUT.  ******
  C **********************************************************************
  
  C       References:
  C
  C       [1] Timothy A. Davis and Iain Duff, "An unsymmetric-pattern
  C           multifrontal method for sparse LU factorization", SIAM J.
  C           Matrix Analysis and Applications, vol. 18, no. 1, pp.
  C           140-158.  Discusses UMFPACK / MA38, which first introduced
  C           the approximate minimum degree used by this routine.
  C
  C       [2] Patrick Amestoy, Timothy A. Davis, and Iain S. Duff, "An
  C           approximate degree ordering algorithm," SIAM J. Matrix
  C           Analysis and Applications, vol. 17, no. 4, pp. 886-905,
  C           1996.  Discusses AMD, AMDBAR, and MC47B.
  C
  C       [3] Alan George and Joseph Liu, "The evolution of the minimum
  C           degree ordering algorithm," SIAM Review, vol. 31, no. 1,
  C           pp. 1-19, 1989.  We list below the features mentioned in
  C           that paper that this code includes:
  C
  C       mass elimination:
  C               Yes.  MA27 relied on supervariable detection for mass
  C               elimination.
  C       indistinguishable nodes:
  C               Yes (we call these "supervariables").  This was also in
  C               the MA27 code - although we modified the method of
  C               detecting them (the previous hash was the true degree,
  C               which we no longer keep track of).  A supervariable is
  C               a set of rows with identical nonzero pattern.  All
  C               variables in a supervariable are eliminated together.
  C               Each supervariable has as its numerical name that of
  C               one of its variables (its principal variable).
  C       quotient graph representation:
  C               Yes.  We use the term "element" for the cliques formed
  C               during elimination.  This was also in the MA27 code.
  C               The algorithm can operate in place, but it will work
  C               more efficiently if given some "elbow room."
  C       element absorption:
  C               Yes.  This was also in the MA27 code.
  C       external degree:
  C               Yes.  The MA27 code was based on the true degree.
  C       incomplete degree update and multiple elimination:
  C               No.  This was not in MA27, either.  Our method of
  C               degree update within MC47B/BD is element-based, not
  C               variable-based.  It is thus not well-suited for use
  C               with incomplete degree update or multiple elimination.
  
  C-----------------------------------------------------------------------
  C Authors, and Copyright (C) 1995 by:
  C       Timothy A. Davis, Patrick Amestoy, Iain S. Duff, & John K. Reid.
  C
  C Acknowledgements:
  C       This work (and the UMFPACK package) was supported by the
  C       National Science Foundation (ASC-9111263 and DMS-9223088).
  C       The UMFPACK/MA38 approximate degree update algorithm, the
  C       unsymmetric analog which forms the basis of MC47B/BD, was
  C       developed while Tim Davis was supported by CERFACS (Toulouse,
  C       France) in a post-doctoral position.
  C
  C Date:  September, 1995
  C-----------------------------------------------------------------------
  
  C-----------------------------------------------------------------------
  C INPUT ARGUMENTS (unaltered):
  C-----------------------------------------------------------------------
  
  C n:    The matrix order.
  C
  C       Restriction:  1 .le. n .lt. (iovflo/2)-2, where iovflo is
  C       the largest positive integer that your computer can represent.
  
  C iwlen:        The length of iw (1..iwlen).  On input, the matrix is
  C       stored in iw (1..pfree-1).  However, iw (1..iwlen) should be
  C       slightly larger than what is required to hold the matrix, at
  C       least iwlen .ge. pfree + n is recommended.  Otherwise,
  C       excessive compressions will take place.
  C       *** We do not recommend running this algorithm with ***
  C       ***      iwlen .lt. pfree + n.                      ***
  C       *** Better performance will be obtained if          ***
  C       ***      iwlen .ge. pfree + n                       ***
  C       *** or better yet                                   ***
  C       ***      iwlen .gt. 1.2 * pfree                     ***
  C       *** (where pfree is its value on input).            ***
  C       The algorithm will not run at all if iwlen .lt. pfree-1.
  C
  C       Restriction: iwlen .ge. pfree-1
  
  C-----------------------------------------------------------------------
  C INPUT/OUPUT ARGUMENTS:
  C-----------------------------------------------------------------------
  
  C pe:   On input, pe (i) is the index in iw of the start of row i, or
  C       zero if row i has no off-diagonal non-zeros.
  C
  C       During execution, it is used for both supervariables and
  C       elements:
  C
  C       * Principal supervariable i:  index into iw of the
  C               description of supervariable i.  A supervariable
  C               represents one or more rows of the matrix
  C               with identical nonzero pattern.
  C       * Non-principal supervariable i:  if i has been absorbed
  C               into another supervariable j, then pe (i) = -j.
  C               That is, j has the same pattern as i.
  C               Note that j might later be absorbed into another
  C               supervariable j2, in which case pe (i) is still -j,
  C               and pe (j) = -j2.
  C       * Unabsorbed element e:  the index into iw of the description
  C               of element e, if e has not yet been absorbed by a
  C               subsequent element.  Element e is created when
  C               the supervariable of the same name is selected as
  C               the pivot.
  C       * Absorbed element e:  if element e is absorbed into element
  C               e2, then pe (e) = -e2.  This occurs when the pattern of
  C               e (that is, Le) is found to be a subset of the pattern
  C               of e2 (that is, Le2).  If element e is "null" (it has
  C               no nonzeros outside its pivot block), then pe (e) = 0.
  C
  C       On output, pe holds the assembly tree/forest, which implicitly
  C       represents a pivot order with identical fill-in as the actual
  C       order (via a depth-first search of the tree).
  C
  C       On output:
  C       If nv (i) .gt. 0, then i represents a node in the assembly tree,
  C       and the parent of i is -pe (i), or zero if i is a root.
  C       If nv (i) = 0, then (i,-pe (i)) represents an edge in a
  C       subtree, the root of which is a node in the assembly tree.
  
