use std::io; use ew::{ tools::{logging, stopchecker}, GoalFromFunction, Optimizer, particleswarm::{ self, initializing, postmove, velocitycalc, PostMove, }, }; use ew_testfunc; type Coordinate = f32; fn main() { // General parameters let minval: Coordinate = -5.12; let maxval: Coordinate = 5.12; let particles_count = 500; let dimension = 3; let intervals = vec![(minval, maxval); dimension]; let phi_personal = 2.0; let phi_global = 5.0; let k = 0.2; // Goal function let goal = GoalFromFunction::new(ew_testfunc::rastrigin); // 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-8; 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 mut stdout_verbose = io::stdout(); let mut stdout_result = io::stdout(); let mut stdout_time = io::stdout(); let loggers: Vec>>> = vec![ Box::new(logging::VerboseLogger::new(&mut stdout_verbose, 15)), Box::new(logging::ResultOnlyLogger::new(&mut stdout_result, 15)), Box::new(logging::TimeLogger::new(&mut stdout_time)), ]; 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); optimizer.find_min(); }