use std::io; use ew::{ particleswarm::{ self, initializing, postmove, postvelocitycalc, velocitycalc, PostMove, PostVelocityCalc, }, tools::{logging, stopchecker}, GoalFromFunction, IterativeOptimizer, Optimizer, }; use ew_testfunc; type Coordinate = f32; fn main() { // General parameters let minval: Coordinate = -500.0; let maxval: Coordinate = 500.0; let particles_count = 100; let dimension = 3; let intervals = vec![(minval, maxval); dimension]; let phi_personal = 3.2; let phi_global = 1.0; let k = 0.9; // Goal function let goal = GoalFromFunction::new(ew_testfunc::schwefel); // 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); let max_velocity = 700.0; let post_velocity_calc: Vec>> = vec![Box::new(postvelocitycalc::MaxVelocityAbs::new(max_velocity))]; // Stop checker let stop_checker_1 = Box::new(stopchecker::MaxIterations::new(50)); let stop_checker_2 = Box::new(stopchecker::MaxIterations::new(150)); // 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), stop_checker_1, Box::new(coord_initializer), Box::new(velocity_initializer), Box::new(velocity_calculator), ); optimizer.set_loggers(loggers); optimizer.set_post_moves(post_moves); optimizer.set_post_velocity_calc(post_velocity_calc); optimizer.find_min(); optimizer.set_stop_checker(stop_checker_2); optimizer.next_iterations(); }