  C pfree:        On input the tail end of the array, iw (pfree..iwlen),
  C       is empty, and the matrix is stored in iw (1..pfree-1).
  C       During execution, additional data is placed in iw, and pfree
  C       is modified so that iw (pfree..iwlen) is always the unused part
  C       of iw.  On output, pfree is set equal to the size of iw that
  C       would have been needed for no compressions to occur.  If
  C       ncmpa is zero, then pfree (on output) is less than or equal to
  C       iwlen, and the space iw (pfree+1 ... iwlen) was not used.
  C       Otherwise, pfree (on output) is greater than iwlen, and all the
  C       memory in iw was used.
  
  C-----------------------------------------------------------------------
  C INPUT/MODIFIED (undefined on output):
  C-----------------------------------------------------------------------
  
  C len:  On input, len (i) holds the number of entries in row i of the
  C       matrix, excluding the diagonal.  The contents of len (1..n)
  C       are undefined on output.
  
  C iw:   On input, iw (1..pfree-1) holds the description of each row i
  C       in the matrix.  The matrix must be symmetric, and both upper
  C       and lower triangular parts must be present.  The diagonal must
  C       not be present.  Row i is held as follows:
  C
  C               len (i):  the length of the row i data structure
  C               iw (pe (i) ... pe (i) + len (i) - 1):
  C                       the list of column indices for nonzeros
  C                       in row i (simple supervariables), excluding
  C                       the diagonal.  All supervariables start with
  C                       one row/column each (supervariable i is just
  C                       row i).
  C               if len (i) is zero on input, then pe (i) is ignored
  C               on input.
  C
  C               Note that the rows need not be in any particular order,
  C               and there may be empty space between the rows.
  C
  C       During execution, the supervariable i experiences fill-in.
  C       This is represented by placing in i a list of the elements
  C       that cause fill-in in supervariable i:
  C
  C               len (i):  the length of supervariable i
  C               iw (pe (i) ... pe (i) + elen (i) - 1):
  C                       the list of elements that contain i.  This list
  C                       is kept short by removing absorbed elements.
  C               iw (pe (i) + elen (i) ... pe (i) + len (i) - 1):
  C                       the list of supervariables in i.  This list
  C                       is kept short by removing nonprincipal
  C                       variables, and any entry j that is also
  C                       contained in at least one of the elements
  C                       (j in Le) in the list for i (e in row i).
  C
  C       When supervariable i is selected as pivot, we create an
  C       element e of the same name (e=i):
  C
  C               len (e):  the length of element e
  C               iw (pe (e) ... pe (e) + len (e) - 1):
  C                       the list of supervariables in element e.
  C
  C       An element represents the fill-in that occurs when supervariable
  C       i is selected as pivot (which represents the selection of row i
  C       and all non-principal variables whose principal variable is i).
  C       We use the term Le to denote the set of all supervariables
  C       in element e.  Absorbed supervariables and elements are pruned
  C       from these lists when computationally convenient.
  C
  C       CAUTION:  THE INPUT MATRIX IS OVERWRITTEN DURING COMPUTATION.
  C       The contents of iw are undefined on output.
  
  C-----------------------------------------------------------------------
  C OUTPUT (need not be set on input):
  C-----------------------------------------------------------------------
  
  C nv:   During execution, abs (nv (i)) is equal to the number of rows
  C       that are represented by the principal supervariable i.  If i is
  C       a nonprincipal variable, then nv (i) = 0.  Initially,
  C       nv (i) = 1 for all i.  nv (i) .lt. 0 signifies that i is a
  C       principal variable in the pattern Lme of the current pivot
  C       element me.  On output, nv (e) holds the true degree of element
  C       e at the time it was created (including the diagonal part).
  
  C ncmpa:        The number of times iw was compressed.  If this is
  C       excessive, then the execution took longer than what could have
  C       been.  To reduce ncmpa, try increasing iwlen to be 10% or 20%
  C       larger than the value of pfree on input (or at least
  C       iwlen .ge. pfree + n).  The fastest performance will be
  C       obtained when ncmpa is returned as zero.  If iwlen is set to
  C       the value returned by pfree on *output*, then no compressions
  C       will occur.
  
  C elen: See the description of iw above.  At the start of execution,
  C       elen (i) is set to zero.  During execution, elen (i) is the
  C       number of elements in the list for supervariable i.  When e
  C       becomes an element, elen (e) = -nel is set, where nel is the
  C       current step of factorization.  elen (i) = 0 is done when i
  C       becomes nonprincipal.
  C
  C       For variables, elen (i) .ge. 0 holds until just before the
  C       permutation vectors are computed.  For elements,
  C       elen (e) .lt. 0 holds.
  C
  C       On output elen (1..n) holds the inverse permutation (the same
  C       as the 'INVP' argument in Sparspak).  That is, if k = elen (i),
  C       then row i is the kth pivot row.  Row i of A appears as the
  C       (elen(i))-th row in the permuted matrix, PAP^T.
  
