use std::io; use ew::{ particleswarm::{ self, initializing, postmove, postvelocitycalc, velocitycalc, PostMove, PostVelocityCalc, }, tools::{logging, stopchecker}, GoalFromFunction, Optimizer, }; use ew_testfunc; type Coordinate = f32; fn main() { // General parameters let minval: Coordinate = -100.0; let maxval: Coordinate = 100.0; let particles_count = 80; let dimension = 5; let intervals = vec![(minval, maxval); dimension]; // let phi_personal = 3e-6; // let phi_global = 1e-3; 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::ClassicVelocityCalculator::new(phi_personal, phi_global); let velocity_calculator = velocitycalc::CanonicalVelocityCalculator::new(phi_personal, phi_global, k); // let max_velocity = vec![20.0_f32; dimension]; // let post_velocity_calc: Vec>> = // vec![Box::new(postvelocitycalc::MaxVelocityDimensions::new(max_velocity))]; let max_velocity = 10.0; let post_velocity_calc: Vec>> = vec![Box::new(postvelocitycalc::MaxVelocityAbs::new(max_velocity))]; // 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 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.set_post_velocity_calc(post_velocity_calc); optimizer.find_min(); }