xref: /petsc/src/snes/impls/ngmres/snesngmres.c (revision ceaaa4989964adb3f5eb130cb04b8f49c83e49c9)

#include <../src/snes/impls/ngmres/snesngmres.h> /*I "petscsnes.h" I*/
#include <petscblaslapack.h>
#include <petscdm.h>

const char *const SNESNGMRESRestartTypes[] = {"NONE", "PERIODIC", "DIFFERENCE", "SNESNGMRESRestartType", "SNES_NGMRES_RESTART_", NULL};
const char *const SNESNGMRESSelectTypes[]  = {"NONE", "DIFFERENCE", "LINESEARCH", "SNESNGMRESSelectType", "SNES_NGMRES_SELECT_", NULL};

PetscErrorCode SNESReset_NGMRES(SNES snes)
{
  SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;

  PetscFunctionBegin;
  PetscCall(VecDestroyVecs(ngmres->msize, &ngmres->Fdot));
  PetscCall(VecDestroyVecs(ngmres->msize, &ngmres->Xdot));
  PetscCall(SNESLineSearchDestroy(&ngmres->additive_linesearch));
  PetscFunctionReturn(PETSC_SUCCESS);
}

PetscErrorCode SNESDestroy_NGMRES(SNES snes)
{
  SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;

  PetscFunctionBegin;
  PetscCall(SNESReset_NGMRES(snes));
  PetscCall(PetscFree4(ngmres->h, ngmres->beta, ngmres->xi, ngmres->q));
  PetscCall(PetscFree3(ngmres->xnorms, ngmres->fnorms, ngmres->s));
#if defined(PETSC_USE_COMPLEX)
  PetscCall(PetscFree(ngmres->rwork));
#endif
  PetscCall(PetscFree(ngmres->work));
  PetscCall(PetscObjectComposeFunction((PetscObject)snes, "SNESNGMRESSetSelectType_C", NULL));
  PetscCall(PetscObjectComposeFunction((PetscObject)snes, "SNESNGMRESSetRestartType_C", NULL));
  PetscCall(PetscObjectComposeFunction((PetscObject)snes, "SNESNGMRESSetRestartFmRise_C", NULL));
  PetscCall(PetscObjectComposeFunction((PetscObject)snes, "SNESNGMRESGetRestartFmRise_C", NULL));
  PetscCall(PetscFree(snes->data));
  PetscFunctionReturn(PETSC_SUCCESS);
}

PetscErrorCode SNESSetUp_NGMRES(SNES snes)
{
  SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;
  const char  *optionsprefix;
  PetscInt     msize, hsize;
  DM           dm;

  PetscFunctionBegin;
  if (snes->npc && snes->npcside == PC_LEFT && snes->functype == SNES_FUNCTION_UNPRECONDITIONED) {
    SETERRQ(PetscObjectComm((PetscObject)snes), PETSC_ERR_ARG_WRONGSTATE, "SNESNGMRES does not support left preconditioning with unpreconditioned function");
  }
  if (snes->npcside == PC_LEFT && snes->functype == SNES_FUNCTION_DEFAULT) snes->functype = SNES_FUNCTION_PRECONDITIONED;
  PetscCall(SNESSetWorkVecs(snes, 5));

  if (!snes->vec_sol) {
    PetscCall(SNESGetDM(snes, &dm));
    PetscCall(DMCreateGlobalVector(dm, &snes->vec_sol));
  }

  if (!ngmres->Xdot) PetscCall(VecDuplicateVecs(snes->vec_sol, ngmres->msize, &ngmres->Xdot));
  if (!ngmres->Fdot) PetscCall(VecDuplicateVecs(snes->vec_sol, ngmres->msize, &ngmres->Fdot));
  if (!ngmres->setup_called) {
    msize = ngmres->msize; /* restart size */
    hsize = msize * msize;

    /* explicit least squares minimization solve */
    PetscCall(PetscCalloc4(hsize, &ngmres->h, msize, &ngmres->beta, msize, &ngmres->xi, hsize, &ngmres->q));
    PetscCall(PetscMalloc3(msize, &ngmres->xnorms, msize, &ngmres->fnorms, msize, &ngmres->s));
    ngmres->nrhs  = 1;
    ngmres->lda   = msize;
    ngmres->ldb   = msize;
    ngmres->lwork = 12 * msize;
#if defined(PETSC_USE_COMPLEX)
    PetscCall(PetscMalloc1(ngmres->lwork, &ngmres->rwork));
#endif
    PetscCall(PetscMalloc1(ngmres->lwork, &ngmres->work));
  }

