claqz0.f

Go to the documentation of this file.

*> \brief \b CLAQZ0
*
*  =========== DOCUMENTATION ===========
*
* Online html documentation available at
*            http://www.netlib.org/lapack/explore-html/
*
*> Download CLAQZ0 + dependencies
*> <a href="http://www.netlib.org/cgi-bin/netlibfiles.tgz?format=tgz&filename=/lapack/lapack_routine/CLAQZ0.f">
*> [TGZ]</a>
*> <a href="http://www.netlib.org/cgi-bin/netlibfiles.zip?format=zip&filename=/lapack/lapack_routine/CLAQZ0.f">
*> [ZIP]</a>
*> <a href="http://www.netlib.org/cgi-bin/netlibfiles.txt?format=txt&filename=/lapack/lapack_routine/CLAQZ0.f">
*> [TXT]</a>
*
*  Definition:
*  ===========
*
*      SUBROUTINE CLAQZ0( WANTS, WANTQ, WANTZ, N, ILO, IHI, A, LDA, B,
*     $    LDB, ALPHA, BETA, Q, LDQ, Z, LDZ, WORK, LWORK, RWORK, REC,
*     $    INFO )
*      IMPLICIT NONE
*
*      Arguments
*      CHARACTER, INTENT( IN ) :: WANTS, WANTQ, WANTZ
*      INTEGER, INTENT( IN ) :: N, ILO, IHI, LDA, LDB, LDQ, LDZ, LWORK,
*     $    REC
*      INTEGER, INTENT( OUT ) :: INFO
*      COMPLEX, INTENT( INOUT ) :: A( LDA, * ), B( LDB, * ), Q( LDQ, * ),
*     $    Z( LDZ, * ), ALPHA( * ), BETA( * ), WORK( * )
*      REAL, INTENT( OUT ) :: RWORK( * )
*       ..
*
*
*> \par Purpose:
*  =============
*>
*> \verbatim
*>
*> CLAQZ0 computes the eigenvalues of a matrix pair (H,T),
*> where H is an upper Hessenberg matrix and T is upper triangular,
*> using the double-shift QZ method.
*> Matrix pairs of this type are produced by the reduction to
*> generalized upper Hessenberg form of a matrix pair (A,B):
*>
*>    A = Q1*H*Z1**H,  B = Q1*T*Z1**H,
*>
*> as computed by CGGHRD.
*>
*> If JOB='S', then the Hessenberg-triangular pair (H,T) is
*> also reduced to generalized Schur form,
*>
*>    H = Q*S*Z**H,  T = Q*P*Z**H,
*>
*> where Q and Z are unitary matrices, P and S are an upper triangular
*> matrices.
*>
*> Optionally, the unitary matrix Q from the generalized Schur
*> factorization may be postmultiplied into an input matrix Q1, and the
*> unitary matrix Z may be postmultiplied into an input matrix Z1.
*> If Q1 and Z1 are the unitary matrices from CGGHRD that reduced
*> the matrix pair (A,B) to generalized upper Hessenberg form, then the
*> output matrices Q1*Q and Z1*Z are the unitary factors from the
*> generalized Schur factorization of (A,B):
*>
*>    A = (Q1*Q)*S*(Z1*Z)**H,  B = (Q1*Q)*P*(Z1*Z)**H.
*>
*> To avoid overflow, eigenvalues of the matrix pair (H,T) (equivalently,
*> of (A,B)) are computed as a pair of values (alpha,beta), where alpha is
*> complex and beta real.
*> If beta is nonzero, lambda = alpha / beta is an eigenvalue of the
*> generalized nonsymmetric eigenvalue problem (GNEP)
*>    A*x = lambda*B*x
*> and if alpha is nonzero, mu = beta / alpha is an eigenvalue of the
*> alternate form of the GNEP
*>    mu*A*y = B*y.
*> Eigenvalues can be read directly from the generalized Schur
*> form:
*>   alpha = S(i,i), beta = P(i,i).
*>
*> Ref: C.B. Moler & G.W. Stewart, "An Algorithm for Generalized Matrix
*>      Eigenvalue Problems", SIAM J. Numer. Anal., 10(1973),
*>      pp. 241--256.
*>
*> Ref: B. Kagstrom, D. Kressner, "Multishift Variants of the QZ
*>      Algorithm with Aggressive Early Deflation", SIAM J. Numer.
*>      Anal., 29(2006), pp. 199--227.
*>
