PSLAQR1(3)    ScaLAPACK routine of NEC Numeric Library Collection   PSLAQR1(3)



NAME
       PSLAQR1  - is an auxiliary routine used to find the Schur decomposition
       and or eigenvalues of a matrix already in Hessenberg form from cols ILO
       to IHI

SYNOPSIS
       RECURSIVE SUBROUTINE PSLAQR1(
                           WANTT,  WANTZ, N, ILO, IHI, A, DESCA, WR, WI, ILOZ,
                           IHIZ, Z, DESCZ, WORK, LWORK, IWORK, ILWORK, INFO )

           LOGICAL         WANTT, WANTZ

           INTEGER         IHI, IHIZ, ILO, ILOZ, ILWORK, INFO, LWORK, N

           INTEGER         DESCA( * ), DESCZ( * ), IWORK( * )

           REAL            A( * ), WI( * ), WORK( * ), WR( * ), Z( * )

PURPOSE
       PSLAQR1 is an auxiliary routine used to find  the  Schur  decomposition
       and or eigenvalues of a matrix already in Hessenberg form from cols ILO
       to IHI.

       This is a modified version of PSLAHQR  from  ScaLAPACK  version  1.7.3.
       The following modifications were made:
         o Recently removed workspace query functionality was added.
         o Aggressive early deflation is implemented.
         o Aggressive deflation (looking for two consecutive small
           subdiagonal elements by PSLACONSB) is abandoned.
         o The returned Schur form is now in canonical form, i.e., the
           returned 2-by-2 blocks really correspond to complex conjugate
           pairs of eigenvalues.
         o For some reason, the original version of PSLAHQR sometimes did
           not read out the converged eigenvalues correclty. This is now
           fixed.


       Notes
       =====

       Each  global data object is described by an associated description vec-
       tor.  This vector stores the information required to establish the map-
       ping between an object element and its corresponding process and memory
       location.

       Let A be a generic term for any 2D block  cyclicly  distributed  array.
       Such a global array has an associated description vector DESCA.  In the
       following comments, the character _ should be read as  "of  the  global
       array".

       NOTATION        STORED IN      EXPLANATION
       --------------- -------------- --------------------------------------
       DTYPE_A(global) DESCA( DTYPE_ )The descriptor type.  In this case,
                                      DTYPE_A = 1.
       CTXT_A (global) DESCA( CTXT_ ) The BLACS context handle, indicating
                                      the BLACS process grid A is distribu-
                                      ted over. The context itself is glo-
                                      bal, but the handle (the integer
                                      value) may vary.
       M_A    (global) DESCA( M_ )    The number of rows in the global
                                      array A.
       N_A    (global) DESCA( N_ )    The number of columns in the global
                                      array A.
       MB_A   (global) DESCA( MB_ )   The blocking factor used to distribute
                                      the rows of the array.
       NB_A   (global) DESCA( NB_ )   The blocking factor used to distribute
                                      the columns of the array.
       RSRC_A (global) DESCA( RSRC_ ) The process row over which the first
                                      row of the array A is distributed.
       CSRC_A (global) DESCA( CSRC_ ) The process column over which the
                                      first column of the array A is
                                      distributed.
       LLD_A  (local)  DESCA( LLD_ )  The leading dimension of the local
                                      array.  LLD_A >= MAX(1,LOCr(M_A)).

       Let  K  be  the  number of rows or columns of a distributed matrix, and
       assume that its process grid has dimension p x q.
       LOCr( K ) denotes the number of elements of  K  that  a  process  would
       receive  if K were distributed over the p processes of its process col-
       umn.
       Similarly, LOCc( K ) denotes the number of elements of K that a process
       would receive if K were distributed over the q processes of its process
       row.
       The values of LOCr() and LOCc() may be determined via  a  call  to  the
       ScaLAPACK tool function, NUMROC:
               LOCr( M ) = NUMROC( M, MB_A, MYROW, RSRC_A, NPROW ),
               LOCc( N ) = NUMROC( N, NB_A, MYCOL, CSRC_A, NPCOL ).
       An upper bound for these quantities may be computed by:
               LOCr( M ) <= ceil( ceil(M/MB_A)/NPROW )*MB_A
               LOCc( N ) <= ceil( ceil(N/NB_A)/NPCOL )*NB_A


ARGUMENTS
       WANTT   (global input) LOGICAL
               = .TRUE. : the full Schur form T is required;
               = .FALSE.: only eigenvalues are required.

       WANTZ   (global input) LOGICAL
               = .TRUE. : the matrix of Schur vectors Z is required;
               = .FALSE.: Schur vectors are not required.

       N       (global input) INTEGER
               The order of the Hessenberg matrix A (and Z if WANTZ).
               N >= 0.

       ILO     (global input) INTEGER

       IHI     (global input) INTEGER
               It  is assumed that A is already upper quasi-triangular in rows
               and columns IHI+1:N, and that A(ILO,ILO-1) = 0  (unless  ILO  =
               1).  PSLAQR1  works  primarily with the Hessenberg submatrix in
               rows and columns ILO to IHI, but applies transformations to all
               of H if WANTT is .TRUE..
               1 <= ILO <= max(1,IHI); IHI <= N.

       A       (global input/output) REAL array, dimension
               (DESCA(LLD_),*)
               On entry, the upper Hessenberg matrix A.
               On  exit,  if  WANTT  is .TRUE., A is upper quasi-triangular in
               rows and columns ILO:IHI, with any 2-by-2  or  larger  diagonal
               blocks  not yet in standard form. If WANTT is .FALSE., the con-
               tents of A are unspecified on exit.

