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/*

  SLEPc eigensolver: "davidson"

  Some utils

   - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -

   SLEPc - Scalable Library for Eigenvalue Problem Computations

   Copyright (c) 2002-2011, Universitat Politecnica de Valencia, Spain

   This file is part of SLEPc.

   SLEPc is free software: you can redistribute it and/or modify it under  the

   terms of version 3 of the GNU Lesser General Public License as published by

   the Free Software Foundation.

   SLEPc  is  distributed in the hope that it will be useful, but WITHOUT  ANY

   WARRANTY;  without even the implied warranty of MERCHANTABILITY or  FITNESS

   FOR  A  PARTICULAR PURPOSE. See the GNU Lesser General Public  License  for

   more details.

   You  should have received a copy of the GNU Lesser General  Public  License

   along with SLEPc. If not, see <http://www.gnu.org/licenses/>.

   - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -

*/

#include "davidson.h"

PetscErrorCode dvd_static_precond_PC_0(dvdDashboard *d, PetscInt i, Vec x,

                                       Vec Px);

PetscErrorCode dvd_jacobi_precond_0(dvdDashboard *d, PetscInt i, Vec x, Vec Px);

PetscErrorCode dvd_precond_none(dvdDashboard *d, PetscInt i, Vec x, Vec Px);

PetscErrorCode dvd_improvex_precond_d(dvdDashboard *d);

typedef struct {

  PC pc;

} dvdPCWrapper;

/*

  Create a static preconditioner from a PC

*/

#undef __FUNCT__

#define __FUNCT__ "dvd_static_precond_PC"

PetscErrorCode dvd_static_precond_PC(dvdDashboard *d, dvdBlackboard *b, PC pc)

{

  PetscErrorCode  ierr;

  dvdPCWrapper    *dvdpc;

  Mat             P;

  MatStructure    str;

  PetscFunctionBegin;

  /* Setup the step */

  if (b->state >= DVD_STATE_CONF) {

    /* If the preconditioner is valid */

    if (pc) {

      ierr = PetscMalloc(sizeof(dvdPCWrapper), &dvdpc); CHKERRQ(ierr);

      dvdpc->pc = pc;

      ierr = PetscObjectReference((PetscObject)pc); CHKERRQ(ierr);

      d->improvex_precond_data = dvdpc;

      d->improvex_precond = dvd_static_precond_PC_0;

      /* PC saves the matrix associated with the linear system, and it has to

         be initialize to a valid matrix */

      ierr = PCGetOperators(pc, PETSC_NULL, &P, &str); CHKERRQ(ierr);

      if (P) {

        ierr = PetscObjectReference((PetscObject)P); CHKERRQ(ierr);

        ierr = PCSetOperators(pc, P, P, str); CHKERRQ(ierr);

        ierr = MatDestroy(&P); CHKERRQ(ierr);

      } else

        d->improvex_precond = dvd_precond_none;

      DVD_FL_ADD(d->destroyList, dvd_improvex_precond_d);

    /* Else, use no preconditioner */

    } else

      d->improvex_precond = dvd_precond_none;

  }

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_improvex_precond_d"

PetscErrorCode dvd_improvex_precond_d(dvdDashboard *d)

{

  PetscErrorCode  ierr;

  dvdPCWrapper    *dvdpc = (dvdPCWrapper*)d->improvex_precond_data;

  PetscFunctionBegin;

  /* Free local data */

  if (dvdpc->pc) { ierr = PCDestroy(&dvdpc->pc);CHKERRQ(ierr); }

  ierr = PetscFree(d->improvex_precond_data); CHKERRQ(ierr);

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_static_precond_PC_0"

PetscErrorCode dvd_static_precond_PC_0(dvdDashboard *d, PetscInt i, Vec x,

                                       Vec Px)

{

  PetscErrorCode  ierr;

  dvdPCWrapper    *dvdpc = (dvdPCWrapper*)d->improvex_precond_data;

  PetscFunctionBegin;

  ierr = PCApply(dvdpc->pc, x, Px); CHKERRQ(ierr);

