Actual source code: snesngmres.c

  1: #include <../src/snes/impls/ngmres/snesngmres.h>
  2: #include <petscblaslapack.h>
  3: #include <petscdm.h>

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

  8: PetscErrorCode SNESReset_NGMRES(SNES snes)
  9: {
 10:   SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;

 12:   PetscFunctionBegin;
 13:   PetscCall(VecDestroyVecs(ngmres->msize, &ngmres->Fdot));
 14:   PetscCall(VecDestroyVecs(ngmres->msize, &ngmres->Xdot));
 15:   PetscCall(SNESLineSearchDestroy(&ngmres->additive_linesearch));
 16:   PetscFunctionReturn(PETSC_SUCCESS);
 17: }

 19: PetscErrorCode SNESDestroy_NGMRES(SNES snes)
 20: {
 21:   SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;

 23:   PetscFunctionBegin;
 24:   PetscCall(SNESReset_NGMRES(snes));
 25:   PetscCall(PetscFree4(ngmres->h, ngmres->beta, ngmres->xi, ngmres->q));
 26:   PetscCall(PetscFree3(ngmres->xnorms, ngmres->fnorms, ngmres->s));
 27: #if defined(PETSC_USE_COMPLEX)
 28:   PetscCall(PetscFree(ngmres->rwork));
 29: #endif
 30:   PetscCall(PetscFree(ngmres->work));
 31:   PetscCall(PetscObjectComposeFunction((PetscObject)snes, "SNESNGMRESSetSelectType_C", NULL));
 32:   PetscCall(PetscObjectComposeFunction((PetscObject)snes, "SNESNGMRESSetRestartType_C", NULL));
 33:   PetscCall(PetscObjectComposeFunction((PetscObject)snes, "SNESNGMRESSetRestartFmRise_C", NULL));
 34:   PetscCall(PetscObjectComposeFunction((PetscObject)snes, "SNESNGMRESGetRestartFmRise_C", NULL));
 35:   PetscCall(PetscFree(snes->data));
 36:   PetscFunctionReturn(PETSC_SUCCESS);
 37: }

 39: PetscErrorCode SNESSetUp_NGMRES(SNES snes)
 40: {
 41:   SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;
 42:   PetscInt     msize, hsize;
 43:   DM           dm;

 45:   PetscFunctionBegin;
 46:   if (snes->npc && snes->npcside == PC_LEFT && snes->functype == SNES_FUNCTION_UNPRECONDITIONED) {
 47:     SETERRQ(PetscObjectComm((PetscObject)snes), PETSC_ERR_ARG_WRONGSTATE, "SNESNGMRES does not support left preconditioning with unpreconditioned function");
 48:   }
 49:   if (snes->npcside == PC_LEFT && snes->functype == SNES_FUNCTION_DEFAULT) snes->functype = SNES_FUNCTION_PRECONDITIONED;
 50:   PetscCall(SNESSetWorkVecs(snes, 5));

 52:   if (!snes->vec_sol) {
 53:     PetscCall(SNESGetDM(snes, &dm));
 54:     PetscCall(DMCreateGlobalVector(dm, &snes->vec_sol));
 55:   }

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

 63:     /* explicit least squares minimization solve */
 64:     PetscCall(PetscCalloc4(hsize, &ngmres->h, msize, &ngmres->beta, msize, &ngmres->xi, hsize, &ngmres->q));
 65:     PetscCall(PetscMalloc3(msize, &ngmres->xnorms, msize, &ngmres->fnorms, msize, &ngmres->s));
 66:     ngmres->nrhs = 1;
 67:     PetscCall(PetscBLASIntCast(msize, &ngmres->lda));
 68:     PetscCall(PetscBLASIntCast(msize, &ngmres->ldb));
 69:     PetscCall(PetscBLASIntCast(12 * msize, &ngmres->lwork));
 70: #if defined(PETSC_USE_COMPLEX)
 71:     PetscCall(PetscMalloc1(ngmres->lwork, &ngmres->rwork));
 72: #endif
 73:     PetscCall(PetscMalloc1(ngmres->lwork, &ngmres->work));
 74:   }