       DESCA   (global and local input) INTEGER array of dimension DLEN_.
               The array descriptor for the distributed matrix A.

       WR      (global replicated output) REAL array, dimension (N)

       WI      (global replicated output) REAL array, dimension (N)
               The real and imaginary parts,  respectively,  of  the  computed
               eigenvalues ILO to IHI are stored in the corresponding elements
               of WR and WI. If two eigenvalues are computed as a complex con-
               jugate  pair, they are stored in consecutive elements of WR and
               WI, say the i-th and (i+1)th, with WI(i) > 0 and WI(i+1)  <  0.
               If  WANTT  is  .TRUE.,  the  eigenvalues are stored in the same
               order as on the diagonal of the Schur form returned  in  A.   A
               may  be  returned  with  larger  diagonal blocks until the next
               release.

       ILOZ    (global input) INTEGER

       IHIZ    (global input) INTEGER
               Specify the rows of Z to which transformations must be  applied
               if WANTZ is .TRUE..
               1 <= ILOZ <= ILO; IHI <= IHIZ <= N.

       Z       (global input/output) REAL array.
               If  WANTZ is .TRUE., on entry Z must contain the current matrix
               Z of transformations accumulated by PSHSEQR, and on exit Z  has
               been updated; transformations are applied only to the submatrix
               Z(ILOZ:IHIZ,ILO:IHI).
               If WANTZ is .FALSE., Z is not referenced.

       DESCZ   (global and local input) INTEGER array of dimension DLEN_.
               The array descriptor for the distributed matrix Z.

       WORK    (local output) REAL array of size LWORK

               LWORK   (local input) INTEGER WORK(LWORK) is a local array  and
               LWORK  is assumed big enough so that LWORK >= 6*N + 6*385*385 +
               MAX(      2*MAX(DESCZ(LLD_),DESCA(LLD_))      +      2*LOCc(N),
               7*Ceil(N/HBL)/LCM(NPROW,NPCOL)) )

       IWORK   (global and local input) INTEGER array of size ILWORK

       ILWORK  (local input) INTEGER
               This  holds  the some of the IBLK integer arrays.  This is held
               as a place holder for the next release.

       INFO    (global output) INTEGER
               < 0: parameter number -INFO incorrect or inconsistent
               = 0: successful exit
               > 0: PSLAQR1 failed to compute all the eigenvalues ILO to IHI
                    in a total of 30*(IHI-ILO+1) iterations; if INFO = i,
                    elements i+1:ihi of WR and WI contain those eigenvalues
                    which have been successfully computed.


       Logic:
            This algorithm is very similar to _LAHQR.  Unlike _LAHQR,
            instead of sending one double shift through the largest
            unreduced submatrix, this algorithm sends multiple double shifts
            and spaces them apart so that there can be parallelism across
            several processor row/columns.  Another critical difference is
            that this algorithm aggregrates multiple transforms together in
            order to apply them in a block fashion.

       Important Local Variables:
       ==========================
            IBLK = The maximum number of bulges that can be computed.
                Currently fixed.  Future releases this won't be fixed.
            HBL  = The square block size (HBL=DESCA(MB_)=DESCA(NB_))
            ROTN = The number of transforms to block together
            NBULGE = The number of bulges that will be attempted on the
                current submatrix.
            IBULGE = The current number of bulges started.
            K1(*),K2(*) = The current bulge loops from K1(*) to K2(*).

       Subroutines:
       ============
            This routine calls:
                PSLAWIL   -> Given the shift, get the transformation
                SLASORTE  -> Pair up eigenvalues so that reals are paired.
                PSLACP3   -> Parallel array to local replicated array copy &
                             back.
                SLAREF    -> Row/column reflector applier. Core routine  here.
                PSLASMSUB -> Finds negligible subdiagonal elements.

       Current Notes and/or Restrictions:
       ==================================
            1.) This code requires the distributed block size to be square
                and at least six (6); unlike simpler codes like LU, this
                algorithm is extremely sensitive to block size.  Unwise
                choices of too small a block size can lead to bad
                performance.
            2.) This code requires A and Z to be distributed identically
                and have identical contxts.
            3.) This release currently does not have a routine for
                resolving the Schur blocks into regular 2x2 form after
                this code is completed.  Because of this, a significant
                performance impact is required while the deflation is done
                by sometimes a single column of processors.
            4.) This code does not currently block the initial transforms
                so that none of the rows or columns for any bulge are
                completed until all are started.  To offset pipeline
                start-up it is recommended that at least 2*LCM(NPROW,NPCOL)
                bulges are used (if possible)
            5.) The maximum number of bulges currently supported is fixed at
                32.  In future versions this will be limited only by the
                incoming WORK array.
            6.) The matrix A must be in upper Hessenberg form.  If elements
                below the subdiagonal are nonzero, the resulting transforms
                may be nonsimilar.  This is also true with the LAPACK
                routine.
            7.) For this release, it is assumed RSRC_=CSRC_=0
            8.) Currently, all the eigenvalues are distributed to all the
                nodes.  Future releases will probably distribute the
                eigenvalues by the column partitioning.
            9.) The internals of this routine are subject to change.



ScaLAPACK routine               31 October 2017                     PSLAQR1(3)