  /* linesearch setup */
  PetscCall(SNESGetOptionsPrefix(snes, &optionsprefix));

  if (ngmres->select_type == SNES_NGMRES_SELECT_LINESEARCH) {
    PetscCall(SNESLineSearchCreate(PetscObjectComm((PetscObject)snes), &ngmres->additive_linesearch));
    PetscCall(SNESLineSearchSetSNES(ngmres->additive_linesearch, snes));
    if (!((PetscObject)ngmres->additive_linesearch)->type_name) PetscCall(SNESLineSearchSetType(ngmres->additive_linesearch, SNESLINESEARCHL2));
    PetscCall(SNESLineSearchAppendOptionsPrefix(ngmres->additive_linesearch, "additive_"));
    PetscCall(SNESLineSearchAppendOptionsPrefix(ngmres->additive_linesearch, optionsprefix));
    PetscCall(SNESLineSearchSetFromOptions(ngmres->additive_linesearch));
  }

  ngmres->setup_called = PETSC_TRUE;
  PetscFunctionReturn(PETSC_SUCCESS);
}

PetscErrorCode SNESSetFromOptions_NGMRES(SNES snes, PetscOptionItems *PetscOptionsObject)
{
  SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;
  PetscBool    debug  = PETSC_FALSE;

  PetscFunctionBegin;
  PetscOptionsHeadBegin(PetscOptionsObject, "SNES NGMRES options");
  PetscCall(PetscOptionsEnum("-snes_ngmres_select_type", "Select type", "SNESNGMRESSetSelectType", SNESNGMRESSelectTypes, (PetscEnum)ngmres->select_type, (PetscEnum *)&ngmres->select_type, NULL));
  PetscCall(PetscOptionsEnum("-snes_ngmres_restart_type", "Restart type", "SNESNGMRESSetRestartType", SNESNGMRESRestartTypes, (PetscEnum)ngmres->restart_type, (PetscEnum *)&ngmres->restart_type, NULL));
  PetscCall(PetscOptionsBool("-snes_ngmres_candidate", "Use candidate storage", "SNES", ngmres->candidate, &ngmres->candidate, NULL));
  PetscCall(PetscOptionsBool("-snes_ngmres_approxfunc", "Linearly approximate the function", "SNES", ngmres->approxfunc, &ngmres->approxfunc, NULL));
  PetscCall(PetscOptionsInt("-snes_ngmres_m", "Number of directions", "SNES", ngmres->msize, &ngmres->msize, NULL));
  PetscCall(PetscOptionsInt("-snes_ngmres_restart", "Iterations before forced restart", "SNES", ngmres->restart_periodic, &ngmres->restart_periodic, NULL));
  PetscCall(PetscOptionsInt("-snes_ngmres_restart_it", "Tolerance iterations before restart", "SNES", ngmres->restart_it, &ngmres->restart_it, NULL));
  PetscCall(PetscOptionsBool("-snes_ngmres_monitor", "Monitor actions of NGMRES", "SNES", ngmres->monitor ? PETSC_TRUE : PETSC_FALSE, &debug, NULL));
  if (debug) ngmres->monitor = PETSC_VIEWER_STDOUT_(PetscObjectComm((PetscObject)snes));
  PetscCall(PetscOptionsReal("-snes_ngmres_gammaA", "Residual selection constant", "SNES", ngmres->gammaA, &ngmres->gammaA, NULL));
  PetscCall(PetscOptionsReal("-snes_ngmres_gammaC", "Residual restart constant", "SNES", ngmres->gammaC, &ngmres->gammaC, NULL));
  PetscCall(PetscOptionsReal("-snes_ngmres_epsilonB", "Difference selection constant", "SNES", ngmres->epsilonB, &ngmres->epsilonB, NULL));
  PetscCall(PetscOptionsReal("-snes_ngmres_deltaB", "Difference residual selection constant", "SNES", ngmres->deltaB, &ngmres->deltaB, NULL));
  PetscCall(PetscOptionsBool("-snes_ngmres_single_reduction", "Aggregate reductions", "SNES", ngmres->singlereduction, &ngmres->singlereduction, NULL));
  PetscCall(PetscOptionsBool("-snes_ngmres_restart_fm_rise", "Restart on F_M residual rise", "SNESNGMRESSetRestartFmRise", ngmres->restart_fm_rise, &ngmres->restart_fm_rise, NULL));
  PetscOptionsHeadEnd();
  if ((ngmres->gammaA > ngmres->gammaC) && (ngmres->gammaC > 2.)) ngmres->gammaC = ngmres->gammaA;
  PetscFunctionReturn(PETSC_SUCCESS);
}