 76:   ngmres->setup_called = PETSC_TRUE;
 77:   PetscFunctionReturn(PETSC_SUCCESS);
 78: }

 80: static PetscErrorCode SNESSetFromOptions_NGMRES(SNES snes, PetscOptionItems *PetscOptionsObject)
 81: {
 82:   SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;
 83:   PetscBool    debug  = PETSC_FALSE;

 85:   PetscFunctionBegin;
 86:   PetscOptionsHeadBegin(PetscOptionsObject, "SNES NGMRES options");
 87:   PetscCall(PetscOptionsEnum("-snes_ngmres_select_type", "Select type", "SNESNGMRESSetSelectType", SNESNGMRESSelectTypes, (PetscEnum)ngmres->select_type, (PetscEnum *)&ngmres->select_type, NULL));
 88:   PetscCall(PetscOptionsEnum("-snes_ngmres_restart_type", "Restart type", "SNESNGMRESSetRestartType", SNESNGMRESRestartTypes, (PetscEnum)ngmres->restart_type, (PetscEnum *)&ngmres->restart_type, NULL));
 89:   PetscCall(PetscOptionsBool("-snes_ngmres_candidate", "Use candidate storage", "SNES", ngmres->candidate, &ngmres->candidate, NULL));
 90:   PetscCall(PetscOptionsBool("-snes_ngmres_approxfunc", "Linearly approximate the function", "SNES", ngmres->approxfunc, &ngmres->approxfunc, NULL));
 91:   PetscCall(PetscOptionsInt("-snes_ngmres_m", "Number of directions", "SNES", ngmres->msize, &ngmres->msize, NULL));
 92:   PetscCall(PetscOptionsInt("-snes_ngmres_restart", "Iterations before forced restart", "SNES", ngmres->restart_periodic, &ngmres->restart_periodic, NULL));
 93:   PetscCall(PetscOptionsInt("-snes_ngmres_restart_it", "Tolerance iterations before restart", "SNES", ngmres->restart_it, &ngmres->restart_it, NULL));
 94:   PetscCall(PetscOptionsBool("-snes_ngmres_monitor", "Monitor actions of NGMRES", "SNES", ngmres->monitor ? PETSC_TRUE : PETSC_FALSE, &debug, NULL));
 95:   if (debug) ngmres->monitor = PETSC_VIEWER_STDOUT_(PetscObjectComm((PetscObject)snes));
 96:   PetscCall(PetscOptionsReal("-snes_ngmres_gammaA", "Residual selection constant", "SNES", ngmres->gammaA, &ngmres->gammaA, NULL));
 97:   PetscCall(PetscOptionsReal("-snes_ngmres_gammaC", "Residual restart constant", "SNES", ngmres->gammaC, &ngmres->gammaC, NULL));
 98:   PetscCall(PetscOptionsReal("-snes_ngmres_epsilonB", "Difference selection constant", "SNES", ngmres->epsilonB, &ngmres->epsilonB, NULL));
 99:   PetscCall(PetscOptionsReal("-snes_ngmres_deltaB", "Difference residual selection constant", "SNES", ngmres->deltaB, &ngmres->deltaB, NULL));
100:   PetscCall(PetscOptionsBool("-snes_ngmres_restart_fm_rise", "Restart on F_M residual rise", "SNESNGMRESSetRestartFmRise", ngmres->restart_fm_rise, &ngmres->restart_fm_rise, NULL));
101:   PetscOptionsHeadEnd();
102:   if (ngmres->gammaA > ngmres->gammaC && ngmres->gammaC > 2.) ngmres->gammaC = ngmres->gammaA;
103:   if (ngmres->select_type == SNES_NGMRES_SELECT_LINESEARCH) {
104:     PetscCall(SNESNGMRESGetAdditiveLineSearch_Private(snes, &ngmres->additive_linesearch));
105:     PetscCall(SNESLineSearchSetFromOptions(ngmres->additive_linesearch));
106:   }
107:   PetscFunctionReturn(PETSC_SUCCESS);
108: }

