argmin_observer_spectator/observer.rs
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// Copyright 2018-2024 argmin developers
//
// Licensed under the Apache License, Version 2.0 <LICENSE-APACHE or
// http://apache.org/licenses/LICENSE-2.0> or the MIT license <LICENSE-MIT or
// http://opensource.org/licenses/MIT>, at your option. This file may not be
// copied, modified, or distributed except according to those terms.
use std::{collections::HashSet, thread::JoinHandle};
use anyhow::Error;
use argmin::core::{
observers::Observe, ArgminFloat, State, TerminationReason, TerminationStatus, KV,
};
use spectator::{Message, DEFAULT_PORT};
use time::Duration;
use uuid::Uuid;
use crate::sender::sender;
const DEFAULT_HOST: &str = "127.0.0.1";
/// Builder for the Spectator observer
///
/// # Example
///
/// ```
/// use argmin_observer_spectator::SpectatorBuilder;
///
/// let spectator = SpectatorBuilder::new()
/// // Optional: Name the optimization run
/// // Default: random UUID.
/// .with_name("optimization_run_1")
/// // Optional, defaults to 127.0.0.1
/// .with_host("127.0.0.1")
/// // Optional, defaults to 5498
/// .with_port(5498)
/// // Choose which metrics should automatically be selected.
/// // If omitted, all metrics will be selected.
/// .select(&["cost", "best_cost"])
/// // Build Spectator observer
/// .build();
/// ```
pub struct SpectatorBuilder {
name: String,
selected: HashSet<String>,
capacity: usize,
host: String,
port: u16,
}
impl Default for SpectatorBuilder {
fn default() -> Self {
Self::new()
}
}
impl SpectatorBuilder {
/// Creates a new `SpectatorBuilder`
pub fn new() -> Self {
SpectatorBuilder {
name: Uuid::new_v4().to_string(),
selected: HashSet::new(),
capacity: 10_000,
host: DEFAULT_HOST.to_string(),
port: DEFAULT_PORT,
}
}
/// Set a name the optimization run will be identified with
///
/// Defaults to a random UUID.
///
/// # Example
///
/// ```
/// # use argmin_observer_spectator::SpectatorBuilder;
/// let builder = SpectatorBuilder::new().with_name("optimization_run_1");
/// # assert_eq!(builder.name().clone(), "optimization_run_1".to_string());
/// ```
pub fn with_name<T: AsRef<str>>(mut self, name: T) -> Self {
self.name = name.as_ref().to_string();
self
}
/// Set the host argmin spectator is running on.
///
/// Defaults to 127.0.0.1.
///
/// # Example
///
/// ```
/// # use argmin_observer_spectator::SpectatorBuilder;
/// let builder = SpectatorBuilder::new().with_host("192.168.0.1");
/// # assert_eq!(builder.host().clone(), "192.168.0.1".to_string());
/// ```
pub fn with_host<T: AsRef<str>>(mut self, host: T) -> Self {
self.host = host.as_ref().to_string();
self
}
/// Set the port Spectator is running on.
///
/// Defaults to 5498.
///
/// # Example
///
/// ```
/// # use argmin_observer_spectator::SpectatorBuilder;
/// let builder = SpectatorBuilder::new().with_port(1234);
/// # assert_eq!(builder.port(), 1234);
/// ```
pub fn with_port(mut self, port: u16) -> Self {
self.port = port;
self
}
/// Set the channel capacity
///
/// A channel is used to queue messages for sending to Spectator. If the channel
/// capacity is reached backpressure will be applied, effectively blocking the optimization.
/// Defaults to 10000. Decrease this value in case memory consumption is too high and increase
/// the value in case blocking causes negative effects.
///
/// # Example
///
/// ```
/// # use argmin_observer_spectator::SpectatorBuilder;
/// let builder = SpectatorBuilder::new().with_channel_capacity(1000);
/// # assert_eq!(builder.channel_capacity(), 1000);
/// ```
pub fn with_channel_capacity(mut self, capacity: usize) -> Self {
self.capacity = capacity;
self
}
/// Define which metrics will be selected in Spectator by default
///
/// If none are set, all metrics will be selected and shown. Providing zero or more metrics
/// via `select` disables all apart from the provided ones. Note that independent of this
/// setting, all data will be sent, and metrics can be selected and deselected via the
/// Spectator GUI.
///
/// # Example
///
/// ```
/// # use argmin_observer_spectator::SpectatorBuilder;
/// # use std::collections::HashSet;
/// let builder = SpectatorBuilder::new().select(&["cost", "best_cost"]);
/// # assert_eq!(builder.selected(), &HashSet::from(["cost".to_string(), "best_cost".to_string()]));
/// ```
pub fn select<T: AsRef<str>>(mut self, metrics: &[T]) -> Self {
self.selected = metrics.iter().map(|s| s.as_ref().to_string()).collect();
self
}
/// Returns the name of the optimization run
///
/// # Example
///
/// ```
/// # use argmin_observer_spectator::SpectatorBuilder;
/// # let builder = SpectatorBuilder::new().with_name("test");
/// let name = builder.name();
/// # assert_eq!(name, &"test".to_string());
/// ```
pub fn name(&self) -> &String {
&self.name
}
/// Returns the host this observer will connect to
///
/// # Example
///
/// ```
/// # use argmin_observer_spectator::SpectatorBuilder;
/// # let builder = SpectatorBuilder::new();
/// let host = builder.host();
/// # assert_eq!(host, &"127.0.0.1".to_string());
/// ```
pub fn host(&self) -> &String {
&self.host
}
/// Returns the port this observer will connect to
///
/// # Example
///
/// ```
/// # use argmin_observer_spectator::SpectatorBuilder;
/// # let builder = SpectatorBuilder::new();
/// let port = builder.port();
/// # assert_eq!(port, 5498);
/// ```
pub fn port(&self) -> u16 {
self.port
}
/// Returns the channel capacity
///
/// # Example
///
/// ```
/// # use argmin_observer_spectator::SpectatorBuilder;
/// # let builder = SpectatorBuilder::new();
/// let capacity = builder.channel_capacity();
/// # assert_eq!(capacity, 10000);
/// ```
pub fn channel_capacity(&self) -> usize {
self.capacity
}
/// Returns the selected metrics
///
/// # Example
///
/// ```
/// # use argmin_observer_spectator::SpectatorBuilder;
/// # use std::collections::HashSet;
/// # let builder = SpectatorBuilder::new().select(&["cost", "best_cost"]);
/// let selected = builder.selected();
/// # assert_eq!(selected, &HashSet::from(["cost".to_string(), "best_cost".to_string()]));
/// ```
pub fn selected(&self) -> &HashSet<String> {
&self.selected
}
/// Build a Spectator instance from the builder
///
/// This initiates the connection to the Spectator instance.
