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egg: Fast and Extensible Equality Saturation
Monday, March 8, 2021, 12:00-12:45 pm Calendar
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Abstract

Zoom. https://umd.zoom.us/j/93825468763?pwd=UXlYZmVkVndXb1owMkpYb2tOQjZFQT09

ArXiv. https://arxiv.org/abs/2004.03082

Title. egg: Fast and Extensible Equality Saturation

Abstract. An e-graph efficiently represents a congruence relation over many expressions. Although they were originally developed in the late 1970s for use in automated theorem provers, a more recent technique known as equality saturation repurposes e-graphs to implement state-of-the-art, rewrite-driven compiler optimizations and program synthesizers. However, e-graphs remain unspecialized for this newer use case. Equality saturation workloads exhibit distinct characteristics and often require ad-hoc e-graph extensions to incorporate transformations beyond purely syntactic rewrites.

This work contributes two techniques that make e-graphs fast and extensible, specializing them to equality saturation. A new amortized invariant restoration technique called rebuilding takes advantage of equality saturation's distinct workload, providing asymptotic speedups over current techniques in practice. A general mechanism called e-class analyses integrates domain-specific analyses into the e-graph, reducing the need for ad hoc manipulation.

We implemented these techniques in a new open-source library called egg. Our case studies on three previously published applications of equality saturation highlight how egg's performance and flexibility enable state-of-the-art results across diverse domains.

 
Bio

 

 
This talk is organized by Henry Blanchette