110: PetscErrorCode SNESView_NGMRES(SNES snes, PetscViewer viewer)
111: {
112:   SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;
113:   PetscBool    iascii;

115:   PetscFunctionBegin;
116:   PetscCall(PetscObjectTypeCompare((PetscObject)viewer, PETSCVIEWERASCII, &iascii));
117:   if (iascii) {
118:     PetscCall(PetscViewerASCIIPrintf(viewer, "  Number of stored past updates: %" PetscInt_FMT "\n", ngmres->msize));
119:     if (ngmres->select_type == SNES_NGMRES_SELECT_DIFFERENCE) {
120:       PetscCall(PetscViewerASCIIPrintf(viewer, "  Residual selection: gammaA=%1.0e, gammaC=%1.0e\n", (double)ngmres->gammaA, (double)ngmres->gammaC));
121:       PetscCall(PetscViewerASCIIPrintf(viewer, "  Difference restart: epsilonB=%1.0e, deltaB=%1.0e\n", (double)ngmres->epsilonB, (double)ngmres->deltaB));
122:       PetscCall(PetscViewerASCIIPrintf(viewer, "  Restart on F_M residual increase: %s\n", PetscBools[ngmres->restart_fm_rise]));
123:     }
124:     if (ngmres->additive_linesearch) {
125:       PetscCall(PetscViewerASCIIPrintf(viewer, "  Additive line-search details:\n"));
126:       PetscCall(SNESLineSearchView(ngmres->additive_linesearch, viewer));
127:     }
128:   }
129:   PetscFunctionReturn(PETSC_SUCCESS);
130: }

132: static PetscErrorCode SNESSolve_NGMRES(SNES snes)
133: {
134:   SNES_NGMRES         *ngmres = (SNES_NGMRES *)snes->data;
135:   Vec                  X, F, B, D, Y;         /* present solution, residual, and preconditioned residual */
136:   Vec                  XA, FA, XM, FM;        /* candidate linear combination answers */
137:   PetscReal            fnorm, fMnorm, fAnorm; /* coefficients and RHS to the minimization problem */
138:   PetscReal            xnorm, xMnorm, xAnorm;
139:   PetscReal            ynorm, yMnorm, yAnorm;
140:   PetscInt             k, k_restart, l, ivec, restart_count = 0;
141:   PetscReal            objmin, objM, objA, obj; /* support for objective functions minimization */
142:   PetscBool            selectRestart;           /* solution selection data */
143:   SNESConvergedReason  reason;
144:   SNESLineSearchReason lssucceed;
145:   SNESObjectiveFn     *objective;
146:   /*
147:       These two variables are initialized to prevent compilers/analyzers from producing false warnings about these variables being passed
148:       to SNESNGMRESSelect_Private() without being set when SNES_NGMRES_RESTART_DIFFERENCE, the values are not used in the subroutines in that case
149:       so the code is correct as written.
150:   */
151:   PetscReal dnorm = 0.0, dminnorm = 0.0;

153:   PetscFunctionBegin;
154:   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);

156:   PetscCall(PetscCitationsRegister(SNESCitation, &SNEScite));
157:   /* variable initialization */
158:   snes->reason = SNES_CONVERGED_ITERATING;
159:   X            = snes->vec_sol;
160:   F            = snes->vec_func;
161:   B            = snes->vec_rhs;
162:   XA           = snes->work[2];
163:   FA           = snes->work[0];
164:   D            = snes->work[1];

166:   /* work for the line search */
167:   Y  = snes->vec_sol_update;
168:   XM = snes->work[3];
169:   FM = snes->work[4];

171:   PetscCall(PetscObjectSAWsTakeAccess((PetscObject)snes));
172:   snes->iter = 0;
173:   snes->norm = 0.;
174:   PetscCall(PetscObjectSAWsGrantAccess((PetscObject)snes));