PetscErrorCode SNESView_NGMRES(SNES snes, PetscViewer viewer)
{
  SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;
  PetscBool    iascii;

  PetscFunctionBegin;
  PetscCall(PetscObjectTypeCompare((PetscObject)viewer, PETSCVIEWERASCII, &iascii));
  if (iascii) {
    PetscCall(PetscViewerASCIIPrintf(viewer, "  Number of stored past updates: %" PetscInt_FMT "\n", ngmres->msize));
    PetscCall(PetscViewerASCIIPrintf(viewer, "  Residual selection: gammaA=%1.0e, gammaC=%1.0e\n", (double)ngmres->gammaA, (double)ngmres->gammaC));
    PetscCall(PetscViewerASCIIPrintf(viewer, "  Difference restart: epsilonB=%1.0e, deltaB=%1.0e\n", (double)ngmres->epsilonB, (double)ngmres->deltaB));
    PetscCall(PetscViewerASCIIPrintf(viewer, "  Restart on F_M residual increase: %s\n", PetscBools[ngmres->restart_fm_rise]));
  }
  PetscFunctionReturn(PETSC_SUCCESS);
}

PetscErrorCode SNESSolve_NGMRES(SNES snes)
{
  SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;
  /* present solution, residual, and preconditioned residual */
  Vec X, F, B, D, Y;

  /* candidate linear combination answers */
  Vec XA, FA, XM, FM;

  /* coefficients and RHS to the minimization problem */
  PetscReal fnorm, fMnorm, fAnorm;
  PetscReal xnorm, xMnorm, xAnorm;
  PetscReal ynorm, yMnorm, yAnorm;
  PetscInt  k, k_restart, l, ivec, restart_count = 0;

  /* solution selection data */
  PetscBool selectRestart;
  /*
      These two variables are initialized to prevent compilers/analyzers from producing false warnings about these variables being passed
      to SNESNGMRESSelect_Private() without being set when SNES_NGMRES_RESTART_DIFFERENCE, the values are not used in the subroutines in that case
      so the code is correct as written.
  */
  PetscReal dnorm = 0.0, dminnorm = 0.0;
  PetscReal fminnorm;

  SNESConvergedReason  reason;
  SNESLineSearchReason lssucceed;

  PetscFunctionBegin;
  PetscCheck(!snes->xl && !snes->xu && !snes->ops->computevariablebounds, PetscObjectComm((PetscObject)snes), PETSC_ERR_ARG_WRONGSTATE, "SNES solver %s does not support bounds", ((PetscObject)snes)->type_name);

  PetscCall(PetscCitationsRegister(SNESCitation, &SNEScite));
  /* variable initialization */
  snes->reason = SNES_CONVERGED_ITERATING;
  X            = snes->vec_sol;
  F            = snes->vec_func;
  B            = snes->vec_rhs;
  XA           = snes->vec_sol_update;
  FA           = snes->work[0];
  D            = snes->work[1];

  /* work for the line search */
  Y  = snes->work[2];
  XM = snes->work[3];
  FM = snes->work[4];

  PetscCall(PetscObjectSAWsTakeAccess((PetscObject)snes));
  snes->iter = 0;
  snes->norm = 0.;
  PetscCall(PetscObjectSAWsGrantAccess((PetscObject)snes));

  /* initialization */

  if (snes->npc && snes->npcside == PC_LEFT) {
    PetscCall(SNESApplyNPC(snes, X, NULL, F));
    PetscCall(SNESGetConvergedReason(snes->npc, &reason));
    if (reason < 0 && reason != SNES_DIVERGED_MAX_IT) {
      snes->reason = SNES_DIVERGED_INNER;
      PetscFunctionReturn(PETSC_SUCCESS);
    }
    PetscCall(VecNorm(F, NORM_2, &fnorm));
  } else {
    if (!snes->vec_func_init_set) {
      PetscCall(SNESComputeFunction(snes, X, F));
    } else snes->vec_func_init_set = PETSC_FALSE;

