E-Graph implementation for apyds
Project description
E-Graph Support Package for DS
An E-Graph (Equality Graph) implementation for the DS deductive system, providing efficient management and manipulation of equivalence classes of terms.
This package implements the egg-style E-Graph data structure with deferred congruence closure, enabling efficient equality reasoning. Inspired by the egg library.
Features
- E-Graph Data Structure: Manage equivalence classes of terms efficiently
- Union-Find: Path-compressed union-find for disjoint set management
- Congruence Closure: Automatic maintenance of congruence relationships
- Deferred Rebuilding: egg-style deferred rebuilding for performance
Installation
Python (pip)
pip install apyds-egg
Requires Python 3.11-3.14.
TypeScript/JavaScript (npm)
npm install atsds-egg
Quick Start
Python Example
import apyds
from apyds_egg import EGraph
# Create an E-Graph
eg = EGraph()
# Add terms to the E-Graph
a = eg.add(apyds.Term("a"))
b = eg.add(apyds.Term("b"))
x = eg.add(apyds.Term("x"))
# Add compound terms
ax = eg.add(apyds.Term("(+ a x)"))
bx = eg.add(apyds.Term("(+ b x)"))
# Initially, (+ a x) and (+ b x) are in different E-classes
assert eg.find(ax) != eg.find(bx)
# Merge a and b
eg.merge(a, b)
# Rebuild to restore congruence
eg.rebuild()
# Now (+ a x) and (+ b x) are in the same E-class
assert eg.find(ax) == eg.find(bx)
TypeScript Example
import { Term } from "atsds";
import { EGraph } from "atsds-egg";
// Create an E-Graph
const eg = new EGraph();
// Add terms to the E-Graph
const a = eg.add(new Term("a"));
const b = eg.add(new Term("b"));
const x = eg.add(new Term("x"));
// Add compound terms
const ax = eg.add(new Term("(+ a x)"));
const bx = eg.add(new Term("(+ b x)"));
// Initially, (+ a x) and (+ b x) are in different E-classes
if (eg.find(ax) === eg.find(bx)) throw new Error("Should be different");
// Merge a and b
eg.merge(a, b);
// Rebuild to restore congruence
eg.rebuild();
// Now (+ a x) and (+ b x) are in the same E-class
if (eg.find(ax) !== eg.find(bx)) throw new Error("Should be same");
Core Concepts
E-Graph
An E-Graph is a data structure that efficiently represents and maintains equivalence classes of terms. It consists of:
- E-Nodes: Nodes representing terms with an operator and children
- E-classes: Equivalence classes of E-Nodes
- Union-Find: Data structure for managing E-class equivalence
- Congruence: Two terms are congruent if they have the same operator and their children are in equivalent E-classes
Congruence Closure
The E-Graph maintains congruence closure automatically. When two E-classes are merged, the E-Graph rebuilds to ensure that congruent terms remain in the same E-class.
Python Example
eg = EGraph()
# Add terms
fa = eg.add(apyds.Term("(f a)"))
fb = eg.add(apyds.Term("(f b)"))
# Merge a and b
a = eg.add(apyds.Term("a"))
b = eg.add(apyds.Term("b"))
eg.merge(a, b)
# Rebuild maintains congruence
eg.rebuild()
# Now (f a) and (f b) are equivalent
assert eg.find(fa) == eg.find(fb)
TypeScript Example
import { Term } from "atsds";
import { EGraph } from "atsds-egg";
const eg = new EGraph();
// Add terms
const fa = eg.add(new Term("(f a)"));
const fb = eg.add(new Term("(f b)"));
// Merge a and b
const a = eg.add(new Term("a"));
const b = eg.add(new Term("b"));
eg.merge(a, b);
// Rebuild maintains congruence
eg.rebuild();
// Now (f a) and (f b) are equivalent
if (eg.find(fa) !== eg.find(fb)) throw new Error("Congruence failed");
API Overview
Python (apyds-egg)
EGraph(): Create a new E-Graphadd(term: apyds.Term) -> EClassId: Add a term to the E-Graphmerge(a: EClassId, b: EClassId) -> EClassId: Merge two E-classesrebuild() -> None: Restore congruence closurefind(eclass: EClassId) -> EClassId: Find canonical E-class representative
TypeScript (atsds-egg)
new EGraph(): Create a new E-Graphadd(term: atsds.Term): EClassId: Add a term to the E-Graphmerge(a: EClassId, b: EClassId): EClassId: Merge two E-classesrebuild(): void: Restore congruence closurefind(eclass: EClassId): EClassId: Find canonical E-class representative
Building from Source
Prerequisites
- Python 3.11-3.14
- Node.js and npm
- apyds and atsds packages
Python Package
cd egg
# Install dependencies
uv sync --extra dev
# Build package
uv build
# Run tests
uv run pytest
# Run with coverage
uv run pytest --cov
TypeScript Package
cd egg
# Install dependencies
npm install
# Build package
npm run build
# Run tests
npm test
License
This project is licensed under the GNU Affero General Public License v3.0 or later (AGPL-3.0-or-later).
Repository
- GitHub: USTC-KnowledgeComputingLab/ds (in
/eggdirectory) - Python Package: apyds-egg
- npm Package: atsds-egg
Author
Hao Zhang hzhangxyz@outlook.com
Related
This package is a support library for the DS (Deductive System) project. For the main DS library with C++ core and bindings, see the main repository.
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