*> Ref: T. Steel, D. Camps, K. Meerbergen, R. Vandebril "A multishift,
*>      multipole rational QZ method with aggressive early deflation"
*> \endverbatim
*
*  Arguments:
*  ==========
*
*> \param[in] WANTS
*> \verbatim
*>          WANTS is CHARACTER*1
*>          = 'E': Compute eigenvalues only;
*>          = 'S': Compute eigenvalues and the Schur form.
*> \endverbatim
*>
*> \param[in] WANTQ
*> \verbatim
*>          WANTQ is CHARACTER*1
*>          = 'N': Left Schur vectors (Q) are not computed;
*>          = 'I': Q is initialized to the unit matrix and the matrix Q
*>                 of left Schur vectors of (A,B) is returned;
*>          = 'V': Q must contain an unitary matrix Q1 on entry and
*>                 the product Q1*Q is returned.
*> \endverbatim
*>
*> \param[in] WANTZ
*> \verbatim
*>          WANTZ is CHARACTER*1
*>          = 'N': Right Schur vectors (Z) are not computed;
*>          = 'I': Z is initialized to the unit matrix and the matrix Z
*>                 of right Schur vectors of (A,B) is returned;
*>          = 'V': Z must contain an unitary matrix Z1 on entry and
*>                 the product Z1*Z is returned.
*> \endverbatim
*>
*> \param[in] N
*> \verbatim
*>          N is INTEGER
*>          The order of the matrices A, B, Q, and Z.  N >= 0.
*> \endverbatim
*>
*> \param[in] ILO
*> \verbatim
*>          ILO is INTEGER
*> \endverbatim
*>
*> \param[in] IHI
*> \verbatim
*>          IHI is INTEGER
*>          ILO and IHI mark the rows and columns of A which are in
*>          Hessenberg form.  It is assumed that A is already upper
*>          triangular in rows and columns 1:ILO-1 and IHI+1:N.
*>          If N > 0, 1 <= ILO <= IHI <= N; if N = 0, ILO=1 and IHI=0.
*> \endverbatim
*>
*> \param[in,out] A
*> \verbatim
*>          A is COMPLEX array, dimension (LDA, N)
*>          On entry, the N-by-N upper Hessenberg matrix A.
*>          On exit, if JOB = 'S', A contains the upper triangular
*>          matrix S from the generalized Schur factorization.
*>          If JOB = 'E', the diagonal of A matches that of S, but
*>          the rest of A is unspecified.
*> \endverbatim
*>
*> \param[in] LDA
*> \verbatim
*>          LDA is INTEGER
*>          The leading dimension of the array A.  LDA >= max( 1, N ).
*> \endverbatim
*>
*> \param[in,out] B
*> \verbatim
*>          B is COMPLEX array, dimension (LDB, N)
*>          On entry, the N-by-N upper triangular matrix B.
*>          On exit, if JOB = 'S', B contains the upper triangular
*>          matrix P from the generalized Schur factorization.
*>          If JOB = 'E', the diagonal of B matches that of P, but
*>          the rest of B is unspecified.
*> \endverbatim
*>
*> \param[in] LDB
*> \verbatim
*>          LDB is INTEGER
*>          The leading dimension of the array B.  LDB >= max( 1, N ).
*> \endverbatim
*>
*> \param[out] ALPHA
*> \verbatim
*>          ALPHA is COMPLEX array, dimension (N)
*>          Each scalar alpha defining an eigenvalue
*>          of GNEP.
*> \endverbatim
*>
*> \param[out] BETA
*> \verbatim
*>          BETA is COMPLEX array, dimension (N)
*>          The scalars beta that define the eigenvalues of GNEP.
*>          Together, the quantities alpha = ALPHA(j) and
*>          beta = BETA(j) represent the j-th eigenvalue of the matrix
