Parity-Checked Strassen Algorithm
Abstract
To multiply astronomic matrices using parallel workers subject to straggling, we recommend interleaving checksums with some fast matrix multiplication algorithms. Nesting the parity-checked algorithms, we weave a product code flavor protection. Two demonstrative configurations are as follows: (A) workers multiply two matrices; each worker multiplies two linear combinations of entries therein. Then the entry products sent from any workers suffice to assemble the matrix product. (B) workers multiply two matrices. With empirical frequency , workers suffice, wherein is the complexity of the schoolbook algorithm. In general, we propose probability-wisely favorable configurations whose numbers of workers are close to, if not less than, the thresholds of other codes (e.g., entangled polynomial code and PolyDot code). Our proposed scheme applies recursively, respects worker locality, incurs moderate pre- and post-processes, and extends over small finite fields.
Keywords
Cite
@article{arxiv.2011.15082,
title = {Parity-Checked Strassen Algorithm},
author = {Hsin-Po Wang and Iwan Duursma},
journal= {arXiv preprint arXiv:2011.15082},
year = {2022}
}
Comments
40 pages, 18 figures, 2 tables; v2 adds MSC and applies corrections; v3 applies corrections