176:   /* initialization */

178:   if (snes->npc && snes->npcside == PC_LEFT) {
179:     PetscCall(SNESApplyNPC(snes, X, NULL, F));
180:     PetscCall(SNESGetConvergedReason(snes->npc, &reason));
181:     if (reason < 0 && reason != SNES_DIVERGED_MAX_IT) {
182:       snes->reason = SNES_DIVERGED_INNER;
183:       PetscFunctionReturn(PETSC_SUCCESS);
184:     }
185:     PetscCall(VecNorm(F, NORM_2, &fnorm));
186:   } else {
187:     if (!snes->vec_func_init_set) {
188:       PetscCall(SNESComputeFunction(snes, X, F));
189:     } else snes->vec_func_init_set = PETSC_FALSE;

191:     PetscCall(VecNorm(F, NORM_2, &fnorm));
192:     SNESCheckFunctionNorm(snes, fnorm);
193:   }
194:   PetscCall(SNESGetObjective(snes, &objective, NULL));
195:   objmin = fnorm;
196:   if (objective) PetscCall(SNESComputeObjective(snes, X, &objmin));
197:   obj = objmin;

199:   PetscCall(PetscObjectSAWsTakeAccess((PetscObject)snes));
200:   snes->norm = fnorm;
201:   PetscCall(PetscObjectSAWsGrantAccess((PetscObject)snes));
202:   PetscCall(SNESLogConvergenceHistory(snes, fnorm, 0));
203:   PetscCall(SNESConverged(snes, 0, 0.0, 0.0, fnorm));
204:   PetscCall(SNESMonitor(snes, 0, fnorm));
205:   if (snes->reason) PetscFunctionReturn(PETSC_SUCCESS);
206:   PetscCall(SNESNGMRESUpdateSubspace_Private(snes, 0, 0, F, fnorm, X));

208:   k_restart = 1;
209:   l         = 1;
210:   ivec      = 0;
211:   for (k = 1; k < snes->max_its + 1; k++) {
212:     /* Call general purpose update function */
213:     PetscTryTypeMethod(snes, update, snes->iter);

215:     /* Computation of x^M */
216:     if (snes->npc && snes->npcside == PC_RIGHT) {
217:       PetscCall(VecCopy(X, XM));
218:       PetscCall(SNESSetInitialFunction(snes->npc, F));

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

224:       PetscCall(SNESGetConvergedReason(snes->npc, &reason));
225:       if (reason < 0 && reason != SNES_DIVERGED_MAX_IT) {
226:         snes->reason = SNES_DIVERGED_INNER;
227:         PetscFunctionReturn(PETSC_SUCCESS);
228:       }
229:       PetscCall(SNESGetNPCFunction(snes, FM, &fMnorm));
230:     } else {
231:       /* no preconditioner -- just take gradient descent with line search */
232:       PetscCall(VecCopy(F, Y));
233:       PetscCall(VecCopy(F, FM));
234:       PetscCall(VecCopy(X, XM));

236:       fMnorm = fnorm;

238:       PetscCall(SNESLineSearchApply(snes->linesearch, XM, FM, &fMnorm, Y));
239:       PetscCall(SNESLineSearchGetReason(snes->linesearch, &lssucceed));
240:       if (lssucceed) {
241:         if (++snes->numFailures >= snes->maxFailures) {
242:           snes->reason = SNES_DIVERGED_LINE_SEARCH;
243:           PetscFunctionReturn(PETSC_SUCCESS);
244:         }
245:       }
246:     }
247:     if (objective) PetscCall(SNESComputeObjective(snes, XM, &objM));
248:     else objM = fMnorm;
249:     objmin = PetscMin(objmin, objM);

251:     PetscCall(SNESNGMRESFormCombinedSolution_Private(snes, ivec, l, XM, FM, fMnorm, X, XA, FA));

