[petsc-users] [petsc-maint #86567] Question on KSPs
Jed Brown
jedbrown at mcs.anl.gov
Tue Sep 13 14:52:00 CDT 2011
On Tue, Sep 13, 2011 at 10:03, Michele De Stefano <
mstefano at milan.westerngeco.slb.com> wrote:
> we would like to explore more in detail the possibility to have a
> completely matrix-free preconditioner.
> May you explain which are the "few methods" that we should implement and
> that you was talking of ?
>
Matrix-free multigrid, approximate the problem with a simpler model for
which a fast solver (e.g. FMM or FFT-based) is available, the nested
iteration that Matt mentioned, low rank + identity approximations of the
inverse (e.g. built as a byproduct of an outer iteration like BFGS).
None of these are truly generic. I absolutely do not recommend trying to
build matrix-free preconditioners to avoid writing code to assemble a
matrix. Indeed, I think it's well worth having the code to assemble a matrix
even if you usually run without it because it enables you to try many
algorithms without extra effort. Having the matrix available can inform the
design of matrix-free methods.
The performance asymptotics of matrix-free methods are better for some
problems. In many cases, it makes sense to apply the Jacobian using some
matrix-free method and assemble a less expensive matrix for preconditioning.
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