  PetscFunctionReturn(0);

}

typedef struct {

  Vec diagA, diagB;

} dvdJacobiPrecond;

#undef __FUNCT__

#define __FUNCT__ "dvd_jacobi_precond"

/*

  Create the Jacobi preconditioner for Generalized Eigenproblems

*/

PetscErrorCode dvd_jacobi_precond(dvdDashboard *d, dvdBlackboard *b)

{

  PetscErrorCode  ierr;

  dvdJacobiPrecond

                  *dvdjp;

  PetscBool       t;

  PetscFunctionBegin;

  /* Check if the problem matrices support GetDiagonal */

  ierr = MatHasOperation(d->A, MATOP_GET_DIAGONAL, &t); CHKERRQ(ierr);

  if (t && d->B) {

    ierr = MatHasOperation(d->B, MATOP_GET_DIAGONAL, &t); CHKERRQ(ierr);

  }

  /* Setting configuration constrains */

  b->own_vecs+= t?( (d->B == 0)?1:2 ) : 0;

  /* Setup the step */

  if (b->state >= DVD_STATE_CONF) {

    if (t) {

      ierr = PetscMalloc(sizeof(dvdJacobiPrecond), &dvdjp); CHKERRQ(ierr);

      dvdjp->diagA = *b->free_vecs; b->free_vecs++;

      ierr = MatGetDiagonal(d->A,dvdjp->diagA); CHKERRQ(ierr);

      if (d->B) {

        dvdjp->diagB = *b->free_vecs; b->free_vecs++;

        ierr = MatGetDiagonal(d->B, dvdjp->diagB); CHKERRQ(ierr);

      } else

        dvdjp->diagB = 0;

      d->improvex_precond_data = dvdjp;

      d->improvex_precond = dvd_jacobi_precond_0;

      DVD_FL_ADD(d->destroyList, dvd_improvex_precond_d);

    /* Else, use no preconditioner */

    } else

      d->improvex_precond = dvd_precond_none;

  }

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_jacobi_precond_0"

PetscErrorCode dvd_jacobi_precond_0(dvdDashboard *d, PetscInt i, Vec x, Vec Px)

{

  PetscErrorCode  ierr;

  dvdJacobiPrecond

                  *dvdjp = (dvdJacobiPrecond*)d->improvex_precond_data;

  PetscFunctionBegin;

  /* Compute inv(D - eig)*x */

  if (dvdjp->diagB == 0) {

    /* Px <- diagA - l */

    ierr = VecCopy(dvdjp->diagA, Px); CHKERRQ(ierr);

    ierr = VecShift(Px, -d->eigr[i]); CHKERRQ(ierr);

  } else {

    /* Px <- diagA - l*diagB */

    ierr = VecWAXPY(Px, -d->eigr[i], dvdjp->diagB, dvdjp->diagA);

    CHKERRQ(ierr);

  }

  /* Px(i) <- x/Px(i) */

  ierr = VecPointwiseDivide(Px, x, Px); CHKERRQ(ierr);

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_precond_none"

/*

  Create a trivial preconditioner

*/

PetscErrorCode dvd_precond_none(dvdDashboard *d, PetscInt i, Vec x, Vec Px)

{

  PetscErrorCode  ierr;

  PetscFunctionBegin;

  ierr = VecCopy(x, Px); CHKERRQ(ierr);

  PetscFunctionReturn(0);

}

/*

  Use of PETSc profiler functions

*/

/* Define stages */

#define DVD_STAGE_INITV 0 

#define DVD_STAGE_NEWITER 1 

#define DVD_STAGE_CALCPAIRS 2 

#define DVD_STAGE_IMPROVEX 3

#define DVD_STAGE_UPDATEV 4

#define DVD_STAGE_ORTHV 5

PetscErrorCode dvd_profiler_d(dvdDashboard *d);

typedef struct {

  PetscErrorCode (*old_initV)(struct _dvdDashboard*);

  PetscErrorCode (*old_calcPairs)(struct _dvdDashboard*);