253:     /* differences for selection and restart */
254:     if (ngmres->restart_type == SNES_NGMRES_RESTART_DIFFERENCE || ngmres->select_type == SNES_NGMRES_SELECT_DIFFERENCE) {
255:       PetscCall(SNESNGMRESNorms_Private(snes, l, X, F, XM, FM, XA, FA, D, &dnorm, &dminnorm, &xMnorm, NULL, &yMnorm, &xAnorm, &fAnorm, &yAnorm));
256:     } else {
257:       PetscCall(SNESNGMRESNorms_Private(snes, l, X, F, XM, FM, XA, FA, D, NULL, NULL, &xMnorm, NULL, &yMnorm, &xAnorm, &fAnorm, &yAnorm));
258:     }
259:     if (objective) PetscCall(SNESComputeObjective(snes, XA, &objA));
260:     else objA = fAnorm;
261:     SNESCheckFunctionNorm(snes, fnorm);

263:     /* combination (additive) or selection (multiplicative) of the N-GMRES solution */
264:     PetscCall(SNESNGMRESSelect_Private(snes, k_restart, XM, FM, xMnorm, fMnorm, yMnorm, objM, XA, FA, xAnorm, fAnorm, yAnorm, objA, dnorm, objmin, dminnorm, X, F, Y, &xnorm, &fnorm, &ynorm));
265:     if (objective) PetscCall(SNESComputeObjective(snes, X, &obj));
266:     else obj = fnorm;
267:     selectRestart = PETSC_FALSE;

269:     if (ngmres->restart_type == SNES_NGMRES_RESTART_DIFFERENCE) {
270:       PetscCall(SNESNGMRESSelectRestart_Private(snes, l, obj, objM, objA, dnorm, objmin, dminnorm, &selectRestart));

272:       /* if the restart conditions persist for more than restart_it iterations, restart. */
273:       if (selectRestart) restart_count++;
274:       else restart_count = 0;
275:     } else if (ngmres->restart_type == SNES_NGMRES_RESTART_PERIODIC) {
276:       if (k_restart > ngmres->restart_periodic) {
277:         if (ngmres->monitor) PetscCall(PetscViewerASCIIPrintf(ngmres->monitor, "periodic restart after %" PetscInt_FMT " iterations\n", k_restart));
278:         restart_count = ngmres->restart_it;
279:       }
280:     }

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

284:     /* restart after restart conditions have persisted for a fixed number of iterations */
285:     if (restart_count >= ngmres->restart_it) {
286:       if (ngmres->monitor) PetscCall(PetscViewerASCIIPrintf(ngmres->monitor, "Restarted at iteration %" PetscInt_FMT "\n", k_restart));
287:       restart_count = 0;
288:       k_restart     = 1;
289:       l             = 1;
290:       ivec          = 0;
291:       /* q_{00} = nu */
292:       PetscCall(SNESNGMRESUpdateSubspace_Private(snes, 0, 0, FM, fMnorm, XM));
293:     } else {
294:       /* select the current size of the subspace */
295:       if (l < ngmres->msize) l++;
296:       k_restart++;
297:       /* place the current entry in the list of previous entries */
298:       if (ngmres->candidate) {
299:         objmin = PetscMin(objmin, objM);
300:         PetscCall(SNESNGMRESUpdateSubspace_Private(snes, ivec, l, FM, fMnorm, XM));
301:       } else {
302:         objmin = PetscMin(objmin, obj);
303:         PetscCall(SNESNGMRESUpdateSubspace_Private(snes, ivec, l, F, fnorm, X));
304:       }
305:     }

307:     PetscCall(PetscObjectSAWsTakeAccess((PetscObject)snes));
308:     snes->iter  = k;
309:     snes->norm  = fnorm;
310:     snes->ynorm = ynorm;
311:     snes->xnorm = xnorm;
312:     PetscCall(PetscObjectSAWsGrantAccess((PetscObject)snes));
313:     PetscCall(SNESLogConvergenceHistory(snes, snes->norm, snes->iter));
314:     PetscCall(SNESConverged(snes, snes->iter, 0, 0, fnorm));
315:     PetscCall(SNESMonitor(snes, snes->iter, snes->norm));
316:     if (snes->reason) PetscFunctionReturn(PETSC_SUCCESS);
317:   }
318:   snes->reason = SNES_DIVERGED_MAX_IT;
319:   PetscFunctionReturn(PETSC_SUCCESS);
320: }

