Files
heuropt/Cargo.toml
T
swaits dcf63316f6 test(proptest): add property-based tests for invariants
Adds proptest as a dev-dependency and a `tests/properties.rs`
integration suite that probes invariants on randomly generated
inputs:

Pareto invariants:
- `pareto_compare` is anti-symmetric: A→B is opposite of B→A for
  Dominates / DominatedBy
- `pareto_compare` is reflexive on equal candidates (returns Equal)
- `pareto_front` output is internally non-dominated
- `non_dominated_sort` puts every member into exactly one front
- `crowding_distance` returns Vec same length as front; boundary
  points are infinity for fronts of size ≥ 2 in any axis-sortable
  configuration

Operator invariants:
- `SimulatedBinaryCrossover` returns 2 children of the right length,
  all in bounds
- `PolynomialMutation` returns 1 child of the right length, in bounds
- `BoundedGaussianMutation` returns 1 child in bounds
- `ClampToBounds` repair always lands in bounds
- `ProjectToSimplex` repair always sums to total and is non-negative

Algorithm invariants:
- For any seed, `Optimizer::run` is deterministic across two calls
- Final population has the documented size for population-based
  algorithms

These are the invariants the existing 226 fixed-input unit tests
collectively check; proptest gives us coverage on inputs they don't
cover individually.
2026-05-05 10:38:53 -06:00

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TOML

[package]
name = "heuropt"
version = "0.3.0"
edition = "2024"
rust-version = "1.85"
authors = ["Stephen Waits <steve@waits.net>"]
description = "A practical Rust toolkit for heuristic single-, multi-, and many-objective optimization."
license = "MIT"
readme = "README.md"
repository = "https://github.com/swaits/heuropt"
homepage = "https://github.com/swaits/heuropt"
documentation = "https://docs.rs/heuropt"
keywords = ["optimization", "evolutionary", "nsga", "pareto", "moead"]
categories = ["algorithms", "science", "mathematics", "simulation"]
[features]
default = []
serde = ["dep:serde"]
parallel = ["dep:rayon"]
[dependencies]
rand = "0.9"
rand_distr = "0.5"
rayon = { version = "1", optional = true }
serde = { version = "1", features = ["derive"], optional = true }
[dev-dependencies]
gungraun = "0.18"
proptest = "1"
[[bench]]
name = "hot_paths"
harness = false