  C last: In a degree list, last (i) is the supervariable preceding i,
  C       or zero if i is the head of the list.  In a hash bucket,
  C       last (i) is the hash key for i.  last (head (hash)) is also
  C       used as the head of a hash bucket if head (hash) contains a
  C       degree list (see head, below).
  C
  C       On output, last (1..n) holds the permutation (the same as the
  C       'PERM' argument in Sparspak).  That is, if i = last (k), then
  C       row i is the kth pivot row.  Row last (k) of A is the k-th row
  C       in the permuted matrix, PAP^T.
  
  C-----------------------------------------------------------------------
  C LOCAL (not input or output - used only during execution):
  C-----------------------------------------------------------------------
  
  C degree:       If i is a supervariable, then degree (i) holds the
  C       current approximation of the external degree of row i (an upper
  C       bound).  The external degree is the number of nonzeros in row i,
  C       minus abs (nv (i)) (the diagonal part).  The bound is equal to
  C       the external degree if elen (i) is less than or equal to two.
  C
  C       We also use the term "external degree" for elements e to refer
  C       to |Le \ Lme|.  If e is an element, then degree (e) holds |Le|,
  C       which is the degree of the off-diagonal part of the element e
  C       (not including the diagonal part).
  
  C head: head is used for degree lists.  head (deg) is the first
  C       supervariable in a degree list (all supervariables i in a
  C       degree list deg have the same approximate degree, namely,
  C       deg = degree (i)).  If the list deg is empty then
  C       head (deg) = 0.
  C
  C       During supervariable detection head (hash) also serves as a
  C       pointer to a hash bucket.
  C       If head (hash) .gt. 0, there is a degree list of degree hash.
  C               The hash bucket head pointer is last (head (hash)).
  C       If head (hash) = 0, then the degree list and hash bucket are
  C               both empty.
  C       If head (hash) .lt. 0, then the degree list is empty, and
  C               -head (hash) is the head of the hash bucket.
  C       After supervariable detection is complete, all hash buckets
  C       are empty, and the (last (head (hash)) = 0) condition is
  C       restored for the non-empty degree lists.
  
  C next: next (i) is the supervariable following i in a link list, or
  C       zero if i is the last in the list.  Used for two kinds of
  C       lists:  degree lists and hash buckets (a supervariable can be
  C       in only one kind of list at a time).
  
  C w:    The flag array w determines the status of elements and
  C       variables, and the external degree of elements.
  C
  C       for elements:
  C          if w (e) = 0, then the element e is absorbed
  C          if w (e) .ge. wflg, then w (e) - wflg is the size of
  C               the set |Le \ Lme|, in terms of nonzeros (the
  C               sum of abs (nv (i)) for each principal variable i that
  C               is both in the pattern of element e and NOT in the
  C               pattern of the current pivot element, me).
  C          if wflg .gt. w (e) .gt. 0, then e is not absorbed and has
  C               not yet been seen in the scan of the element lists in
  C               the computation of |Le\Lme| in loop 150 below.
  C
  C       for variables:
  C          during supervariable detection, if w (j) .ne. wflg then j is
  C          not in the pattern of variable i
  C
  C       The w array is initialized by setting w (i) = 1 for all i,
  C       and by setting wflg = 2.  It is reinitialized if wflg becomes
  C       too large (to ensure that wflg+n does not cause integer
  C       overflow).
  
  C-----------------------------------------------------------------------
  C LOCAL INTEGERS:
  C-----------------------------------------------------------------------
  
          INTEGER DEG, DEGME, DEXT, DMAX, E, ELENME, ELN, HASH, HMOD, I,
       $          ILAST, INEXT, J, JLAST, JNEXT, K, KNT1, KNT2, KNT3,
       $          LENJ, LN, MAXMEM, ME, MEM, MINDEG, NEL, NEWMEM,
       $          NLEFT, NVI, NVJ, NVPIV, SLENME, WE, WFLG, WNVI, X
  
  C deg:          the degree of a variable or element
  C degme:        size, |Lme|, of the current element, me (= degree (me))
  C dext:         external degree, |Le \ Lme|, of some element e
  C dmax:         largest |Le| seen so far
  C e:            an element
  C elenme:       the length, elen (me), of element list of pivotal var.
  C eln:          the length, elen (...), of an element list
  C hash:         the computed value of the hash function
  C hmod:         the hash function is computed modulo hmod = max (1,n-1)
  C i:            a supervariable
  C ilast:        the entry in a link list preceding i
  C inext:        the entry in a link list following i
  C j:            a supervariable
  C jlast:        the entry in a link list preceding j
  C jnext:        the entry in a link list, or path, following j
  C k:            the pivot order of an element or variable
  C knt1:         loop counter used during element construction
  C knt2:         loop counter used during element construction
  C knt3:         loop counter used during compression
  C lenj:         len (j)
  C ln:           length of a supervariable list
  C maxmem:       amount of memory needed for no compressions
  C me:           current supervariable being eliminated, and the
  C                       current element created by eliminating that
  C                       supervariable
  C mem:          memory in use assuming no compressions have occurred
  C mindeg:       current minimum degree
  C nel:          number of pivots selected so far
  C newmem:       amount of new memory needed for current pivot element
  C nleft:        n - nel, the number of nonpivotal rows/columns remaining
  C nvi:          the number of variables in a supervariable i (= nv (i))
  C nvj:          the number of variables in a supervariable j (= nv (j))
  C nvpiv:        number of pivots in current element
  C slenme:       number of variables in variable list of pivotal variable
  C we:           w (e)
  C wflg:         used for flagging the w array.  See description of iw.
  C wnvi:         wflg - nv (i)
  C x:            either a supervariable or an element
  
  C-----------------------------------------------------------------------
  C LOCAL POINTERS:
  C-----------------------------------------------------------------------
  
          INTEGER P, P1, P2, P3, PDST, PEND, PJ, PME, PME1, PME2, PN, PSRC
  
  C               Any parameter (pe (...) or pfree) or local variable
  C               starting with "p" (for Pointer) is an index into iw,
  C               and all indices into iw use variables starting with
  C               "p."  The only exception to this rule is the iwlen
  C               input argument.
  