    PetscCall(VecNorm(F, NORM_2, &fnorm));
    SNESCheckFunctionNorm(snes, fnorm);
  }
  fminnorm = fnorm;

  PetscCall(PetscObjectSAWsTakeAccess((PetscObject)snes));
  snes->norm = fnorm;
  PetscCall(PetscObjectSAWsGrantAccess((PetscObject)snes));
  PetscCall(SNESLogConvergenceHistory(snes, fnorm, 0));
  PetscCall(SNESConverged(snes, 0, 0.0, 0.0, fnorm));
  PetscCall(SNESMonitor(snes, 0, fnorm));
  if (snes->reason) PetscFunctionReturn(PETSC_SUCCESS);
  PetscCall(SNESNGMRESUpdateSubspace_Private(snes, 0, 0, F, fnorm, X));

  k_restart = 1;
  l         = 1;
  ivec      = 0;
  for (k = 1; k < snes->max_its + 1; k++) {
    /* Computation of x^M */
    if (snes->npc && snes->npcside == PC_RIGHT) {
      PetscCall(VecCopy(X, XM));
      PetscCall(SNESSetInitialFunction(snes->npc, F));

      PetscCall(PetscLogEventBegin(SNES_NPCSolve, snes->npc, XM, B, 0));
      PetscCall(SNESSolve(snes->npc, B, XM));
      PetscCall(PetscLogEventEnd(SNES_NPCSolve, snes->npc, XM, B, 0));

      PetscCall(SNESGetConvergedReason(snes->npc, &reason));
      if (reason < 0 && reason != SNES_DIVERGED_MAX_IT) {
        snes->reason = SNES_DIVERGED_INNER;
        PetscFunctionReturn(PETSC_SUCCESS);
      }
      PetscCall(SNESGetNPCFunction(snes, FM, &fMnorm));
    } else {
      /* no preconditioner -- just take gradient descent with line search */
      PetscCall(VecCopy(F, Y));
      PetscCall(VecCopy(F, FM));
      PetscCall(VecCopy(X, XM));

      fMnorm = fnorm;

      PetscCall(SNESLineSearchApply(snes->linesearch, XM, FM, &fMnorm, Y));
      PetscCall(SNESLineSearchGetReason(snes->linesearch, &lssucceed));
      if (lssucceed) {
        if (++snes->numFailures >= snes->maxFailures) {
          snes->reason = SNES_DIVERGED_LINE_SEARCH;
          PetscFunctionReturn(PETSC_SUCCESS);
        }
      }
    }

    PetscCall(SNESNGMRESFormCombinedSolution_Private(snes, ivec, l, XM, FM, fMnorm, X, XA, FA));
    /* r = F(x) */
    if (fminnorm > fMnorm) fminnorm = fMnorm; /* the minimum norm is now of F^M */

    /* differences for selection and restart */
    if (ngmres->restart_type == SNES_NGMRES_RESTART_DIFFERENCE || ngmres->select_type == SNES_NGMRES_SELECT_DIFFERENCE) {
      PetscCall(SNESNGMRESNorms_Private(snes, l, X, F, XM, FM, XA, FA, D, &dnorm, &dminnorm, &xMnorm, NULL, &yMnorm, &xAnorm, &fAnorm, &yAnorm));
    } else {
      PetscCall(SNESNGMRESNorms_Private(snes, l, X, F, XM, FM, XA, FA, D, NULL, NULL, &xMnorm, NULL, &yMnorm, &xAnorm, &fAnorm, &yAnorm));
    }
    SNESCheckFunctionNorm(snes, fnorm);

    /* combination (additive) or selection (multiplicative) of the N-GMRES solution */
    PetscCall(SNESNGMRESSelect_Private(snes, k_restart, XM, FM, xMnorm, fMnorm, yMnorm, XA, FA, xAnorm, fAnorm, yAnorm, dnorm, fminnorm, dminnorm, X, F, Y, &xnorm, &fnorm, &ynorm));
    selectRestart = PETSC_FALSE;

    if (ngmres->restart_type == SNES_NGMRES_RESTART_DIFFERENCE) {
      PetscCall(SNESNGMRESSelectRestart_Private(snes, l, fMnorm, fAnorm, dnorm, fminnorm, dminnorm, &selectRestart));

