#include #include static PetscErrorCode SNESLineSearchApply_CP(SNESLineSearch linesearch) { PetscBool changed_y, changed_w; Vec X, Y, F, W; SNES snes; PetscReal xnorm, ynorm, gnorm, steptol, atol, rtol, ltol, maxstep; PetscReal lambda, lambda_old, lambda_update, delLambda; PetscScalar fty, fty_init, fty_old, fty_mid1, fty_mid2, s; PetscInt i, max_its; PetscViewer monitor; PetscFunctionBegin; PetscCall(SNESLineSearchGetVecs(linesearch, &X, &F, &Y, &W, NULL)); PetscCall(SNESLineSearchGetNorms(linesearch, &xnorm, &gnorm, &ynorm)); PetscCall(SNESLineSearchGetSNES(linesearch, &snes)); PetscCall(SNESLineSearchGetLambda(linesearch, &lambda)); PetscCall(SNESLineSearchGetTolerances(linesearch, &steptol, &maxstep, &rtol, &atol, <ol, &max_its)); PetscCall(SNESLineSearchSetReason(linesearch, SNES_LINESEARCH_SUCCEEDED)); PetscCall(SNESLineSearchGetDefaultMonitor(linesearch, &monitor)); /* precheck */ PetscCall(SNESLineSearchPreCheck(linesearch,X,Y,&changed_y)); lambda_old = 0.0; PetscCall(VecDot(F,Y,&fty_old)); if (PetscAbsScalar(fty_old) < atol * ynorm) { if (monitor) { PetscCall(PetscViewerASCIIAddTab(monitor,((PetscObject)linesearch)->tablevel)); PetscCall(PetscViewerASCIIPrintf(monitor," Line search terminated at initial point because dot(F,Y) = %g < atol*||y|| = %g\n",(double)PetscAbsScalar(fty_old), (double)atol*ynorm)); PetscCall(PetscViewerASCIISubtractTab(monitor,((PetscObject)linesearch)->tablevel)); } PetscCall(SNESSetConvergedReason(linesearch->snes,SNES_CONVERGED_FNORM_ABS)); PetscFunctionReturn(0); } fty_init = fty_old; for (i = 0; i < max_its; i++) { /* compute the norm at lambda */ PetscCall(VecCopy(X, W)); PetscCall(VecAXPY(W, -lambda, Y)); if (linesearch->ops->viproject) { PetscCall((*linesearch->ops->viproject)(snes, W)); } PetscCall((*linesearch->ops->snesfunc)(snes,W,F)); PetscCall(VecDot(F,Y,&fty)); delLambda = lambda - lambda_old; /* check for convergence */ if (PetscAbsReal(delLambda) < steptol*lambda) break; if (PetscAbsScalar(fty) / PetscAbsScalar(fty_init) < rtol) break; if (PetscAbsScalar(fty) < atol * ynorm && i > 0) break; if (monitor) { PetscCall(PetscViewerASCIIAddTab(monitor,((PetscObject)linesearch)->tablevel)); PetscCall(PetscViewerASCIIPrintf(monitor," Line search: lambdas = [%g, %g], ftys = [%g, %g]\n",(double)lambda, (double)lambda_old, (double)PetscRealPart(fty), (double)PetscRealPart(fty_old))); PetscCall(PetscViewerASCIISubtractTab(monitor,((PetscObject)linesearch)->tablevel)); } /* compute the search direction */ if (linesearch->order == SNES_LINESEARCH_ORDER_LINEAR) { s = (fty - fty_old) / delLambda; } else if (linesearch->order == SNES_LINESEARCH_ORDER_QUADRATIC) { PetscCall(VecCopy(X, W)); PetscCall(VecAXPY(W, -0.5*(lambda + lambda_old), Y)); if (linesearch->ops->viproject) { PetscCall((*linesearch->ops->viproject)(snes, W)); } PetscCall((*linesearch->ops->snesfunc)(snes,W,F)); PetscCall(VecDot(F, Y, &fty_mid1)); s = (3.*fty - 4.*fty_mid1 + fty_old) / delLambda; } else { PetscCall(VecCopy(X, W)); PetscCall(VecAXPY(W, -0.5*(lambda + lambda_old), Y)); if (linesearch->ops->viproject) { PetscCall((*linesearch->ops->viproject)(snes, W)); } PetscCall((*linesearch->ops->snesfunc)(snes,W,F)); PetscCall(VecDot(F, Y, &fty_mid1)); PetscCall(VecCopy(X, W)); PetscCall(VecAXPY(W, -(lambda + 0.5*(lambda - lambda_old)), Y)); if (linesearch->ops->viproject) { PetscCall((*linesearch->ops->viproject)(snes, W)); } PetscCall((*linesearch->ops->snesfunc)(snes, W, F)); PetscCall(VecDot(F, Y, &fty_mid2)); s = (2.