  C p:            pointer into lots of things
  C p1:           pe (i) for some variable i (start of element list)
  C p2:           pe (i) + elen (i) -  1 for some var. i (end of el. list)
  C p3:           index of first supervariable in clean list
  C pdst:         destination pointer, for compression
  C pend:         end of memory to compress
  C pj:           pointer into an element or variable
  C pme:          pointer into the current element (pme1...pme2)
  C pme1:         the current element, me, is stored in iw (pme1...pme2)
  C pme2:         the end of the current element
  C pn:           pointer into a "clean" variable, also used to compress
  C psrc:         source pointer, for compression
  
  C-----------------------------------------------------------------------
  C  FUNCTIONS CALLED:
  C-----------------------------------------------------------------------
  
          INTRINSIC MAX, MIN, MOD
  
  C=======================================================================
  C  INITIALIZATIONS
  C=======================================================================
  
          WFLG = 2
          MINDEG = 1
          NCMPA = 0
          NEL = 0
          HMOD = MAX (1, N-1)
          DMAX = 0
          MEM = PFREE - 1
          MAXMEM = MEM
  	ME = 0
  
          DO 10 I = 1, N
             LAST (I) = 0
             HEAD (I) = 0
             NV (I) = 1
             W (I) = 1
             ELEN (I) = 0
             DEGREE (I) = LEN (I)
  10         CONTINUE
  
  C       ----------------------------------------------------------------
  C       initialize degree lists and eliminate rows with no off-diag. nz.
  C       ----------------------------------------------------------------
  
          DO 20 I = 1, N
  
             DEG = DEGREE (I)
  
             IF (DEG .GT. 0) THEN
  
  C             ----------------------------------------------------------
  C             place i in the degree list corresponding to its degree
  C             ----------------------------------------------------------
  
                INEXT = HEAD (DEG)
                IF (INEXT .NE. 0) LAST (INEXT) = I
                NEXT (I) = INEXT
                HEAD (DEG) = I
  
             ELSE
  
  C             ----------------------------------------------------------
  C             we have a variable that can be eliminated at once because
  C             there is no off-diagonal non-zero in its row.
  C             ----------------------------------------------------------
  
                NEL = NEL + 1
                ELEN (I) = -NEL
                PE (I) = 0
                W (I) = 0
  
                ENDIF
  
  20         CONTINUE
  
  C=======================================================================
  C  WHILE (selecting pivots) DO
  C=======================================================================
  
  30      CONTINUE
          IF (NEL .LT. N) THEN
  
  C=======================================================================
  C  GET PIVOT OF MINIMUM DEGREE
  C=======================================================================
  
  C          -------------------------------------------------------------
  C          find next supervariable for elimination
  C          -------------------------------------------------------------
  
             DO 40 DEG = MINDEG, N
                ME = HEAD (DEG)
                IF (ME .GT. 0) GOTO 50
  40            CONTINUE
  50         CONTINUE
             MINDEG = DEG
  
  C          -------------------------------------------------------------
  C          remove chosen variable from link list
  C          -------------------------------------------------------------
  
             INEXT = NEXT (ME)
             IF (INEXT .NE. 0) LAST (INEXT) = 0
             HEAD (DEG) = INEXT
  
  C          -------------------------------------------------------------
  C          me represents the elimination of pivots nel+1 to nel+nv(me).
  C          place me itself as the first in this set.  It will be moved
  C          to the nel+nv(me) position when the permutation vectors are
  C          computed.
  C          -------------------------------------------------------------
  
             ELENME = ELEN (ME)
             ELEN (ME) = - (NEL + 1)
             NVPIV = NV (ME)
             NEL = NEL + NVPIV
  
  C=======================================================================
  C  CONSTRUCT NEW ELEMENT
  C=======================================================================
  
  C          -------------------------------------------------------------
  C          At this point, me is the pivotal supervariable.  It will be
  C          converted into the current element.  Scan list of the
  C          pivotal supervariable, me, setting tree pointers and
  C          constructing new list of supervariables for the new element,
  C          me.  p is a pointer to the current position in the old list.
  C          -------------------------------------------------------------
  
  C          flag the variable "me" as being in Lme by negating nv (me)
             NV (ME) = -NVPIV
             DEGME = 0
  
             IF (ELENME .EQ. 0) THEN
  
  C             ----------------------------------------------------------
  C             construct the new element in place
  C             ----------------------------------------------------------
  
                PME1 = PE (ME)
                PME2 = PME1 - 1
  
                DO 60 P = PME1, PME1 + LEN (ME) - 1
                   I = IW (P)
                   NVI = NV (I)
                   IF (NVI .GT. 0) THEN
  
  C                   ----------------------------------------------------
  C                   i is a principal variable not yet placed in Lme.
  C                   store i in new list
  C                   ----------------------------------------------------
  
                      DEGME = DEGME + NVI
  C                   flag i as being in Lme by negating nv (i)
                      NV (I) = -NVI
                      PME2 = PME2 + 1
                      IW (PME2) = I
  
