slepc-main 2024-11-09

BVTensorCompress

Updates the U and S factors of the tensor basis vectors object V by means of an SVD, removing redundant information.

Synopsis

#include "slepcbv.h" 
PetscErrorCode BVTensorCompress(BV V,PetscInt newc)

Collective

Input Parameters

	V	- the tensor basis vectors context
	newc	- additional columns to be locked

Notes

This function is typically used when restarting Krylov solvers. Truncating a tensor BV V = (I otimes U) S to its leading columns amounts to keeping the leading columns of S. However, to effectively reduce the size of the decomposition, it is necessary to compress it in a way that fewer columns of U are employed. This can be achieved by means of an update that involves the SVD of the low-rank matrix [S_0 S_1 ... S_{d-1}], where S_i are the pieces of S.

If newc is nonzero, then newc columns are added to the leading columns of V. This means that the corresponding columns of the U and S factors will remain invariant in subsequent operations.

Level

advanced

Location