https://github.com/cagix/egg
egg is a flexible, high-performance e-graph library
Science Score: 13.0%
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Low similarity (16.2%) to scientific vocabulary
Last synced: 10 months ago
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Repository
egg is a flexible, high-performance e-graph library
Basic Info
- Host: GitHub
- Owner: cagix
- License: mit
- Language: Rust
- Default Branch: main
- Homepage: https://egraphs-good.github.io
- Size: 7.15 MB
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- Stars: 0
- Watchers: 0
- Forks: 0
- Open Issues: 0
- Releases: 0
Fork of egraphs-good/egg
Created almost 2 years ago
· Last pushed about 1 year ago
https://github.com/cagix/egg/blob/main/
#egg: egraphs good [](https://crates.io/crates/egg) [](https://docs.rs/egg/) [](https://egraphs-good.github.io/egg/egg/) [](https://egraphs.zulipchat.com) > Also check out the [egglog](https://github.com/egraphs-good/egglog) system that provides an alternative approach to equality saturation based on Datalog. It features a language-based design, incremental execution, and composable analyses. See also the [paper](//mwillsey.com/papers/egglog) and the [egglog web demo](https://egraphs-good.github.io/egglog). Are you using egg? Please cite using the BibTeX below and add your project to the `egg` [website](https://github.com/egraphs-good/egraphs-good.github.io)!
Check out the [egg web demo](https://egraphs-good.github.io/egg-web-demo) for some quick e-graph action! ## Using egg Add `egg` to your `Cargo.toml` like this: ```toml [dependencies] egg = "0.10.0" ``` Make sure to compile with `--release` if you are measuring performance! ## Developing It's written in [Rust](https://www.rust-lang.org/). Typically, you install Rust using [`rustup`](https://www.rust-lang.org/tools/install). Run `cargo doc --open` to build and open the documentation in a browser. Before committing/pushing, make sure to run `make`, which runs all the tests and lints that CI will (including those under feature flags). This requires the [`cbc`](https://projects.coin-or.org/Cbc) solver due to the `lp` feature. ### Tests Running `cargo test` will run the tests. Some tests may time out; try `cargo test --release` if that happens. There are a couple interesting tests in the `tests` directory: - `prop.rs` implements propositional logic and proves some simple theorems. - `math.rs` implements real arithmetic, with a little bit of symbolic differentiation. - `lambda.rs` implements a small lambda calculus, using `egg` as a partial evaluator. ### Benchmarking To get a simple csv of the runtime of each test, you set the environment variable `EGG_BENCH_CSV` to something to append a row per test to a csv. Example: ```bash EGG_BENCH_CSV=math.csv cargo test --test math --release -- --nocapture --test --test-threads=1 ```BibTeX
@article{2021-egg, author = {Willsey, Max and Nandi, Chandrakana and Wang, Yisu Remy and Flatt, Oliver and Tatlock, Zachary and Panchekha, Pavel}, title = {egg: Fast and Extensible Equality Saturation}, year = {2021}, issue_date = {January 2021}, publisher = {Association for Computing Machinery}, address = {New York, NY, USA}, volume = {5}, number = {POPL}, url = {https://doi.org/10.1145/3434304}, doi = {10.1145/3434304}, 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.}, journal = {Proc. ACM Program. Lang.}, month = jan, articleno = {23}, numpages = {29}, keywords = {equality saturation, e-graphs} }
Owner
- Name: Carsten Gips
- Login: cagix
- Kind: user
- Repositories: 115
- Profile: https://github.com/cagix
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