  C                   ----------------------------------------------------
  C                   remove variable i from degree list.
  C                   ----------------------------------------------------
  
                      ILAST = LAST (I)
                      INEXT = NEXT (I)
                      IF (INEXT .NE. 0) LAST (INEXT) = ILAST
                      IF (ILAST .NE. 0) THEN
                         NEXT (ILAST) = INEXT
                      ELSE
  C                      i is at the head of the degree list
                         HEAD (DEGREE (I)) = INEXT
                         ENDIF
  
                      ENDIF
  60               CONTINUE
  C             this element takes no new memory in iw:
                NEWMEM = 0
  
             ELSE
  
  C             ----------------------------------------------------------
  C             construct the new element in empty space, iw (pfree ...)
  C             ----------------------------------------------------------
  
                P = PE (ME)
                PME1 = PFREE
                SLENME = LEN (ME) - ELENME
  
                DO 120 KNT1 = 1, ELENME + 1
  
                   IF (KNT1 .GT. ELENME) THEN
  C                   search the supervariables in me.
                      E = ME
                      PJ = P
                      LN = SLENME
                   ELSE
  C                   search the elements in me.
                      E = IW (P)
                      P = P + 1
                      PJ = PE (E)
                      LN = LEN (E)
                      ENDIF
  
  C                -------------------------------------------------------
  C                search for different supervariables and add them to the
  C                new list, compressing when necessary. this loop is
  C                executed once for each element in the list and once for
  C                all the supervariables in the list.
  C                -------------------------------------------------------
  
                   DO 110 KNT2 = 1, LN
                      I = IW (PJ)
                      PJ = PJ + 1
                      NVI = NV (I)
                      IF (NVI .GT. 0) THEN
  
  C                      -------------------------------------------------
  C                      compress iw, if necessary
  C                      -------------------------------------------------
  
                         IF (PFREE .GT. IWLEN) THEN
  C                         prepare for compressing iw by adjusting
  C                         pointers and lengths so that the lists being
  C                         searched in the inner and outer loops contain
  C                         only the remaining entries.
  
                            PE (ME) = P
                            LEN (ME) = LEN (ME) - KNT1
                            IF (LEN (ME) .EQ. 0) THEN
  C                            nothing left of supervariable me
                               PE (ME) = 0
                               ENDIF
                            PE (E) = PJ
                            LEN (E) = LN - KNT2
                            IF (LEN (E) .EQ. 0) THEN
  C                            nothing left of element e
                               PE (E) = 0
                               ENDIF
  
                            NCMPA = NCMPA + 1
  C                         store first item in pe
  C                         set first entry to -item
                            DO 70 J = 1, N
                               PN = PE (J)
                               IF (PN .GT. 0) THEN
                                  PE (J) = IW (PN)
                                  IW (PN) = -J
                                  ENDIF
  70                           CONTINUE
  
  C                         psrc/pdst point to source/destination
                            PDST = 1
                            PSRC = 1
                            PEND = PME1 - 1
  
  C                         while loop:
  80                        CONTINUE
                            IF (PSRC .LE. PEND) THEN
  C                            search for next negative entry
                               J = -IW (PSRC)
                               PSRC = PSRC + 1
                               IF (J .GT. 0) THEN
                                  IW (PDST) = PE (J)
                                  PE (J) = PDST
                                  PDST = PDST + 1
  C                               copy from source to destination
                                  LENJ = LEN (J)
                                  DO 90 KNT3 = 0, LENJ - 2
                                     IW (PDST + KNT3) = IW (PSRC + KNT3)
  90                                 CONTINUE
                                  PDST = PDST + LENJ - 1
                                  PSRC = PSRC + LENJ - 1
                                  ENDIF
                               GOTO 80
                               ENDIF
  
  C                         move the new partially-constructed element
                            P1 = PDST
                            DO 100 PSRC = PME1, PFREE - 1
                               IW (PDST) = IW (PSRC)
                               PDST = PDST + 1
  100                          CONTINUE
                            PME1 = P1
                            PFREE = PDST
                            PJ = PE (E)
                            P = PE (ME)
                            ENDIF
  
  C                      -------------------------------------------------
  C                      i is a principal variable not yet placed in Lme
  C                      store i in new list
  C                      -------------------------------------------------
  
                         DEGME = DEGME + NVI
  C                      flag i as being in Lme by negating nv (i)
                         NV (I) = -NVI
                         IW (PFREE) = I
                         PFREE = PFREE + 1
  
  C                      -------------------------------------------------
  C                      remove variable i from degree link list
  C                      -------------------------------------------------
  
                         ILAST = LAST (I)
                         INEXT = NEXT (I)
                         IF (INEXT .NE. 0) LAST (INEXT) = ILAST
                         IF (ILAST .NE. 0) THEN
                            NEXT (ILAST) = INEXT
                         ELSE
  C                         i is at the head of the degree list
                            HEAD (DEGREE (I)) = INEXT
                            ENDIF
  
                         ENDIF
  110                 CONTINUE
  
                   IF (E .NE. ME) THEN
  C                   set tree pointer and flag to indicate element e is
  C                   absorbed into new element me (the parent of e is me)
                      PE (E) = -ME
                      W (E) = 0
                      ENDIF
  120              CONTINUE
  
                PME2 = PFREE - 1
  C             this element takes newmem new memory in iw (possibly zero)
                NEWMEM = PFREE - PME1
                MEM = MEM + NEWMEM
                MAXMEM = MAX (MAXMEM, MEM)
                ENDIF
  