  PetscErrorCode (*old_improveX)(struct _dvdDashboard*, Vec *D,

                                 PetscInt max_size_D, PetscInt r_s,

                                 PetscInt r_e, PetscInt *size_D);

  PetscErrorCode (*old_updateV)(struct _dvdDashboard*);

  PetscErrorCode (*old_orthV)(struct _dvdDashboard*);

} DvdProfiler;

static PetscLogStage stages[6] = {0,0,0,0,0,0};

/*** Other things ****/

#undef __FUNCT__

#define __FUNCT__ "dvd_prof_init"

PetscErrorCode dvd_prof_init()

{

  PetscErrorCode  ierr;

  PetscFunctionBegin;

  if (!stages[0]) {

    ierr = PetscLogStageRegister("Dvd_step_initV", &stages[DVD_STAGE_INITV]);

    CHKERRQ(ierr);

    ierr = PetscLogStageRegister("Dvd_step_calcPairs",&stages[DVD_STAGE_CALCPAIRS]);CHKERRQ(ierr);

    ierr = PetscLogStageRegister("Dvd_step_improveX",&stages[DVD_STAGE_IMPROVEX]);CHKERRQ(ierr);

    ierr = PetscLogStageRegister("Dvd_step_updateV",&stages[DVD_STAGE_UPDATEV]);CHKERRQ(ierr);

    ierr = PetscLogStageRegister("Dvd_step_orthV",&stages[DVD_STAGE_ORTHV]);CHKERRQ(ierr);

  }

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_initV_prof"

PetscErrorCode dvd_initV_prof(dvdDashboard* d)

{

  DvdProfiler     *p = (DvdProfiler*)d->prof_data;

  PetscErrorCode  ierr;

  PetscFunctionBegin;

  PetscLogStagePush(stages[DVD_STAGE_INITV]);

  ierr = p->old_initV(d); CHKERRQ(ierr);

  PetscLogStagePop();

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_calcPairs_prof"

PetscErrorCode dvd_calcPairs_prof(dvdDashboard* d)

{

  DvdProfiler     *p = (DvdProfiler*)d->prof_data;

  PetscErrorCode  ierr;

  PetscFunctionBegin;

  PetscLogStagePush(stages[DVD_STAGE_CALCPAIRS]);

  ierr = p->old_calcPairs(d); CHKERRQ(ierr);

  PetscLogStagePop();

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_improveX_prof"

PetscErrorCode dvd_improveX_prof(dvdDashboard* d, Vec *D, PetscInt max_size_D,

                       PetscInt r_s, PetscInt r_e, PetscInt *size_D)

{

  DvdProfiler     *p = (DvdProfiler*)d->prof_data;

  PetscErrorCode  ierr;

  PetscFunctionBegin;

  PetscLogStagePush(stages[DVD_STAGE_IMPROVEX]);

  ierr = p->old_improveX(d, D, max_size_D, r_s, r_e, size_D); CHKERRQ(ierr);

  PetscLogStagePop();

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_updateV_prof"

PetscErrorCode dvd_updateV_prof(dvdDashboard *d)

{

  DvdProfiler     *p = (DvdProfiler*)d->prof_data;

  PetscErrorCode  ierr;

  PetscFunctionBegin;

  PetscLogStagePush(stages[DVD_STAGE_UPDATEV]);

  ierr = p->old_updateV(d); CHKERRQ(ierr);

  PetscLogStagePop();

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_orthV_prof"

PetscErrorCode dvd_orthV_prof(dvdDashboard *d)

{

  DvdProfiler     *p = (DvdProfiler*)d->prof_data;

  PetscErrorCode  ierr;

  PetscFunctionBegin;

  PetscLogStagePush(stages[DVD_STAGE_ORTHV]);

  ierr = p->old_orthV(d); CHKERRQ(ierr);

  PetscLogStagePop();

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_profiler"

PetscErrorCode dvd_profiler(dvdDashboard *d, dvdBlackboard *b)

{

  PetscErrorCode  ierr;

  DvdProfiler     *p;

  PetscFunctionBegin;