///
/// # Example
///
/// ```
/// # use argmin_observer_spectator::SpectatorBuilder;
/// let spectator = SpectatorBuilder::new().build();
/// ```
pub fn build(self) -> Spectator {
let (tx, rx) = tokio::sync::mpsc::channel(self.capacity);
let thread_handle = std::thread::spawn(move || sender(rx, self.host, self.port));
Spectator {
tx,
name: self.name,
sending: true,
selected: self.selected,
thread_handle: Some(thread_handle),
}
}
}
/// Observer which sends data to Spectator
// No #[derive(Clone)] on purpose: A clone will only overwrite information already present in the
// Spectator since the name cannot be changed.
pub struct Spectator {
tx: tokio::sync::mpsc::Sender<Message>,
name: String,
sending: bool,
selected: HashSet<String>,
thread_handle: Option<JoinHandle<Result<(), Error>>>,
}
impl Spectator {
/// Places a `Message` on the sending queue
fn send_msg(&mut self, message: Message) {
if self.sending {
if let Err(e) = self.tx.blocking_send(message) {
eprintln!("Can't send to Spectator: {e}. Will stop trying.");
self.sending = false;
}
}
}
/// Returns the name of the Spectator instance
///
/// # Example
///
/// ```
/// # use argmin_observer_spectator::SpectatorBuilder;
/// # let spectator = SpectatorBuilder::new().with_name("flup").build();
/// let name = spectator.name();
/// # assert_eq!(name, &"flup".to_string());
/// ```
pub fn name(&self) -> &String {
&self.name
}
}
impl<I> Observe<I> for Spectator
where
I: State,
I::Param: IntoIterator<Item = I::Float> + Clone,
I::Float: ArgminFloat,
f64: From<I::Float>,
{
/// Log basic information about the optimization after initialization.
fn observe_init(&mut self, name: &str, state: &I, kv: &KV) -> Result<(), Error> {
let init_param = state.get_param().map(|init_param| {
init_param
.clone()
.into_iter()
.map(f64::from)
.collect::<Vec<_>>()
});
let message = Message::NewRun {
name: self.name.clone(),
solver: name.to_string(),
max_iter: state.get_max_iters(),
target_cost: f64::from(state.get_target_cost()),
init_param,
settings: kv.clone(),
selected: self.selected.clone(),
};
self.send_msg(message);
Ok(())
}
/// Logs information about the progress of the optimization after every iteration.
fn observe_iter(&mut self, state: &I, kv: &KV) -> Result<(), Error> {
let mut kv = kv.clone();
let iter = state.get_iter();
kv.insert("best_cost", state.get_best_cost().into());
kv.insert("cost", state.get_cost().into());
kv.insert("iter", iter.into());
let message_samples = Message::Samples {
name: self.name.clone(),
iter,
time: Duration::try_from(
state
.get_time()
.unwrap_or(std::time::Duration::from_secs(0)),
)?,
termination_status: state.get_termination_status().clone(),
kv,
};
self.send_msg(message_samples);
let message_func_counts = Message::FuncCounts {
name: self.name.clone(),
iter,
kv: state.get_func_counts().clone(),
};
self.send_msg(message_func_counts);
if let Some(param) = state.get_param() {
let param = param.clone().into_iter().map(f64::from).collect::<Vec<_>>();
let message_param = Message::Param {
name: self.name.clone(),
iter,
param,
};
self.send_msg(message_param);
}
if state.is_best() {
if let Some(best_param) = state.get_best_param() {
let best_param = best_param
.clone()
.into_iter()
.map(f64::from)
.collect::<Vec<_>>();
let message_best_param = Message::BestParam {
name: self.name.clone(),
iter,
param: best_param,
};
self.send_msg(message_best_param);
}
}
Ok(())
}
/// Forwards termination reason to spectator
fn observe_final(&mut self, state: &I) -> Result<(), Error> {
let message = Message::Termination {
name: self.name.clone(),
termination_status: state.get_termination_status().clone(),
};
self.send_msg(message);
Ok(())
}
}
impl Drop for Spectator {
fn drop(&mut self) {
// This allows the observer to finish sending message to spectator, while making sure that
// it doesn't get stuck when the solver terminates unexpectedly.
let message = Message::Termination {
name: self.name.clone(),
termination_status: TerminationStatus::Terminated(TerminationReason::SolverExit(
"Aborted".into(),
)),
};
self.send_msg(message);
self.thread_handle
.take()
.map(JoinHandle::join)
.unwrap()
.unwrap()
.unwrap();
}
}