swaits
6368ca5f3d
Adds the headline async/await capability for IO-bound evaluations (HTTP services, RPC clients, spawned subprocesses) — the differentiator vs pymoo / hyperopt / MOEA Framework. No public-API breaks for synchronous users. The new surface is gated behind a new `async` feature flag. - core::async_problem::AsyncProblem trait (async fn evaluate_async). - algorithms::parallel_eval_async::evaluate_batch_async helper using futures::stream::FuturesOrdered with concurrency-bounded chunks; preserves input order so seeded determinism holds when evaluations are themselves deterministic. - run_async on RandomSearch and DifferentialEvolution. - examples/async_eval.rs: simulated 20 ms remote service. concurrency=1 → 4.2 s, concurrency=4 → 2.1 s (2× speedup). Bumps Cargo.toml to 0.8.0; CHANGELOG entry covers the above plus a note that 0.6.0/0.7.0 on crates.io are yanked experimentals and 0.8 picks up cleanly from 0.5.
73 lines
1.4 KiB
Rust
73 lines
1.4 KiB
Rust
//! Built-in reference optimizers.
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pub mod age_moea;
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pub mod ant_colony_tsp;
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pub mod bayesian_opt;
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pub mod cma_es;
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pub mod differential_evolution;
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pub mod epsilon_moea;
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pub mod genetic_algorithm;
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pub mod grea;
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pub mod hill_climber;
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pub mod hype;
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pub mod hyperband;
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pub mod ibea;
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pub mod ipop_cma_es;
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pub mod knea;
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pub mod moead;
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pub mod mopso;
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pub mod nelder_mead;
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pub mod nsga2;
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pub mod nsga3;
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pub mod one_plus_one_es;
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pub mod paes;
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pub(crate) mod parallel_eval;
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#[cfg(feature = "async")]
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pub(crate) mod parallel_eval_async;
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pub mod particle_swarm;
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pub mod pesa2;
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pub mod random_search;
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pub mod rvea;
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pub mod simulated_annealing;
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pub mod sms_emoa;
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pub mod snes;
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pub mod spea2;
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pub mod tabu_search;
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pub mod tlbo;
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pub mod tpe;
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pub mod umda;
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pub use age_moea::*;
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pub use ant_colony_tsp::*;
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pub use bayesian_opt::*;
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pub use cma_es::*;
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pub use differential_evolution::*;
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pub use epsilon_moea::*;
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pub use genetic_algorithm::*;
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pub use grea::*;
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pub use hill_climber::*;
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pub use hype::*;
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pub use hyperband::*;
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pub use ibea::*;
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pub use ipop_cma_es::*;
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pub use knea::*;
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pub use moead::*;
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pub use mopso::*;
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pub use nelder_mead::*;
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pub use nsga2::*;
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pub use nsga3::*;
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pub use one_plus_one_es::*;
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pub use paes::*;
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pub use particle_swarm::*;
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pub use pesa2::*;
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pub use random_search::*;
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pub use rvea::*;
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pub use simulated_annealing::*;
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pub use sms_emoa::*;
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pub use snes::*;
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pub use spea2::*;
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pub use tabu_search::*;
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pub use tlbo::*;
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pub use tpe::*;
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pub use umda::*;
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