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pub mod job_config;
mod swarm;
pub use swarm::swarm_config;
use job_config::{Bounds, JobConfig, StopCondition};
use std::thread;
use swarm::{GlobalRecord, Swarm};
use swarm_config::SwarmConfig;
#[derive(Clone, Debug)]
pub struct PSO {
num_swarms: usize,
swarm_configs: Vec<SwarmConfig>,
verbose: bool,
console_update: Option<usize>,
}
impl PSO {
pub fn from_swarm_configs(verbose: bool, swarm_configs: Vec<SwarmConfig>) -> Self {
let num_swarms = swarm_configs.len();
assert_ne!(num_swarms, 0, "At least One SwarmConfig must be provided!");
if verbose {
initialization_message(num_swarms);
println!("\nSwarm Configurations: ");
for (swarm_index, sc) in swarm_configs.iter().enumerate() {
println!("Swarm");
cyan_ln!("{}:", swarm_index);
green_ln!("{}", sc);
}
}
Self {
num_swarms,
swarm_configs,
verbose,
console_update: None,
}
}
pub fn from_swarm_config(num_swarms: usize, verbose: bool, swarm_config: &SwarmConfig) -> Self {
assert_ne!(0, num_swarms, "The PSO must have at least one Swarm!");
let swarm_configs = (0..num_swarms).map(|_| swarm_config.clone()).collect();
if verbose {
initialization_message(num_swarms);
println!("\nSwarm Configuration: ");
green_ln!("{}", swarm_config);
}
Self {
num_swarms,
swarm_configs,
verbose,
console_update: None,
}
}
pub fn default(num_swarms: usize, verbose: bool) -> Self {
let swarm_config = SwarmConfig::new();
Self::from_swarm_config(num_swarms, verbose, &swarm_config)
}
pub fn show_progress(&mut self, console_update_rate: usize) {
self.console_update = Some(console_update_rate)
}
pub fn run_job<F>(&self, job_config: JobConfig, objective_function: F) -> (f64, Vec<f64>)
where
F: Fn(&[f64]) -> f64 + Clone + Sync + Send + 'static,
{
println!("\n Starting Optimization Job with: ");
dark_cyan_ln!("{}", job_config);
let global_record = GlobalRecord::new(job_config.num_variables);
let swarm_threads: Vec<std::thread::JoinHandle<()>> = self
.swarm_configs
.iter()
.enumerate()
.map(|(i, swarm_config)| {
let ob = objective_function.clone();
let jc = job_config.clone();
let sc = swarm_config.clone();
let mut gr = global_record.clone();
thread::Builder::new()
.name(format!("swarm_thread_{}", i))
.spawn(move || {
let mut swarm = Swarm::new(format!("swarm_{}", i), sc);
swarm.minimize(ob, jc, &mut gr)
})
.unwrap()
})
.collect();
for st in swarm_threads {
st.join().expect("Thread panicked during operation!");
}
global_record
.to_tuple()
.expect("Should not block, Main thread is the only owner here.")
}
}
fn initialization_message(num_swarms: usize) {
if num_swarms == 1 {
print!("PSO Initialized with ");
yellow!("1");
println!(" Swarm!");
} else {
print!("PSO Initialized with ");
yellow!("{}", num_swarms);
println!(" Swarms!");
}
}