322: /*@
323:   SNESNGMRESSetRestartFmRise - Increase the restart count if the step x_M increases the residual F_M

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

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

332:   Level: intermediate

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

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

340: .seealso: [](ch_snes), `SNES`, `SNES_NGMRES_RESTART_DIFFERENCE`, `SNESNGMRES`, `SNESNGMRESRestartType`, `SNESNGMRESSetRestartType()`
341:   @*/
342: PetscErrorCode SNESNGMRESSetRestartFmRise(SNES snes, PetscBool flg)
343: {
344:   PetscErrorCode (*f)(SNES, PetscBool);

346:   PetscFunctionBegin;
347:   PetscCall(PetscObjectQueryFunction((PetscObject)snes, "SNESNGMRESSetRestartFmRise_C", &f));
348:   if (f) PetscCall((f)(snes, flg));
349:   PetscFunctionReturn(PETSC_SUCCESS);
350: }

352: static PetscErrorCode SNESNGMRESSetRestartFmRise_NGMRES(SNES snes, PetscBool flg)
353: {
354:   SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;

356:   PetscFunctionBegin;
357:   ngmres->restart_fm_rise = flg;
358:   PetscFunctionReturn(PETSC_SUCCESS);
359: }

361: PetscErrorCode SNESNGMRESGetRestartFmRise(SNES snes, PetscBool *flg)
362: {
363:   PetscErrorCode (*f)(SNES, PetscBool *);

365:   PetscFunctionBegin;
366:   PetscCall(PetscObjectQueryFunction((PetscObject)snes, "SNESNGMRESGetRestartFmRise_C", &f));
367:   if (f) PetscCall((f)(snes, flg));
368:   PetscFunctionReturn(PETSC_SUCCESS);
369: }

371: static PetscErrorCode SNESNGMRESGetRestartFmRise_NGMRES(SNES snes, PetscBool *flg)
372: {
373:   SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;

375:   PetscFunctionBegin;
376:   *flg = ngmres->restart_fm_rise;
377:   PetscFunctionReturn(PETSC_SUCCESS);
378: }

380: /*@
381:   SNESNGMRESSetRestartType - Sets the restart type for `SNESNGMRES`.

383:   Logically Collective

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

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

393:   Level: intermediate

395: .seealso: [](ch_snes), `SNES`, `SNES_NGMRES_RESTART_DIFFERENCE`, `SNESNGMRES`, `SNESNGMRESRestartType`, `SNESNGMRESSetRestartFmRise()`,
396:           `SNESNGMRESSetSelectType()`
397: @*/
398: PetscErrorCode SNESNGMRESSetRestartType(SNES snes, SNESNGMRESRestartType rtype)
399: {
400:   PetscFunctionBegin;
402:   PetscTryMethod(snes, "SNESNGMRESSetRestartType_C", (SNES, SNESNGMRESRestartType), (snes, rtype));
403:   PetscFunctionReturn(PETSC_SUCCESS);
404: }

406: /*@
407:   SNESNGMRESSetSelectType - Sets the selection type for `SNESNGMRES`.  This determines how the candidate solution and
408:   combined solution are used to create the next iterate.

410:   Logically Collective

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

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

419:   Level: intermediate

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

424: .seealso: [](ch_snes), `SNES`, `SNESNGMRES`, `SNESNGMRESSelectType`, `SNES_NGMRES_SELECT_NONE`, `SNES_NGMRES_SELECT_DIFFERENCE`, `SNES_NGMRES_SELECT_LINESEARCH`,
425:           `SNESNGMRESSetRestartType()`
426: @*/
427: PetscErrorCode SNESNGMRESSetSelectType(SNES snes, SNESNGMRESSelectType stype)
428: {
429:   PetscFunctionBegin;
431:   PetscTryMethod(snes, "SNESNGMRESSetSelectType_C", (SNES, SNESNGMRESSelectType), (snes, stype));
432:   PetscFunctionReturn(PETSC_SUCCESS);
433: }

