feat: add Pruner trait and NopPruner default implementation

Introduce the pruning extension point for the trial pruning system.
The Pruner trait allows deciding whether to stop a trial early based
on intermediate values. NopPruner (never prunes) is the default.
This commit is contained in:
Manuel Raimann
2026-02-11 15:46:56 +01:00
parent d88280c152
commit 2651e61b2c
4 changed files with 138 additions and 0 deletions
+58
View File
@@ -9,6 +9,7 @@ use std::sync::Arc;
use parking_lot::RwLock;
use crate::pruner::{NopPruner, Pruner};
use crate::sampler::random::RandomSampler;
use crate::sampler::{CompletedTrial, Sampler};
use crate::trial::Trial;
@@ -40,6 +41,8 @@ where
direction: Direction,
/// The sampler used to generate parameter values.
sampler: Arc<dyn Sampler>,
/// The pruner used to decide whether to stop trials early.
pruner: Arc<dyn Pruner>,
/// Completed trials (wrapped in Arc for sharing with Trial).
completed_trials: Arc<RwLock<Vec<CompletedTrial<V>>>>,
/// Counter for generating unique trial IDs.
@@ -109,6 +112,7 @@ where
Self {
direction,
sampler,
pruner: Arc::new(NopPruner),
completed_trials,
next_trial_id: AtomicU64::new(0),
trial_factory,
@@ -158,6 +162,46 @@ where
/// let mut study: Study<f64> = Study::new(Direction::Minimize);
/// study.set_sampler(TpeSampler::new());
/// ```
/// Creates a new study with a custom sampler and pruner.
///
/// # Arguments
///
/// * `direction` - Whether to minimize or maximize the objective function.
/// * `sampler` - The sampler to use for parameter sampling.
/// * `pruner` - The pruner to use for trial pruning.
///
/// # Examples
///
/// ```
/// use optimizer::pruner::NopPruner;
/// use optimizer::sampler::random::RandomSampler;
/// use optimizer::{Direction, Study};
///
/// let sampler = RandomSampler::with_seed(42);
/// let study: Study<f64> = Study::with_sampler_and_pruner(Direction::Minimize, sampler, NopPruner);
/// ```
pub fn with_sampler_and_pruner(
direction: Direction,
sampler: impl Sampler + 'static,
pruner: impl Pruner + 'static,
) -> Self
where
V: 'static,
{
let sampler: Arc<dyn Sampler> = Arc::new(sampler);
let completed_trials = Arc::new(RwLock::new(Vec::new()));
let trial_factory = Self::make_trial_factory(&sampler, &completed_trials);
Self {
direction,
sampler,
pruner: Arc::new(pruner),
completed_trials,
next_trial_id: AtomicU64::new(0),
trial_factory,
}
}
pub fn set_sampler(&mut self, sampler: impl Sampler + 'static)
where
V: 'static,
@@ -166,6 +210,20 @@ where
self.trial_factory = Self::make_trial_factory(&self.sampler, &self.completed_trials);
}
/// Sets a new pruner for the study.
///
/// # Arguments
///
/// * `pruner` - The pruner to use for trial pruning.
pub fn set_pruner(&mut self, pruner: impl Pruner + 'static) {
self.pruner = Arc::new(pruner);
}
/// Returns a reference to the study's pruner.
pub fn pruner(&self) -> &dyn Pruner {
&*self.pruner
}
/// Generates the next unique trial ID.
pub(crate) fn next_trial_id(&self) -> u64 {
self.next_trial_id.fetch_add(1, Ordering::SeqCst)