      /* if the restart conditions persist for more than restart_it iterations, restart. */
      if (selectRestart) restart_count++;
      else restart_count = 0;
    } else if (ngmres->restart_type == SNES_NGMRES_RESTART_PERIODIC) {
      if (k_restart > ngmres->restart_periodic) {
        if (ngmres->monitor) PetscCall(PetscViewerASCIIPrintf(ngmres->monitor, "periodic restart after %" PetscInt_FMT " iterations\n", k_restart));
        restart_count = ngmres->restart_it;
      }
    }

    ivec = k_restart % ngmres->msize; /* replace the last used part of the subspace */

    /* restart after restart conditions have persisted for a fixed number of iterations */
    if (restart_count >= ngmres->restart_it) {
      if (ngmres->monitor) PetscCall(PetscViewerASCIIPrintf(ngmres->monitor, "Restarted at iteration %" PetscInt_FMT "\n", k_restart));
      restart_count = 0;
      k_restart     = 1;
      l             = 1;
      ivec          = 0;
      /* q_{00} = nu */
      PetscCall(SNESNGMRESUpdateSubspace_Private(snes, 0, 0, FM, fMnorm, XM));
    } else {
      /* select the current size of the subspace */
      if (l < ngmres->msize) l++;
      k_restart++;
      /* place the current entry in the list of previous entries */
      if (ngmres->candidate) {
        if (fminnorm > fMnorm) fminnorm = fMnorm;
        PetscCall(SNESNGMRESUpdateSubspace_Private(snes, ivec, l, FM, fMnorm, XM));
      } else {
        if (fminnorm > fnorm) fminnorm = fnorm;
        PetscCall(SNESNGMRESUpdateSubspace_Private(snes, ivec, l, F, fnorm, X));
      }
    }

    PetscCall(PetscObjectSAWsTakeAccess((PetscObject)snes));
    snes->iter = k;
    snes->norm = fnorm;
    PetscCall(PetscObjectSAWsGrantAccess((PetscObject)snes));
    PetscCall(SNESLogConvergenceHistory(snes, snes->norm, snes->iter));
    PetscCall(SNESConverged(snes, snes->iter, 0, 0, fnorm));
    PetscCall(SNESMonitor(snes, snes->iter, snes->norm));
    if (snes->reason) PetscFunctionReturn(PETSC_SUCCESS);
  }
  snes->reason = SNES_DIVERGED_MAX_IT;
  PetscFunctionReturn(PETSC_SUCCESS);
}

/*@
  SNESNGMRESSetRestartFmRise - Increase the restart count if the step x_M increases the residual F_M

  Input Parameters:
+ snes - the `SNES` context.
- flg  - boolean value deciding whether to use the option or not, default is `PETSC_FALSE`

  Options Database Key:
. -snes_ngmres_restart_fm_rise - Increase the restart count if the step x_M increases the residual F_M

  Level: intermediate

  Notes:
  If the proposed step x_M increases the residual F_M, it might be trying to get out of a stagnation area.
  To help the solver do that, reset the Krylov subspace whenever F_M increases.

  This option must be used with the `SNESNGMRES` `SNESNGMRESRestartType` of `SNES_NGMRES_RESTART_DIFFERENCE`

.seealso: `SNES_NGMRES_RESTART_DIFFERENCE`, `SNESNGMRES`, `SNESNGMRESRestartType`, `SNESNGMRESSetRestartType()`
  @*/
PetscErrorCode SNESNGMRESSetRestartFmRise(SNES snes, PetscBool flg)
{
  PetscErrorCode (*f)(SNES, PetscBool);

  PetscFunctionBegin;
  PetscCall(PetscObjectQueryFunction((PetscObject)snes, "SNESNGMRESSetRestartFmRise_C", &f));
  if (f) PetscCall((f)(snes, flg));
  PetscFunctionReturn(PETSC_SUCCESS);
}

PetscErrorCode SNESNGMRESSetRestartFmRise_NGMRES(SNES snes, PetscBool flg)
{
  SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;

  PetscFunctionBegin;
  ngmres->restart_fm_rise = flg;
  PetscFunctionReturn(PETSC_SUCCESS);
}