*>          pair (A,B), in one of the forms lambda = alpha/beta or
*>          mu = beta/alpha.  Since either lambda or mu may overflow,
*>          they should not, in general, be computed.
*> \endverbatim
*>
*> \param[in,out] Q
*> \verbatim
*>          Q is COMPLEX array, dimension (LDQ, N)
*>          On entry, if COMPQ = 'V', the unitary matrix Q1 used in
*>          the reduction of (A,B) to generalized Hessenberg form.
*>          On exit, if COMPQ = 'I', the unitary matrix of left Schur
*>          vectors of (A,B), and if COMPQ = 'V', the unitary matrix
*>          of left Schur vectors of (A,B).
*>          Not referenced if COMPQ = 'N'.
*> \endverbatim
*>
*> \param[in] LDQ
*> \verbatim
*>          LDQ is INTEGER
*>          The leading dimension of the array Q.  LDQ >= 1.
*>          If COMPQ='V' or 'I', then LDQ >= N.
*> \endverbatim
*>
*> \param[in,out] Z
*> \verbatim
*>          Z is COMPLEX array, dimension (LDZ, N)
*>          On entry, if COMPZ = 'V', the unitary matrix Z1 used in
*>          the reduction of (A,B) to generalized Hessenberg form.
*>          On exit, if COMPZ = 'I', the unitary matrix of
*>          right Schur vectors of (H,T), and if COMPZ = 'V', the
*>          unitary matrix of right Schur vectors of (A,B).
*>          Not referenced if COMPZ = 'N'.
*> \endverbatim
*>
*> \param[in] LDZ
*> \verbatim
*>          LDZ is INTEGER
*>          The leading dimension of the array Z.  LDZ >= 1.
*>          If COMPZ='V' or 'I', then LDZ >= N.
*> \endverbatim
*>
*> \param[out] WORK
*> \verbatim
*>          WORK is COMPLEX array, dimension (MAX(1,LWORK))
*>          On exit, if INFO >= 0, WORK(1) returns the optimal LWORK.
*> \endverbatim
*>
*> \param[in] LWORK
*> \verbatim
*>          LWORK is INTEGER
*>          The dimension of the array WORK.  LWORK >= max(1,N).
*>
*>          If LWORK = -1, then a workspace query is assumed; the routine
*>          only calculates the optimal size of the WORK array, returns
*>          this value as the first entry of the WORK array, and no error
*>          message related to LWORK is issued by XERBLA.
*> \endverbatim
*>
*> \param[out] RWORK
*> \verbatim
*>          RWORK is REAL array, dimension (N)
*> \endverbatim
*>
*> \param[in] REC
*> \verbatim
*>          REC is INTEGER
*>             REC indicates the current recursion level. Should be set
*>             to 0 on first call.
*> \endverbatim
*>
*> \param[out] INFO
*> \verbatim
*>          INFO is INTEGER
*>          = 0: successful exit
*>          < 0: if INFO = -i, the i-th argument had an illegal value
*>          = 1,...,N: the QZ iteration did not converge.  (A,B) is not
*>                     in Schur form, but ALPHA(i) and
*>                     BETA(i), i=INFO+1,...,N should be correct.
*> \endverbatim
*
*  Authors:
*  ========
*
*> \author Thijs Steel, KU Leuven
*
*> \date May 2020
*
*> \ingroup laqz0
*>
*  =====================================================================
      RECURSIVE SUBROUTINE claqz0( WANTS, WANTQ, WANTZ, N, ILO, IHI,
     $                             A,
     $                             LDA, B, LDB, ALPHA, BETA, Q, LDQ, Z,
     $                             LDZ, WORK, LWORK, RWORK, REC,
     $                             INFO )
      IMPLICIT NONE
 