  /* Setup the step */

  if (b->state >= DVD_STATE_CONF) {

    ierr = PetscFree(d->prof_data); CHKERRQ(ierr);

    ierr = PetscMalloc(sizeof(DvdProfiler), &p); CHKERRQ(ierr);

    d->prof_data = p;

    p->old_initV = d->initV; d->initV = dvd_initV_prof;

    p->old_calcPairs = d->calcPairs; d->calcPairs = dvd_calcPairs_prof;

    p->old_improveX = d->improveX; d->improveX = dvd_improveX_prof;

    p->old_updateV = d->updateV; d->updateV = dvd_updateV_prof;

    DVD_FL_ADD(d->destroyList, dvd_profiler_d);

  }

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_profiler_d"

PetscErrorCode dvd_profiler_d(dvdDashboard *d)

{

  PetscErrorCode  ierr;

  DvdProfiler     *p = (DvdProfiler*)d->prof_data;

  PetscFunctionBegin;

  /* Free local data */

  ierr = PetscFree(p); CHKERRQ(ierr);

  PetscFunctionReturn(0);

}

/*

  Configure the harmonics.

  switch(mode) {

  DVD_HARM_RR:    harmonic RR

  DVD_HARM_RRR:   relative harmonic RR

  DVD_HARM_REIGS: rightmost eigenvalues

  DVD_HARM_LEIGS: largest eigenvalues

  }

  fixedTarged, if true use the target instead of the best eigenvalue

  target, the fixed target to be used

*/

typedef struct {

  PetscScalar

    Wa, Wb,       /* span{W} = span{Wa*AV - Wb*BV} */

    Pa, Pb;       /* H=W'*(Pa*AV - Pb*BV), G=W'*(Wa*AV - Wb*BV) */

  PetscBool

    withTarget;

  HarmType_t

    mode;

  /* old values of eps */

  EPSWhich

    old_which;

  PetscErrorCode

    (*old_which_func)(EPS,PetscScalar,PetscScalar,PetscScalar,PetscScalar,

                      PetscInt*,void*);

  void

    *old_which_ctx;

} dvdHarmonic;

PetscErrorCode dvd_harm_start(dvdDashboard *d);

PetscErrorCode dvd_harm_end(dvdDashboard *d);

PetscErrorCode dvd_harm_d(dvdDashboard *d);

PetscErrorCode dvd_harm_transf(dvdHarmonic *dvdh, PetscScalar t);

PetscErrorCode dvd_harm_updateW(dvdDashboard *d);

PetscErrorCode dvd_harm_proj(dvdDashboard *d);

PetscErrorCode dvd_harm_sort(EPS eps, PetscScalar ar, PetscScalar ai,

                             PetscScalar br, PetscScalar bi, PetscInt *r,

                             void *ctx);

PetscErrorCode dvd_harm_eigs_trans(dvdDashboard *d);

#undef __FUNCT__

#define __FUNCT__ "dvd_harm_conf"

PetscErrorCode dvd_harm_conf(dvdDashboard *d, dvdBlackboard *b,

                             HarmType_t mode, PetscBool fixedTarget,

                             PetscScalar t)

{

  PetscErrorCode  ierr;

  dvdHarmonic     *dvdh;

  PetscFunctionBegin;

  /* Set the problem to GNHEP:

     d->G maybe is upper triangular due to biorthogonality of V and W */

  d->sEP = d->sA = d->sB = 0;

  /* Setup the step */

  if (b->state >= DVD_STATE_CONF) {

    ierr = PetscMalloc(sizeof(dvdHarmonic), &dvdh); CHKERRQ(ierr);

    dvdh->withTarget = fixedTarget;

    dvdh->mode = mode;

    if (fixedTarget) dvd_harm_transf(dvdh, t);

    d->calcpairs_W_data = dvdh;

    d->calcpairs_W = dvd_harm_updateW;

    d->calcpairs_proj_trans = dvd_harm_proj;

    d->calcpairs_eigs_trans = dvd_harm_eigs_trans;

    DVD_FL_ADD(d->startList, dvd_harm_start);

    DVD_FL_ADD(d->endList, dvd_harm_end);