PetscErrorCode SNESNGMRESGetRestartFmRise(SNES snes, PetscBool *flg)
{
  PetscErrorCode (*f)(SNES, PetscBool *);

  PetscFunctionBegin;
  PetscCall(PetscObjectQueryFunction((PetscObject)snes, "SNESNGMRESGetRestartFmRise_C", &f));
  if (f) PetscCall((f)(snes, flg));
  PetscFunctionReturn(PETSC_SUCCESS);
}

PetscErrorCode SNESNGMRESGetRestartFmRise_NGMRES(SNES snes, PetscBool *flg)
{
  SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;

  PetscFunctionBegin;
  *flg = ngmres->restart_fm_rise;
  PetscFunctionReturn(PETSC_SUCCESS);
}

/*@
  SNESNGMRESSetRestartType - Sets the restart type for `SNESNGMRES`.

  Logically Collective

  Input Parameters:
+ snes  - the iterative context
- rtype - restart type, see `SNESNGMRESRestartType`

  Options Database Keys:
+ -snes_ngmres_restart_type<difference,periodic,none> - set the restart type
- -snes_ngmres_restart[30]                            - sets the number of iterations before restart for periodic

  Level: intermediate

.seealso: `SNES_NGMRES_RESTART_DIFFERENCE`, `SNESNGMRES`, `SNESNGMRESRestartType`, `SNESNGMRESSetRestartFmRise()`
@*/
PetscErrorCode SNESNGMRESSetRestartType(SNES snes, SNESNGMRESRestartType rtype)
{
  PetscFunctionBegin;
  PetscValidHeaderSpecific(snes, SNES_CLASSID, 1);
  PetscTryMethod(snes, "SNESNGMRESSetRestartType_C", (SNES, SNESNGMRESRestartType), (snes, rtype));
  PetscFunctionReturn(PETSC_SUCCESS);
}

/*@
  SNESNGMRESSetSelectType - Sets the selection type for `SNESNGMRES`.  This determines how the candidate solution and
  combined solution are used to create the next iterate.

  Logically Collective

  Input Parameters:
+ snes  - the iterative context
- stype - selection type, see `SNESNGMRESSelectType`

  Options Database Key:
. -snes_ngmres_select_type<difference,none,linesearch> - select type

  Level: intermediate

  Note:
  The default line search used is the `SNESLINESEARCHL2` line search and it requires two additional function evaluations.

.seealso: `SNESNGMRESSelectType`, `SNES_NGMRES_SELECT_NONE`, `SNES_NGMRES_SELECT_DIFFERENCE`, `SNES_NGMRES_SELECT_LINESEARCH`
@*/
PetscErrorCode SNESNGMRESSetSelectType(SNES snes, SNESNGMRESSelectType stype)
{
  PetscFunctionBegin;
  PetscValidHeaderSpecific(snes, SNES_CLASSID, 1);
  PetscTryMethod(snes, "SNESNGMRESSetSelectType_C", (SNES, SNESNGMRESSelectType), (snes, stype));
  PetscFunctionReturn(PETSC_SUCCESS);
}

PetscErrorCode SNESNGMRESSetSelectType_NGMRES(SNES snes, SNESNGMRESSelectType stype)
{
  SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;

  PetscFunctionBegin;
  ngmres->select_type = stype;
  PetscFunctionReturn(PETSC_SUCCESS);
}

PetscErrorCode SNESNGMRESSetRestartType_NGMRES(SNES snes, SNESNGMRESRestartType rtype)
{
  SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;

  PetscFunctionBegin;
  ngmres->restart_type = rtype;
  PetscFunctionReturn(PETSC_SUCCESS);
}

/*MC
  SNESNGMRES - The Nonlinear Generalized Minimum Residual method.

   Level: beginner

   Options Database Keys:
+  -snes_ngmres_select_type<difference,none,linesearch> - choose the select between candidate and combined solution
.  -snes_ngmres_restart_type<difference,none,periodic> - choose the restart conditions
.  -snes_ngmres_candidate        - Use `SNESNGMRES` variant which combines candidate solutions instead of actual solutions
.  -snes_ngmres_m                - Number of stored previous solutions and residuals
.  -snes_ngmres_restart_it       - Number of iterations the restart conditions hold before restart
.  -snes_ngmres_gammaA           - Residual tolerance for solution select between the candidate and combination
.  -snes_ngmres_gammaC           - Residual tolerance for restart
.  -snes_ngmres_epsilonB         - Difference tolerance between subsequent solutions triggering restart
.  -snes_ngmres_deltaB           - Difference tolerance between residuals triggering restart
.  -snes_ngmres_restart_fm_rise  - Restart on residual rise from x_M step
.  -snes_ngmres_monitor          - Prints relevant information about the ngmres iteration
.  -snes_linesearch_type <basic,l2,cp> - Line search type used for the default smoother
-  -additive_snes_linesearch_type - linesearch type used to select between the candidate and combined solution with additive select type