  C          -------------------------------------------------------------
  C          me has now been converted into an element in iw (pme1..pme2)
  C          -------------------------------------------------------------
  
  C          degme holds the external degree of new element
             DEGREE (ME) = DEGME
             PE (ME) = PME1
             LEN (ME) = PME2 - PME1 + 1
  
  C          -------------------------------------------------------------
  C          make sure that wflg is not too large.  With the current
  C          value of wflg, wflg+n must not cause integer overflow
  C          -------------------------------------------------------------
  
             IF (WFLG + N .LE. WFLG) THEN
                DO 130 X = 1, N
                   IF (W (X) .NE. 0) W (X) = 1
  130              CONTINUE
                WFLG = 2
                ENDIF
  
  C=======================================================================
  C  COMPUTE (w (e) - wflg) = |Le\Lme| FOR ALL ELEMENTS
  C=======================================================================
  
  C          -------------------------------------------------------------
  C          Scan 1:  compute the external degrees of previous elements
  C          with respect to the current element.  That is:
  C               (w (e) - wflg) = |Le \ Lme|
  C          for each element e that appears in any supervariable in Lme.
  C          The notation Le refers to the pattern (list of
  C          supervariables) of a previous element e, where e is not yet
  C          absorbed, stored in iw (pe (e) + 1 ... pe (e) + iw (pe (e))).
  C          The notation Lme refers to the pattern of the current element
  C          (stored in iw (pme1..pme2)).   If (w (e) - wflg) becomes
  C          zero, then the element e will be absorbed in scan 2.
  C          -------------------------------------------------------------
  
             DO 150 PME = PME1, PME2
                I = IW (PME)
                ELN = ELEN (I)
                IF (ELN .GT. 0) THEN
  C                note that nv (i) has been negated to denote i in Lme:
                   NVI = -NV (I)
                   WNVI = WFLG - NVI
                   DO 140 P = PE (I), PE (I) + ELN - 1
                      E = IW (P)
                      WE = W (E)
                      IF (WE .GE. WFLG) THEN
  C                      unabsorbed element e has been seen in this loop
                         WE = WE - NVI
                      ELSE IF (WE .NE. 0) THEN
  C                      e is an unabsorbed element
  C                      this is the first we have seen e in all of Scan 1
                         WE = DEGREE (E) + WNVI
                         ENDIF
                      W (E) = WE
  140                 CONTINUE
                   ENDIF
  150           CONTINUE
  
  C=======================================================================
  C  DEGREE UPDATE AND ELEMENT ABSORPTION
  C=======================================================================
  
  C          -------------------------------------------------------------
  C          Scan 2:  for each i in Lme, sum up the degree of Lme (which
  C          is degme), plus the sum of the external degrees of each Le
  C          for the elements e appearing within i, plus the
  C          supervariables in i.  Place i in hash list.
  C          -------------------------------------------------------------
  
             DO 180 PME = PME1, PME2
                I = IW (PME)
                P1 = PE (I)
                P2 = P1 + ELEN (I) - 1
                PN = P1
                HASH = 0
                DEG = 0
  
  C             ----------------------------------------------------------
  C             scan the element list associated with supervariable i
  C             ----------------------------------------------------------
  
                DO 160 P = P1, P2
                   E = IW (P)
  C                dext = | Le \ Lme |
                   DEXT = W (E) - WFLG
                   IF (DEXT .GT. 0) THEN
                      DEG = DEG + DEXT
                      IW (PN) = E
                      PN = PN + 1
                      HASH = HASH + E
                   ELSE IF (DEXT .EQ. 0) THEN
  C                   aggressive absorption: e is not adjacent to me, but
  C                   the |Le \ Lme| is 0, so absorb it into me
                      PE (E) = -ME
                      W (E) = 0
                   ELSE
  C                   element e has already been absorbed, due to
  C                   regular absorption, in do loop 120 above. Ignore it.
                      CONTINUE
                      ENDIF
  160              CONTINUE
  
  C             count the number of elements in i (including me):
                ELEN (I) = PN - P1 + 1
  
  C             ----------------------------------------------------------
  C             scan the supervariables in the list associated with i
  C             ----------------------------------------------------------
  
                P3 = PN
                DO 170 P = P2 + 1, P1 + LEN (I) - 1
                   J = IW (P)
                   NVJ = NV (J)
                   IF (NVJ .GT. 0) THEN
  C                   j is unabsorbed, and not in Lme.
  C                   add to degree and add to new list
                      DEG = DEG + NVJ
                      IW (PN) = J
                      PN = PN + 1
                      HASH = HASH + J
                      ENDIF
  170              CONTINUE
  
  C             ----------------------------------------------------------
  C             update the degree and check for mass elimination
  C             ----------------------------------------------------------
  
                IF (DEG .EQ. 0) THEN
  
  C                -------------------------------------------------------
  C                mass elimination
  C                -------------------------------------------------------
  
  C                There is nothing left of this node except for an
  C                edge to the current pivot element.  elen (i) is 1,
  C                and there are no variables adjacent to node i.
  C                Absorb i into the current pivot element, me.
  