*     Arguments
      CHARACTER, INTENT( IN ) :: wants, wantq, wantz
      INTEGER, INTENT( IN ) :: n, ilo, ihi, lda, ldb, ldq, ldz, lwork,
     $         rec
      INTEGER, INTENT( OUT ) :: info
      COMPLEX, INTENT( INOUT ) :: a( lda, * ), b( ldb, * ), q( ldq, * ),
     $   z( ldz, * ), alpha( * ), beta( * ), work( * )
      REAL, INTENT( OUT ) :: rwork( * )
 
*     Parameters
      COMPLEX         czero, cone
      parameter( czero = ( 0.0, 0.0 ), cone = ( 1.0, 0.0 ) )
      REAL :: zero, one, half
      PARAMETER( zero = 0.0, one = 1.0, half = 0.5 )
 
*     Local scalars
      REAL :: smlnum, ulp, safmin, safmax, c1, tempr, bnorm, btol
      COMPLEX :: eshift, s1, temp
      INTEGER :: istart, istop, iiter, maxit, istart2, k, ld, nshifts,
     $           nblock, nw, nmin, nibble, n_undeflated, n_deflated,
     $           ns, sweep_info, shiftpos, lworkreq, k2, istartm,
     $           istopm, iwants, iwantq, iwantz, norm_info, aed_info,
     $           nwr, nbr, nsr, itemp1, itemp2, rcost
      LOGICAL :: ilschur, ilq, ilz
      CHARACTER :: jbcmpz*3
 
*     External Functions
      EXTERNAL :: xerbla, chgeqz, claqz2, claqz3, claset,
     $            clartg, crot
      REAL, EXTERNAL :: slamch, clanhs
      LOGICAL, EXTERNAL :: lsame
      INTEGER, EXTERNAL :: ilaenv
 
*
*     Decode wantS,wantQ,wantZ
*      
      IF( lsame( wants, 'E' ) ) THEN
         ilschur = .false.
         iwants = 1
      ELSE IF( lsame( wants, 'S' ) ) THEN
         ilschur = .true.
         iwants = 2
      ELSE
         iwants = 0
      END IF
 
      IF( lsame( wantq, 'N' ) ) THEN
         ilq = .false.
         iwantq = 1
      ELSE IF( lsame( wantq, 'V' ) ) THEN
         ilq = .true.
         iwantq = 2
      ELSE IF( lsame( wantq, 'I' ) ) THEN
         ilq = .true.
         iwantq = 3
      ELSE
         iwantq = 0
      END IF
 
      IF( lsame( wantz, 'N' ) ) THEN
         ilz = .false.
         iwantz = 1
      ELSE IF( lsame( wantz, 'V' ) ) THEN
         ilz = .true.
         iwantz = 2
      ELSE IF( lsame( wantz, 'I' ) ) THEN
         ilz = .true.
         iwantz = 3
      ELSE
         iwantz = 0
      END IF
*
*     Check Argument Values
*
      info = 0
      IF( iwants.EQ.0 ) THEN
         info = -1
      ELSE IF( iwantq.EQ.0 ) THEN
         info = -2
      ELSE IF( iwantz.EQ.0 ) THEN
         info = -3
      ELSE IF( n.LT.0 ) THEN
         info = -4
      ELSE IF( ilo.LT.1 ) THEN
         info = -5
      ELSE IF( ihi.GT.n .OR. ihi.LT.ilo-1 ) THEN
         info = -6
      ELSE IF( lda.LT.n ) THEN
         info = -8
      ELSE IF( ldb.LT.n ) THEN
         info = -10
      ELSE IF( ldq.LT.1 .OR. ( ilq .AND. ldq.LT.n ) ) THEN
         info = -15
      ELSE IF( ldz.LT.1 .OR. ( ilz .AND. ldz.LT.n ) ) THEN
         info = -17
      END IF
      IF( info.NE.0 ) THEN
         CALL xerbla( 'CLAQZ0', -info )
         RETURN
      END IF
   
