Faster Tensor Canonicalization
Abstract
The Butler-Portugal algorithm for obtaining the canonical form of a tensor expression with respect to slot symmetries and dummy-index renaming suffers, in certain cases with a high degree of symmetry, from explosion in both computation time and memory. We present a modified algorithm which alleviates this problem in the most common cases---tensor expressions with subsets of indices which are totally symmetric or totally antisymmetric---in polynomial time. We also present an implementation of the label-renaming mechanism which improves upon that of the original Butler-Portugal algorithm, thus providing a significant speed increase for the average case as well as the highly-symmetric special case. The worst-case behavior remains , although it occurs in more limited situations unlikely to appear in actual computations. We comment on possible strategies to take if the nature of a computation should make these situations more likely.
Keywords
Cite
@article{arxiv.1702.08114,
title = {Faster Tensor Canonicalization},
author = {Benjamin E. Niehoff},
journal= {arXiv preprint arXiv:1702.08114},
year = {2018}
}
Comments
45 pages + appendices and references, 9 figures, version 3 (fixed some references, grant acknowledgement, added link to source code)