435: static PetscErrorCode SNESNGMRESSetSelectType_NGMRES(SNES snes, SNESNGMRESSelectType stype)
436: {
437:   SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;

439:   PetscFunctionBegin;
440:   ngmres->select_type = stype;
441:   PetscFunctionReturn(PETSC_SUCCESS);
442: }

444: static PetscErrorCode SNESNGMRESSetRestartType_NGMRES(SNES snes, SNESNGMRESRestartType rtype)
445: {
446:   SNES_NGMRES *ngmres = (SNES_NGMRES *)snes->data;

448:   PetscFunctionBegin;
449:   ngmres->restart_type = rtype;
450:   PetscFunctionReturn(PETSC_SUCCESS);
451: }

453: /*MC
454:   SNESNGMRES - The Nonlinear Generalized Minimum Residual method {cite}`ow1`, {cite}`bruneknepleysmithtu15`

456:    Level: beginner

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

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

477:    Very similar to the `SNESANDERSON` algorithm.

479: .seealso: [](ch_snes), `SNESCreate()`, `SNES`, `SNESSetType()`, `SNESType`, `SNESANDERSON`, `SNESNGMRESSetSelectType()`, `SNESNGMRESSetRestartType()`,
480:           `SNESNGMRESSetRestartFmRise()`, `SNESNGMRESSelectType`, ``SNESNGMRESRestartType`
481: M*/

483: PETSC_EXTERN PetscErrorCode SNESCreate_NGMRES(SNES snes)
484: {
485:   SNES_NGMRES   *ngmres;
486:   SNESLineSearch linesearch;

488:   PetscFunctionBegin;
489:   snes->ops->destroy        = SNESDestroy_NGMRES;
490:   snes->ops->setup          = SNESSetUp_NGMRES;
491:   snes->ops->setfromoptions = SNESSetFromOptions_NGMRES;
492:   snes->ops->view           = SNESView_NGMRES;
493:   snes->ops->solve          = SNESSolve_NGMRES;
494:   snes->ops->reset          = SNESReset_NGMRES;

496:   snes->usesnpc = PETSC_TRUE;
497:   snes->usesksp = PETSC_FALSE;
498:   snes->npcside = PC_RIGHT;

500:   snes->alwayscomputesfinalresidual = PETSC_TRUE;

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

506:   PetscCall(SNESParametersInitialize(snes));
507:   PetscObjectParameterSetDefault(snes, max_funcs, 30000);
508:   PetscObjectParameterSetDefault(snes, max_its, 10000);

510:   ngmres->candidate = PETSC_FALSE;

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

515:   ngmres->additive_linesearch = NULL;
516:   ngmres->approxfunc          = PETSC_FALSE;
517:   ngmres->restart_it          = 2;
518:   ngmres->restart_periodic    = 30;
519:   ngmres->gammaA              = 2.0;
520:   ngmres->gammaC              = 2.0;
521:   ngmres->deltaB              = 0.9;
522:   ngmres->epsilonB            = 0.1;
523:   ngmres->restart_fm_rise     = PETSC_FALSE;

525:   ngmres->restart_type = SNES_NGMRES_RESTART_DIFFERENCE;
526:   ngmres->select_type  = SNES_NGMRES_SELECT_DIFFERENCE;

528:   PetscCall(PetscObjectComposeFunction((PetscObject)snes, "SNESNGMRESSetSelectType_C", SNESNGMRESSetSelectType_NGMRES));
529:   PetscCall(PetscObjectComposeFunction((PetscObject)snes, "SNESNGMRESSetRestartType_C", SNESNGMRESSetRestartType_NGMRES));
530:   PetscCall(PetscObjectComposeFunction((PetscObject)snes, "SNESNGMRESSetRestartFmRise_C", SNESNGMRESSetRestartFmRise_NGMRES));
531:   PetscCall(PetscObjectComposeFunction((PetscObject)snes, "SNESNGMRESGetRestartFmRise_C", SNESNGMRESGetRestartFmRise_NGMRES));
532:   PetscFunctionReturn(PETSC_SUCCESS);
533: }