[petsc-dev] TAO convergence tests are undecipherable
Munson, Todd S.
tmunson at mcs.anl.gov
Wed Sep 9 10:02:11 CDT 2015
I do not see a need to keep them around. The function tolerances are
usually something like |f(x_k) - f_(x_{k-1})| <= fatol and then you
use |f(x_0)| in the denominator for the relative tolerance. There
are pretty useless tests though and give many false positives.
Todd.
> On Sep 9, 2015, at 9:26 AM, Jason Sarich <sarich at mcs.anl.gov> wrote:
>
> Todd, can you come up with a reason why we might need to keep these fatol, frtol tests around? I would prefer to take them out.
>
> Jason
>
> On Tue, Sep 8, 2015 at 9:54 PM, Smith, Barry F. <bsmith at mcs.anl.gov> wrote:
>
> Jason,
>
> Perhaps it is just documentation.
>
> /*@
> TaoSetTolerances - Sets parameters used in TAO convergence tests
>
> Logically collective on Tao
>
> Input Parameters:
> + tao - the Tao context
> . fatol - absolute convergence tolerance
> . frtol - relative convergence tolerance
> . gatol - stop if norm of gradient is less than this
> . grtol - stop if relative norm of gradient is less than this
> - gttol - stop if norm of gradient is reduced by this factor
>
> Options Database Keys:
> + -tao_fatol <fatol> - Sets fatol
> . -tao_frtol <frtol> - Sets frtol
> . -tao_gatol <gatol> - Sets gatol
> . -tao_grtol <grtol> - Sets grtol
> - -tao_gttol <gttol> - Sets gttol
>
> Stopping Criteria:
> $ f(X) - f(X*) (estimated) <= fatol
> $ |f(X) - f(X*)| (estimated) / |f(X)| <= frtol
> $ ||g(X)|| <= gatol
> $ ||g(X)|| / |f(X)| <= grtol
> $ ||g(X)|| / ||g(X0)|| <= gttol
>
> How is f(x) - f(X*) (estimated) and how come the second definition has absolute values but the first does not?
>
> From below it looks like f(x) - f(X*) is estimated as gnorm*gnorm?
>
> } else if (gnorm2 <= fatol && cnorm <=catol) {
> ierr = PetscInfo2(tao,"Converged due to estimated f(X) - f(X*) = %g < %g\n",(double)gnorm2,(double)fatol);CHKERRQ(ierr);
> reason = TAO_CONVERGED_FATOL;
> } else if (f != 0 && gnorm2 / PetscAbsReal(f)<= frtol && cnorm/PetscMax(cnorm0,1.0) <= crtol) {
> ierr = PetscInfo2(tao,"Converged due to estimated |f(X)-f(X*)|/f(X) = %g < %g\n",(double)(gnorm2/PetscAbsReal(f)),(double)frtol);CHKERRQ(ierr);
> reason = TAO_CONVERGED_FRTOL;
>
> It seems the next test is the same as the first I list above exact gnorm is not squared? Why is it worth having this duplicate test?
>
> } else if (gnorm<= gatol && cnorm <=catol) {
> ierr = PetscInfo2(tao,"Converged due to residual norm ||g(X)||=%g < %g\n",(double)gnorm,(double)gatol);CHKERRQ(ierr);
> reason = TAO_CONVERGED_GATOL;
>
> At a minimum the manual page should document what f(X) - f(X*) (estimated) means.
>
> Barry
>
> } else if ( f!=0 && PetscAbsReal(gnorm/f) <= grtol && cnorm <= crtol) {
> ierr = PetscInfo2(tao,"Converged due to residual ||g(X)||/|f(X)| =%g < %g\n",(double)(gnorm/f),(double)grtol);CHKERRQ(ierr);
>
>
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