                   PE (I) = -ME
                   NVI = -NV (I)
                   DEGME = DEGME - NVI
                   NVPIV = NVPIV + NVI
                   NEL = NEL + NVI
                   NV (I) = 0
                   ELEN (I) = 0
  
                ELSE
  
  C                -------------------------------------------------------
  C                update the upper-bound degree of i
  C                -------------------------------------------------------
  
  C                the following degree does not yet include the size
  C                of the current element, which is added later:
                   DEGREE (I) = MIN (DEGREE (I), DEG)
  
  C                -------------------------------------------------------
  C                add me to the list for i
  C                -------------------------------------------------------
  
  C                move first supervariable to end of list
                   IW (PN) = IW (P3)
  C                move first element to end of element part of list
                   IW (P3) = IW (P1)
  C                add new element to front of list.
                   IW (P1) = ME
  C                store the new length of the list in len (i)
                   LEN (I) = PN - P1 + 1
  
  C                -------------------------------------------------------
  C                place in hash bucket.  Save hash key of i in last (i).
  C                -------------------------------------------------------
  
                   HASH = MOD (HASH, HMOD) + 1
                   J = HEAD (HASH)
                   IF (J .LE. 0) THEN
  C                   the degree list is empty, hash head is -j
                      NEXT (I) = -J
                      HEAD (HASH) = -I
                   ELSE
  C                   degree list is not empty
  C                   use last (head (hash)) as hash head
                      NEXT (I) = LAST (J)
                      LAST (J) = I
                      ENDIF
                   LAST (I) = HASH
                   ENDIF
  180           CONTINUE
  
             DEGREE (ME) = DEGME
  
  C          -------------------------------------------------------------
  C          Clear the counter array, w (...), by incrementing wflg.
  C          -------------------------------------------------------------
  
             DMAX = MAX (DMAX, DEGME)
             WFLG = WFLG + DMAX
  
  C          make sure that wflg+n does not cause integer overflow
             IF (WFLG + N .LE. WFLG) THEN
                DO 190 X = 1, N
                   IF (W (X) .NE. 0) W (X) = 1
  190              CONTINUE
                WFLG = 2
                ENDIF
  C          at this point, w (1..n) .lt. wflg holds
  
  C=======================================================================
  C  SUPERVARIABLE DETECTION
  C=======================================================================
  
             DO 250 PME = PME1, PME2
                I = IW (PME)
                IF (NV (I) .LT. 0) THEN
  C                i is a principal variable in Lme
  
  C                -------------------------------------------------------
  C                examine all hash buckets with 2 or more variables.  We
  C                do this by examing all unique hash keys for super-
  C                variables in the pattern Lme of the current element, me
  C                -------------------------------------------------------
  
                   HASH = LAST (I)
  C                let i = head of hash bucket, and empty the hash bucket
                   J = HEAD (HASH)
                   IF (J .EQ. 0) GOTO 250
                   IF (J .LT. 0) THEN
  C                   degree list is empty
                      I = -J
                      HEAD (HASH) = 0
                   ELSE
  C                   degree list is not empty, restore last () of head
                      I = LAST (J)
                      LAST (J) = 0
                      ENDIF
                   IF (I .EQ. 0) GOTO 250
  
  C                while loop:
  200              CONTINUE
                   IF (NEXT (I) .NE. 0) THEN
  
  C                   ----------------------------------------------------
  C                   this bucket has one or more variables following i.
  C                   scan all of them to see if i can absorb any entries
  C                   that follow i in hash bucket.  Scatter i into w.
  C                   ----------------------------------------------------
  
                      LN = LEN (I)
                      ELN = ELEN (I)
  C                   do not flag the first element in the list (me)
                      DO 210 P = PE (I) + 1, PE (I) + LN - 1
                         W (IW (P)) = WFLG
  210                    CONTINUE
  
  C                   ----------------------------------------------------
  C                   scan every other entry j following i in bucket
  C                   ----------------------------------------------------
  
                      JLAST = I
                      J = NEXT (I)
  
  C                   while loop:
  220                 CONTINUE
                      IF (J .NE. 0) THEN
  
  C                      -------------------------------------------------
  C                      check if j and i have identical nonzero pattern
  C                      -------------------------------------------------
  
                         IF (LEN (J) .NE. LN) THEN
  C                         i and j do not have same size data structure
                            GOTO 240
                            ENDIF
                         IF (ELEN (J) .NE. ELN) THEN
  C                         i and j do not have same number of adjacent el
                            GOTO 240
                            ENDIF
  C                      do not flag the first element in the list (me)
                         DO 230 P = PE (J) + 1, PE (J) + LN - 1
                            IF (W (IW (P)) .NE. WFLG) THEN
  C                            an entry (iw(p)) is in j but not in i
                               GOTO 240
                               ENDIF
  230                       CONTINUE
  
  C                      -------------------------------------------------
  C                      found it!  j can be absorbed into i
  C                      -------------------------------------------------
  
                         PE (J) = -I
  C                      both nv (i) and nv (j) are negated since they
  C                      are in Lme, and the absolute values of each
  C                      are the number of variables in i and j:
                         NV (I) = NV (I) + NV (J)
                         NV (J) = 0
                         ELEN (J) = 0
  C                      delete j from hash bucket
                         J = NEXT (J)
                         NEXT (JLAST) = J
                         GOTO 220
  
  C                      -------------------------------------------------
  240                    CONTINUE
  C                      j cannot be absorbed into i
  C                      -------------------------------------------------
  
                         JLAST = J
                         J = NEXT (J)
                         GOTO 220
                         ENDIF
  
  C                   ----------------------------------------------------
  C                   no more variables can be absorbed into i
  C                   go to next i in bucket and clear flag array
  C                   ----------------------------------------------------
  
                      WFLG = WFLG + 1
                      I = NEXT (I)
                      IF (I .NE. 0) GOTO 200
                      ENDIF
                   ENDIF
  250           CONTINUE
  