*
*     Quick return if possible
*
      IF( n.LE.0 ) THEN
         work( 1 ) = real( 1 )
         RETURN
      END IF
 
*
*     Get the parameters
*
      jbcmpz( 1:1 ) = wants
      jbcmpz( 2:2 ) = wantq
      jbcmpz( 3:3 ) = wantz
 
      nmin = ilaenv( 12, 'CLAQZ0', jbcmpz, n, ilo, ihi, lwork )
 
      nwr = ilaenv( 13, 'CLAQZ0', jbcmpz, n, ilo, ihi, lwork )
      nwr = max( 2, nwr )
      nwr = min( ihi-ilo+1, ( n-1 ) / 3, nwr )
 
      nibble = ilaenv( 14, 'CLAQZ0', jbcmpz, n, ilo, ihi, lwork )
      
      nsr = ilaenv( 15, 'CLAQZ0', jbcmpz, n, ilo, ihi, lwork )
      nsr = min( nsr, ( n+6 ) / 9, ihi-ilo )
      nsr = max( 2, nsr-mod( nsr, 2 ) )
 
      rcost = ilaenv( 17, 'CLAQZ0', jbcmpz, n, ilo, ihi, lwork )
      itemp1 = int( real( nsr )/sqrt( 1+2*real( nsr )/
     $         ( real( rcost )/100*real( n ) ) ) )
      itemp1 = ( ( itemp1-1 )/4 )*4+4
      nbr = nsr+itemp1
 
      IF( n .LT. nmin .OR. rec .GE. 2 ) THEN
         CALL chgeqz( wants, wantq, wantz, n, ilo, ihi, a, lda, b,
     $                ldb,
     $                alpha, beta, q, ldq, z, ldz, work, lwork, rwork,
     $                info )
         RETURN
      END IF
 
*
*     Find out required workspace
*
 
*     Workspace query to CLAQZ2
      nw = max( nwr, nmin )
      CALL claqz2( ilschur, ilq, ilz, n, ilo, ihi, nw, a, lda, b,
     $             ldb,
     $             q, ldq, z, ldz, n_undeflated, n_deflated, alpha,
     $             beta, work, nw, work, nw, work, -1, rwork, rec,
     $             aed_info )
      itemp1 = int( work( 1 ) )
*     Workspace query to CLAQZ3
      CALL claqz3( ilschur, ilq, ilz, n, ilo, ihi, nsr, nbr, alpha,
     $             beta, a, lda, b, ldb, q, ldq, z, ldz, work, nbr,
     $             work, nbr, work, -1, sweep_info )
      itemp2 = int( work( 1 ) )
 
      lworkreq = max( itemp1+2*nw**2, itemp2+2*nbr**2 )
      IF ( lwork .EQ.-1 ) THEN
         work( 1 ) = real( lworkreq )
         RETURN
      ELSE IF ( lwork .LT. lworkreq ) THEN
         info = -19
      END IF
      IF( info.NE.0 ) THEN
         CALL xerbla( 'CLAQZ0', info )
         RETURN
      END IF
*
*     Initialize Q and Z
*
      IF( iwantq.EQ.3 ) CALL claset( 'FULL', n, n, czero, cone, q,
     $    ldq )
      IF( iwantz.EQ.3 ) CALL claset( 'FULL', n, n, czero, cone, z,
     $    ldz )
 
*     Get machine constants
      safmin = slamch( 'SAFE MINIMUM' )
      safmax = one/safmin
      ulp = slamch( 'PRECISION' )
      smlnum = safmin*( real( n )/ulp )
 
      bnorm = clanhs( 'F', ihi-ilo+1, b( ilo, ilo ), ldb, rwork )
      btol = max( safmin, ulp*bnorm )
 
      istart = ilo
      istop = ihi
      maxit = 30*( ihi-ilo+1 )
      ld = 0
 
      DO iiter = 1, maxit
         IF( iiter .GE. maxit ) THEN
            info = istop+1
            GOTO 80
         END IF
         IF ( istart+1 .GE. istop ) THEN
            istop = istart
            EXIT
         END IF
 