   Notes:
   The N-GMRES method combines m previous solutions into a minimum-residual solution by solving a small linearized
   optimization problem at each iteration.

   Very similar to the `SNESANDERSON` algorithm.

   References:
+  * - C. W. Oosterlee and T. Washio, "Krylov Subspace Acceleration of Nonlinear Multigrid with Application to Recirculating Flows",
   SIAM Journal on Scientific Computing, 21(5), 2000.
-  * - Peter R. Brune, Matthew G. Knepley, Barry F. Smith, and Xuemin Tu, "Composing Scalable Nonlinear Algebraic Solvers",
   SIAM Review, 57(4), 2015

.seealso: `SNESCreate()`, `SNES`, `SNESSetType()`, `SNESType`, `SNESANDERSON`, `SNESNGMRESSetSelectType()`, `SNESNGMRESSetRestartType()`,
          `SNESNGMRESSetRestartFmRise()`, `SNESNGMRESSelectType`, ``SNESNGMRESRestartType`
M*/

PETSC_EXTERN PetscErrorCode SNESCreate_NGMRES(SNES snes)
{
  SNES_NGMRES   *ngmres;
  SNESLineSearch linesearch;

  PetscFunctionBegin;
  snes->ops->destroy        = SNESDestroy_NGMRES;
  snes->ops->setup          = SNESSetUp_NGMRES;
  snes->ops->setfromoptions = SNESSetFromOptions_NGMRES;
  snes->ops->view           = SNESView_NGMRES;
  snes->ops->solve          = SNESSolve_NGMRES;
  snes->ops->reset          = SNESReset_NGMRES;

  snes->usesnpc = PETSC_TRUE;
  snes->usesksp = PETSC_FALSE;
  snes->npcside = PC_RIGHT;

  snes->alwayscomputesfinalresidual = PETSC_TRUE;

  PetscCall(PetscNew(&ngmres));
  snes->data    = (void *)ngmres;
  ngmres->msize = 30;

  if (!snes->tolerancesset) {
    snes->max_funcs = 30000;
    snes->max_its   = 10000;
  }

  ngmres->candidate = PETSC_FALSE;

  PetscCall(SNESGetLineSearch(snes, &linesearch));
  if (!((PetscObject)linesearch)->type_name) PetscCall(SNESLineSearchSetType(linesearch, SNESLINESEARCHBASIC));

  ngmres->additive_linesearch = NULL;
  ngmres->approxfunc          = PETSC_FALSE;
  ngmres->restart_it          = 2;
  ngmres->restart_periodic    = 30;
  ngmres->gammaA              = 2.0;
  ngmres->gammaC              = 2.0;
  ngmres->deltaB              = 0.9;
  ngmres->epsilonB            = 0.1;
  ngmres->restart_fm_rise     = PETSC_FALSE;

  ngmres->restart_type = SNES_NGMRES_RESTART_DIFFERENCE;
  ngmres->select_type  = SNES_NGMRES_SELECT_DIFFERENCE;

  PetscCall(PetscObjectComposeFunction((PetscObject)snes, "SNESNGMRESSetSelectType_C", SNESNGMRESSetSelectType_NGMRES));
  PetscCall(PetscObjectComposeFunction((PetscObject)snes, "SNESNGMRESSetRestartType_C", SNESNGMRESSetRestartType_NGMRES));
  PetscCall(PetscObjectComposeFunction((PetscObject)snes, "SNESNGMRESSetRestartFmRise_C", SNESNGMRESSetRestartFmRise_NGMRES));
  PetscCall(PetscObjectComposeFunction((PetscObject)snes, "SNESNGMRESGetRestartFmRise_C", SNESNGMRESGetRestartFmRise_NGMRES));
  PetscFunctionReturn(PETSC_SUCCESS);
}