  C=======================================================================
  C  RESTORE DEGREE LISTS AND REMOVE NONPRINCIPAL SUPERVAR. FROM ELEMENT
  C=======================================================================
  
             P = PME1
             NLEFT = N - NEL
             DO 260 PME = PME1, PME2
                I = IW (PME)
                NVI = -NV (I)
                IF (NVI .GT. 0) THEN
  C                i is a principal variable in Lme
  C                restore nv (i) to signify that i is principal
                   NV (I) = NVI
  
  C                -------------------------------------------------------
  C                compute the external degree (add size of current elem)
  C                -------------------------------------------------------
  
                   DEG = MIN (DEGREE (I) + DEGME - NVI, NLEFT - NVI)
  
  C                -------------------------------------------------------
  C                place the supervariable at the head of the degree list
  C                -------------------------------------------------------
  
                   INEXT = HEAD (DEG)
                   IF (INEXT .NE. 0) LAST (INEXT) = I
                   NEXT (I) = INEXT
                   LAST (I) = 0
                   HEAD (DEG) = I
  
  C                -------------------------------------------------------
  C                save the new degree, and find the minimum degree
  C                -------------------------------------------------------
  
                   MINDEG = MIN (MINDEG, DEG)
                   DEGREE (I) = DEG
  
  C                -------------------------------------------------------
  C                place the supervariable in the element pattern
  C                -------------------------------------------------------
  
                   IW (P) = I
                   P = P + 1
                   ENDIF
  260           CONTINUE
  
  C=======================================================================
  C  FINALIZE THE NEW ELEMENT
  C=======================================================================
  
             NV (ME) = NVPIV + DEGME
  C          nv (me) is now the degree of pivot (including diagonal part)
  C          save the length of the list for the new element me
             LEN (ME) = P - PME1
             IF (LEN (ME) .EQ. 0) THEN
  C             there is nothing left of the current pivot element
                PE (ME) = 0
                W (ME) = 0
                ENDIF
             IF (NEWMEM .NE. 0) THEN
  C             element was not constructed in place: deallocate part
  C             of it (final size is less than or equal to newmem,
  C             since newly nonprincipal variables have been removed).
                PFREE = P
                MEM = MEM - NEWMEM + LEN (ME)
                ENDIF
  
  C=======================================================================
  C          END WHILE (selecting pivots)
             GOTO 30
             ENDIF
  C=======================================================================
  
  C=======================================================================
  C  COMPUTE THE PERMUTATION VECTORS
  C=======================================================================
  
  C       ----------------------------------------------------------------
  C       The time taken by the following code is O(n).  At this
  C       point, elen (e) = -k has been done for all elements e,
  C       and elen (i) = 0 has been done for all nonprincipal
  C       variables i.  At this point, there are no principal
  C       supervariables left, and all elements are absorbed.
  C       ----------------------------------------------------------------
  
  C       ----------------------------------------------------------------
  C       compute the ordering of unordered nonprincipal variables
  C       ----------------------------------------------------------------
  
          DO 290 I = 1, N
             IF (ELEN (I) .EQ. 0) THEN
  
  C             ----------------------------------------------------------
  C             i is an un-ordered row.  Traverse the tree from i until
  C             reaching an element, e.  The element, e, was the
  C             principal supervariable of i and all nodes in the path
  C             from i to when e was selected as pivot.
  C             ----------------------------------------------------------
  
                J = -PE (I)
  C             while (j is a variable) do:
  270           CONTINUE
                IF (ELEN (J) .GE. 0) THEN
                   J = -PE (J)
                   GOTO 270
                   ENDIF
                E = J
  
  C             ----------------------------------------------------------
  C             get the current pivot ordering of e
  C             ----------------------------------------------------------
  
                K = -ELEN (E)
  
  C             ----------------------------------------------------------
  C             traverse the path again from i to e, and compress the
  C             path (all nodes point to e).  Path compression allows
  C             this code to compute in O(n) time.  Order the unordered
  C             nodes in the path, and place the element e at the end.
  C             ----------------------------------------------------------
  
                J = I
  C             while (j is a variable) do:
  280           CONTINUE
                IF (ELEN (J) .GE. 0) THEN
                   JNEXT = -PE (J)
                   PE (J) = -E
                   IF (ELEN (J) .EQ. 0) THEN
  C                   j is an unordered row
                      ELEN (J) = K
                      K = K + 1
                      ENDIF
                   J = JNEXT
                   GOTO 280
                   ENDIF
  C             leave elen (e) negative, so we know it is an element
                ELEN (E) = -K
                ENDIF
  290        CONTINUE
  
  C       ----------------------------------------------------------------
  C       reset the inverse permutation (elen (1..n)) to be positive,
  C       and compute the permutation (last (1..n)).
  C       ----------------------------------------------------------------
  
          DO 300 I = 1, N
             K = ABS (ELEN (I))
             LAST (K) = I
             ELEN (I) = K
  300        CONTINUE
  
  C=======================================================================
  C  RETURN THE MEMORY USAGE IN IW
  C=======================================================================
  
  C       If maxmem is less than or equal to iwlen, then no compressions
  C       occurred, and iw (maxmem+1 ... iwlen) was unused.  Otherwise
  C       compressions did occur, and iwlen would have had to have been
  C       greater than or equal to maxmem for no compressions to occur.
  C       Return the value of maxmem in the pfree argument.
  
          PFREE = MAXMEM
  
          RETURN
          END