pub struct MetricLRScheduler<F: Float + Debug + Display + FromPrimitive> { /* private fields */ }Expand description
A metric-based learning rate scheduler
Implementations§
Source§impl<F: Float + Debug + Display + FromPrimitive> MetricLRScheduler<F>
impl<F: Float + Debug + Display + FromPrimitive> MetricLRScheduler<F>
Sourcepub fn new<S: Into<String>>(
initial_lr: F,
factor: F,
patience: usize,
min_lr: F,
metric_name: S,
maximize: bool,
) -> Self
pub fn new<S: Into<String>>( initial_lr: F, factor: F, patience: usize, min_lr: F, metric_name: S, maximize: bool, ) -> Self
Create a new metric-based learning rate scheduler
Sourcepub fn set_threshold(&mut self, threshold: F) -> &mut Self
pub fn set_threshold(&mut self, threshold: F) -> &mut Self
Set the threshold for measuring improvement
Sourcepub fn step_with_metric(&mut self, metric: F) -> F
pub fn step_with_metric(&mut self, metric: F) -> F
Update the scheduler with a new metric value
Sourcepub fn get_learning_rate(&self) -> F
pub fn get_learning_rate(&self) -> F
Get the current learning rate
Sourcepub fn metric_history(&self) -> &[F]
pub fn metric_history(&self) -> &[F]
Get the history of metric values
Sourcepub fn best_metric(&self) -> Option<F>
pub fn best_metric(&self) -> Option<F>
Get the best metric value
Sourcepub fn to_scheduler_config(&self) -> SchedulerConfig<F>
pub fn to_scheduler_config(&self) -> SchedulerConfig<F>
Create a scheduler configuration for use with external optimizers
This returns the current state as a configuration that can be used to create or update external schedulers from scirs2-optim.
Sourcepub fn get_state(&self) -> SchedulerState<F>
pub fn get_state(&self) -> SchedulerState<F>
Get the current scheduler state for external integration
Trait Implementations§
Source§impl<F: Clone + Float + Debug + Display + FromPrimitive> Clone for MetricLRScheduler<F>
impl<F: Clone + Float + Debug + Display + FromPrimitive> Clone for MetricLRScheduler<F>
Source§fn clone(&self) -> MetricLRScheduler<F>
fn clone(&self) -> MetricLRScheduler<F>
Returns a duplicate of the value. Read more
1.0.0 · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreAuto Trait Implementations§
impl<F> Freeze for MetricLRScheduler<F>where
F: Freeze,
impl<F> RefUnwindSafe for MetricLRScheduler<F>where
F: RefUnwindSafe,
impl<F> Send for MetricLRScheduler<F>where
F: Send,
impl<F> Sync for MetricLRScheduler<F>where
F: Sync,
impl<F> Unpin for MetricLRScheduler<F>where
F: Unpin,
impl<F> UnwindSafe for MetricLRScheduler<F>where
F: UnwindSafe,
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
fn into_either(self, into_left: bool) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left is true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left(&self) returns true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§impl<T> Pointable for T
impl<T> Pointable for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
superset. Read moreSource§fn is_in_subset(&self) -> bool
fn is_in_subset(&self) -> bool
Checks if
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
fn to_subset_unchecked(&self) -> SS
Use with care! Same as
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.