    DVD_FL_ADD(d->destroyList, dvd_harm_d);

  }

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_harm_d"

PetscErrorCode dvd_harm_d(dvdDashboard *d)

{

  PetscErrorCode  ierr;

  PetscFunctionBegin;

  /* Free local data */

  ierr = PetscFree(d->calcpairs_W_data); CHKERRQ(ierr);

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_harm_start"

PetscErrorCode dvd_harm_start(dvdDashboard *d)

{

  dvdHarmonic     *data = (dvdHarmonic*)d->calcpairs_W_data;

  PetscFunctionBegin;

  /* Overload the eigenpairs selection routine */

  data->old_which = d->eps->which;

  data->old_which_func = d->eps->which_func;

  data->old_which_ctx = d->eps->which_ctx;

  d->eps->which = EPS_WHICH_USER;

  d->eps->which_func = dvd_harm_sort;

  d->eps->which_ctx = data;

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_harm_end"

PetscErrorCode dvd_harm_end(dvdDashboard *d)

{

  dvdHarmonic     *data = (dvdHarmonic*)d->calcpairs_W_data;

  PetscFunctionBegin;

  /* Restore the eigenpairs selection routine */

  d->eps->which = data->old_which;

  d->eps->which_func = data->old_which_func;

  d->eps->which_ctx = data->old_which_ctx;

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_harm_transf"

PetscErrorCode dvd_harm_transf(dvdHarmonic *dvdh, PetscScalar t)

{

  PetscFunctionBegin;

  switch(dvdh->mode) {

  case DVD_HARM_RR:    /* harmonic RR */

    dvdh->Wa = 1.0; dvdh->Wb = t;   dvdh->Pa = 0.0; dvdh->Pb = -1.0; break;

  case DVD_HARM_RRR:   /* relative harmonic RR */

    dvdh->Wa = 1.0; dvdh->Wb = t;   dvdh->Pa = 1.0; dvdh->Pb = 0.0; break;

  case DVD_HARM_REIGS: /* rightmost eigenvalues */

    dvdh->Wa = 1.0; dvdh->Wb = t;   dvdh->Pa = 1.0; dvdh->Pb = -PetscConj(t);

    break;

  case DVD_HARM_LEIGS: /* largest eigenvalues */

    dvdh->Wa = 0.0; dvdh->Wb = 1.0; dvdh->Pa = 1.0; dvdh->Pb = 0.0; break;

  case DVD_HARM_NONE:

  default:

    SETERRQ(PETSC_COMM_SELF,1, "Harmonic type not supported");

  }

  /* Check the transformation does not change the sign of the imaginary part */

#if !defined(PETSC_USE_COMPLEX)

  if (dvdh->Pb*dvdh->Wa - dvdh->Wb*dvdh->Pa < 0.0)

    dvdh->Pa*= -1.0, dvdh->Pb*= -1.0;

#endif

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_harm_updateW"

PetscErrorCode dvd_harm_updateW(dvdDashboard *d)

{

  dvdHarmonic     *data = (dvdHarmonic*)d->calcpairs_W_data;

  PetscErrorCode  ierr;

  PetscInt        i;

  PetscFunctionBegin;

  /* Update the target if it is necessary */

  if (!data->withTarget) dvd_harm_transf(data, d->eigr[0]);

  for(i=d->V_new_s; i<d->V_new_e; i++) {

    /* W(i) <- Wa*AV(i) - Wb*BV(i) */

    ierr = VecCopy(d->AV[i], d->W[i]); CHKERRQ(ierr);

    ierr = VecAXPBY(d->W[i], -data->Wb, data->Wa, (d->BV?d->BV:d->V)[i]);

    CHKERRQ(ierr);

  }

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_harm_proj"

PetscErrorCode dvd_harm_proj(dvdDashboard *d)

{

  dvdHarmonic     *data = (dvdHarmonic*)d->calcpairs_W_data;

  PetscInt        i,j;

  PetscFunctionBegin;

  if (d->sH != d->sG) {

    SETERRQ(PETSC_COMM_SELF,1,"Projected matrices H and G must have the same structure");