*        Check deflations at the end
         IF ( abs( a( istop, istop-1 ) ) .LE. max( smlnum,
     $      ulp*( abs( a( istop, istop ) )+abs( a( istop-1,
     $      istop-1 ) ) ) ) ) THEN
            a( istop, istop-1 ) = czero
            istop = istop-1
            ld = 0
            eshift = czero
         END IF
*        Check deflations at the start
         IF ( abs( a( istart+1, istart ) ) .LE. max( smlnum,
     $      ulp*( abs( a( istart, istart ) )+abs( a( istart+1,
     $      istart+1 ) ) ) ) ) THEN
            a( istart+1, istart ) = czero
            istart = istart+1
            ld = 0
            eshift = czero
         END IF
 
         IF ( istart+1 .GE. istop ) THEN
            EXIT
         END IF
 
*        Check interior deflations
         istart2 = istart
         DO k = istop, istart+1, -1
            IF ( abs( a( k, k-1 ) ) .LE. max( smlnum, ulp*( abs( a( k,
     $         k ) )+abs( a( k-1, k-1 ) ) ) ) ) THEN
               a( k, k-1 ) = czero
               istart2 = k
               EXIT
            END IF
         END DO
 
*        Get range to apply rotations to
         IF ( ilschur ) THEN
            istartm = 1
            istopm = n
         ELSE
            istartm = istart2
            istopm = istop
         END IF
 
*        Check infinite eigenvalues, this is done without blocking so might
*        slow down the method when many infinite eigenvalues are present
         k = istop
         DO WHILE ( k.GE.istart2 )
 
            IF( abs( b( k, k ) ) .LT. btol ) THEN
*              A diagonal element of B is negligible, move it
*              to the top and deflate it
               
               DO k2 = k, istart2+1, -1
                  CALL clartg( b( k2-1, k2 ), b( k2-1, k2-1 ), c1,
     $                         s1,
     $                         temp )
                  b( k2-1, k2 ) = temp
                  b( k2-1, k2-1 ) = czero
 
                  CALL crot( k2-2-istartm+1, b( istartm, k2 ), 1,
     $                       b( istartm, k2-1 ), 1, c1, s1 )
                  CALL crot( min( k2+1, istop )-istartm+1,
     $                       a( istartm,
     $                       k2 ), 1, a( istartm, k2-1 ), 1, c1, s1 )
                  IF ( ilz ) THEN
                     CALL crot( n, z( 1, k2 ), 1, z( 1, k2-1 ), 1,
     $                          c1,
     $                          s1 )
                  END IF
 
                  IF( k2.LT.istop ) THEN
                     CALL clartg( a( k2, k2-1 ), a( k2+1, k2-1 ), c1,
     $                            s1, temp )
                     a( k2, k2-1 ) = temp
                     a( k2+1, k2-1 ) = czero
 
                     CALL crot( istopm-k2+1, a( k2, k2 ), lda,
     $                          a( k2+1,
     $                          k2 ), lda, c1, s1 )
                     CALL crot( istopm-k2+1, b( k2, k2 ), ldb,
     $                          b( k2+1,
     $                          k2 ), ldb, c1, s1 )
                     IF( ilq ) THEN
                        CALL crot( n, q( 1, k2 ), 1, q( 1, k2+1 ), 1,
     $                             c1, conjg( s1 ) )
                     END IF
                  END IF
 
               END DO
 
               IF( istart2.LT.istop )THEN
                  CALL clartg( a( istart2, istart2 ), a( istart2+1,
     $                         istart2 ), c1, s1, temp )
                  a( istart2, istart2 ) = temp
                  a( istart2+1, istart2 ) = czero
 
