use num::abs; use ew::{ tools::{logging, stopchecker}, GoalFromFunction, Optimizer, particleswarm::{ self, initializing, postmove, velocitycalc, PostMove, }, }; use ew_testfunc; type Coordinate = f32; #[test] fn test_particleswarm_paraboloid() { // General parameters let minval: Coordinate = -100.0; let maxval: Coordinate = 100.0; let particles_count = 150; let dimension = 5; let intervals = vec![(minval, maxval); dimension]; let phi_personal = 2.0; let phi_global = 6.0; let k = 0.2; // Goal function let goal = GoalFromFunction::new(ew_testfunc::paraboloid); // Particles initializers let coord_initializer = initializing::RandomCoordinatesInitializer::new(intervals.clone(), particles_count); let velocity_initializer = initializing::ZeroVelocityInitializer::new(dimension, particles_count); // PostMove let post_moves: Vec>> = vec![Box::new(postmove::MoveToBoundary::new(intervals.clone()))]; // Velocity calculator let velocity_calculator = velocitycalc::CanonicalVelocityCalculator::new(phi_personal, phi_global, k); // Stop checker let change_max_iterations = 150; let change_delta = 1e-7; let stop_checker = stopchecker::CompositeAny::new(vec![ Box::new(stopchecker::Threshold::new(1e-6)), Box::new(stopchecker::GoalNotChange::new( change_max_iterations, change_delta, )), Box::new(stopchecker::MaxIterations::new(3000)), ]); // Logger let loggers: Vec>>> = vec![]; let mut optimizer = particleswarm::ParticleSwarmOptimizer::new( Box::new(goal), Box::new(stop_checker), Box::new(coord_initializer), Box::new(velocity_initializer), Box::new(velocity_calculator), ); optimizer.set_loggers(loggers); optimizer.set_post_moves(post_moves); match optimizer.find_min() { None => assert!(false), Some((solution, goal_value)) => { for i in 0..dimension { assert!(abs(solution[i] - (i as f32 + 1.0)) < 0.3); } assert!(abs(goal_value) < 0.1); } } }