  }

  /* [H G] <- [Pa*H - Pb*G, Wa*H - Wb*G] */

  if (DVD_ISNOT(d->sH,DVD_MAT_LTRIANG))     /* Upper triangular part */

    for(i=d->V_new_s+d->cX_in_H; i<d->V_new_e+d->cX_in_H; i++)

      for(j=0; j<=i; j++) {

        PetscScalar h = d->H[d->ldH*i+j], g = d->G[d->ldH*i+j];

        d->H[d->ldH*i+j] = data->Pa*h - data->Pb*g;

        d->G[d->ldH*i+j] = data->Wa*h - data->Wb*g;

      }

  if (DVD_ISNOT(d->sH,DVD_MAT_UTRIANG))     /* Lower triangular part */

    for(i=0; i<d->V_new_e+d->cX_in_H; i++)

      for(j=PetscMax(d->V_new_s+d->cX_in_H,i+(DVD_ISNOT(d->sH,DVD_MAT_LTRIANG)?1:0));

          j<d->V_new_e+d->cX_in_H; j++) {

        PetscScalar h = d->H[d->ldH*i+j], g = d->G[d->ldH*i+j];

        d->H[d->ldH*i+j] = data->Pa*h - data->Pb*g;

        d->G[d->ldH*i+j] = data->Wa*h - data->Wb*g;

      }

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_harm_backtrans"

PetscErrorCode dvd_harm_backtrans(dvdHarmonic *data, PetscScalar *ar,

                                  PetscScalar *ai)

{

  PetscScalar xr;

#if !defined(PETSC_USE_COMPLEX)

  PetscScalar xi, k;

#endif

  PetscFunctionBegin;

  PetscValidPointer(ar,2);

  xr = *ar;

#if !defined(PETSC_USE_COMPLEX)

  PetscValidPointer(ai,3);

  xi = *ai;

  if (xi != 0.0) {

    k = (data->Pa - data->Wa*xr)*(data->Pa - data->Wa*xr) +

        data->Wa*data->Wa*xi*xi;

    *ar = (data->Pb*data->Pa - (data->Pb*data->Wa + data->Wb*data->Pa)*xr +

           data->Wb*data->Wa*(xr*xr + xi*xi))/k;

    *ai = (data->Pb*data->Wa - data->Wb*data->Pa)*xi/k;

  } else

#endif

    *ar = (data->Pb - data->Wb*xr) / (data->Pa - data->Wa*xr);

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_harm_sort"

PetscErrorCode dvd_harm_sort(EPS eps, PetscScalar ar, PetscScalar ai,

                             PetscScalar br, PetscScalar bi, PetscInt *r,

                             void *ctx)

{

  dvdHarmonic     *data = (dvdHarmonic*)ctx;

  PetscErrorCode  ierr;

  PetscFunctionBegin;

  /* Back-transform the harmonic values */

  dvd_harm_backtrans(data, &ar, &ai);

  dvd_harm_backtrans(data, &br, &bi);

  /* Compare values using the user options for the eigenpairs selection */

  eps->which = data->old_which;

  eps->which_func = data->old_which_func;

  eps->which_ctx = data->old_which_ctx;

  ierr = EPSCompareEigenvalues(eps, ar, ai, br, bi, r); CHKERRQ(ierr);

  /* Restore the eps values */

  eps->which = EPS_WHICH_USER;

  eps->which_func = dvd_harm_sort;

  eps->which_ctx = data;

  PetscFunctionReturn(0);

}

#undef __FUNCT__

#define __FUNCT__ "dvd_harm_eigs_trans"

PetscErrorCode dvd_harm_eigs_trans(dvdDashboard *d)

{

  dvdHarmonic     *data = (dvdHarmonic*)d->calcpairs_W_data;

  PetscInt        i;

  PetscFunctionBegin;

  for(i=0; i<d->size_H; i++)

    dvd_harm_backtrans(data, &d->eigr[i-d->cX_in_H], &d->eigi[i-d->cX_in_H]);

  PetscFunctionReturn(0);

}