*fty_mid2 + 3.*fty - 6.*fty_mid1 + fty_old) / (3.*delLambda); } /* if the solve is going in the wrong direction, fix it */ if (PetscRealPart(s) > 0.) s = -s; if (s == 0.0) break; lambda_update = lambda - PetscRealPart(fty / s); /* switch directions if we stepped out of bounds */ if (lambda_update < steptol) lambda_update = lambda + PetscRealPart(fty / s); if (PetscIsInfOrNanReal(lambda_update)) break; if (lambda_update > maxstep) break; /* compute the new state of the line search */ lambda_old = lambda; lambda = lambda_update; fty_old = fty; } /* construct the solution */ PetscCall(VecCopy(X, W)); PetscCall(VecAXPY(W, -lambda, Y)); if (linesearch->ops->viproject) { PetscCall((*linesearch->ops->viproject)(snes, W)); } /* postcheck */ PetscCall(SNESLineSearchPostCheck(linesearch,X,Y,W,&changed_y,&changed_w)); if (changed_y) { PetscCall(VecAXPY(X, -lambda, Y)); if (linesearch->ops->viproject) { PetscCall((*linesearch->ops->viproject)(snes, X)); } } else { PetscCall(VecCopy(W, X)); } PetscCall((*linesearch->ops->snesfunc)(snes,X,F)); PetscCall(SNESLineSearchComputeNorms(linesearch)); PetscCall(SNESLineSearchGetNorms(linesearch, &xnorm, &gnorm, &ynorm)); PetscCall(SNESLineSearchSetLambda(linesearch, lambda)); if (monitor) { PetscCall(PetscViewerASCIIAddTab(monitor,((PetscObject)linesearch)->tablevel)); PetscCall(PetscViewerASCIIPrintf(monitor," Line search terminated: lambda = %g, fnorms = %g\n", (double)lambda, (double)gnorm)); PetscCall(PetscViewerASCIISubtractTab(monitor,((PetscObject)linesearch)->tablevel)); } if (lambda <= steptol) { PetscCall(SNESLineSearchSetReason(linesearch, SNES_LINESEARCH_FAILED_REDUCT)); } PetscFunctionReturn(0); } /*MC SNESLINESEARCHCP - Critical point line search. This line search assumes that there exists some artificial G(x) for which the SNESFunction F(x) = grad G(x). Therefore, this line search seeks to find roots of dot(F, Y) via a secant method. Options Database Keys: + -snes_linesearch_minlambda - the minimum acceptable lambda . -snes_linesearch_maxstep - the algorithm insures that a step length is never longer than this value . -snes_linesearch_damping - initial trial step length is scaled by this factor, default is 1.0 - -snes_linesearch_max_it - the maximum number of secant steps performed. Notes: This method does NOT use the objective function if it is provided with SNESSetObjective(). This method is the preferred line search for SNESQN and SNESNCG. Level: advanced .seealso: SNESLineSearchCreate(), SNESLineSearchSetType() M*/ PETSC_EXTERN PetscErrorCode SNESLineSearchCreate_CP(SNESLineSearch linesearch) { PetscFunctionBegin; linesearch->ops->apply = SNESLineSearchApply_CP; linesearch->ops->destroy = NULL; linesearch->ops->setfromoptions = NULL; linesearch->ops->reset = NULL; linesearch->ops->view = NULL; linesearch->ops->setup = NULL; linesearch->order = SNES_LINESEARCH_ORDER_LINEAR; linesearch->max_its = 1; PetscFunctionReturn(0); }