Better Together: Unifying Datalog and Equality Saturation
BibTeX
@article{egglog,
author = {Zhang, Yihong and Wang, Yisu Remy and Flatt, Oliver and Cao, David and Zucker, Philip and Rosenthal, Eli and Tatlock, Zachary and Willsey, Max},
title = {Better Together: Unifying Datalog and Equality Saturation},
year = {2023},
issue_date = {June 2023},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
volume = {7},
number = {PLDI},
url = {https://doi.org/10.1145/3591239},
doi = {10.1145/3591239},
abstract = {We present egglog, a fixpoint reasoning system that unifies Datalog and equality saturation (EqSat). Like Datalog, egglog supports efficient incremental execution, cooperating analyses, and lattice-based reasoning. Like EqSat, egglog supports term rewriting, efficient congruence closure, and extraction of optimized terms. We identify two recent applications -- a unification-based pointer analysis in Datalog and an EqSat-based floating-point term rewriter -- that have been hampered by features missing from Datalog but found in EqSat or vice-versa. We evaluate our system by reimplementing those projects in egglog. The resulting systems in egglog are faster, simpler, and fix bugs found in the original systems.},
journal = {Proc. ACM Program. Lang.},
month = {jun},
articleno = {125},
numpages = {25},
keywords = {Datalog, Program optimization, Rewrite systems, Equality saturation}
}
Abstract
We present egglog, a fixpoint reasoning system that unifies Datalog and equality saturation (EqSat). Like Datalog, it supports efficient incremental execution, cooperating analyses, and lattice-based reasoning. Like EqSat, it supports term rewriting, efficient congruence closure, and extraction of optimized terms.
We identify two recent applications–a unification-based pointer analysis in Datalog and an EqSat-based floating-point term rewriter–that have been hampered by features missing from Datalog but found in EqSat or vice-versa. We evaluate egglog by reimplementing those projects in egglog. The resulting systems in egglog are faster, simpler, and fix bugs found in the original systems.