                  CALL crot( istopm-( istart2+1 )+1, a( istart2,
     $                       istart2+1 ), lda, a( istart2+1,
     $                       istart2+1 ), lda, c1, s1 )
                  CALL crot( istopm-( istart2+1 )+1, b( istart2,
     $                       istart2+1 ), ldb, b( istart2+1,
     $                       istart2+1 ), ldb, c1, s1 )
                  IF( ilq ) THEN
                     CALL crot( n, q( 1, istart2 ), 1, q( 1,
     $                          istart2+1 ), 1, c1, conjg( s1 ) )
                  END IF
               END IF
 
               istart2 = istart2+1
   
            END IF
            k = k-1
         END DO
 
*        istart2 now points to the top of the bottom right
*        unreduced Hessenberg block
         IF ( istart2 .GE. istop ) THEN
            istop = istart2-1
            ld = 0
            eshift = czero
            cycle
         END IF
 
         nw = nwr
         nshifts = nsr
         nblock = nbr
 
         IF ( istop-istart2+1 .LT. nmin ) THEN
*           Setting nw to the size of the subblock will make AED deflate
*           all the eigenvalues. This is slightly more efficient than just
*           using CHGEQZ because the off diagonal part gets updated via BLAS.
            IF ( istop-istart+1 .LT. nmin ) THEN
               nw = istop-istart+1
               istart2 = istart
            ELSE
               nw = istop-istart2+1
            END IF
         END IF
 
*
*        Time for AED
*
         CALL claqz2( ilschur, ilq, ilz, n, istart2, istop, nw, a,
     $                lda,
     $                b, ldb, q, ldq, z, ldz, n_undeflated, n_deflated,
     $                alpha, beta, work, nw, work( nw**2+1 ), nw,
     $                work( 2*nw**2+1 ), lwork-2*nw**2, rwork, rec,
     $                aed_info )
 
         IF ( n_deflated > 0 ) THEN
            istop = istop-n_deflated
            ld = 0
            eshift = czero
         END IF
 
         IF ( 100*n_deflated > nibble*( n_deflated+n_undeflated ) .OR.
     $      istop-istart2+1 .LT. nmin ) THEN
*           AED has uncovered many eigenvalues. Skip a QZ sweep and run
*           AED again.
            cycle
         END IF
 
         ld = ld+1
 
         ns = min( nshifts, istop-istart2 )
         ns = min( ns, n_undeflated )
         shiftpos = istop-n_undeflated+1
 
         IF ( mod( ld, 6 ) .EQ. 0 ) THEN
* 
*           Exceptional shift.  Chosen for no particularly good reason.
*
            IF( ( real( maxit )*safmin )*abs( a( istop,
     $         istop-1 ) ).LT.abs( a( istop-1, istop-1 ) ) ) THEN
               eshift = a( istop, istop-1 )/b( istop-1, istop-1 )
            ELSE
               eshift = eshift+cone/( safmin*real( maxit ) )
            END IF
            alpha( shiftpos ) = cone
            beta( shiftpos ) = eshift
            ns = 1
         END IF
 
*
*        Time for a QZ sweep
*
         CALL claqz3( ilschur, ilq, ilz, n, istart2, istop, ns,
     $                nblock,
     $                alpha( shiftpos ), beta( shiftpos ), a, lda, b,
     $                ldb, q, ldq, z, ldz, work, nblock, work( nblock**
     $                2+1 ), nblock, work( 2*nblock**2+1 ),
     $                lwork-2*nblock**2, sweep_info )
 
      END DO
 
*
*     Call CHGEQZ to normalize the eigenvalue blocks and set the eigenvalues
*     If all the eigenvalues have been found, CHGEQZ will not do any iterations
*     and only normalize the blocks. In case of a rare convergence failure,
*     the single shift might perform better.
*
   80 CALL chgeqz( wants, wantq, wantz, n, ilo, ihi, a, lda, b, ldb,
     $             alpha, beta, q, ldq, z, ldz, work, lwork, rwork,
     $             norm_info )
      
      info = norm_info
 
      END SUBROUTINE