pub struct MultiFidelityConfig {
pub max_budget: f64,
pub min_budget: f64,
pub eta: usize,
pub n_initial: usize,
}Expand description
Configuration for multi-fidelity optimization algorithms.
The budget parameters control how resources (e.g. training epochs) are
allocated. eta is the reduction factor: at each successive halving
round the number of surviving configurations is divided by eta while
the per-configuration budget is multiplied by eta.
Fields§
§max_budget: f64Maximum resource budget per configuration (e.g. epochs).
min_budget: f64Minimum resource budget per configuration.
eta: usizeReduction factor (default 3).
n_initial: usizeNumber of initial configurations. When zero the algorithm computes a
sensible default from the budget ratio and eta.
Implementations§
Source§impl MultiFidelityConfig
impl MultiFidelityConfig
Sourcepub fn validate(&self) -> OptimizeResult<()>
pub fn validate(&self) -> OptimizeResult<()>
Validate configuration parameters.
Trait Implementations§
Source§impl Clone for MultiFidelityConfig
impl Clone for MultiFidelityConfig
Source§fn clone(&self) -> MultiFidelityConfig
fn clone(&self) -> MultiFidelityConfig
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 moreSource§impl Debug for MultiFidelityConfig
impl Debug for MultiFidelityConfig
Auto Trait Implementations§
impl Freeze for MultiFidelityConfig
impl RefUnwindSafe for MultiFidelityConfig
impl Send for MultiFidelityConfig
impl Sync for MultiFidelityConfig
impl Unpin for MultiFidelityConfig
impl UnsafeUnpin for MultiFidelityConfig
impl UnwindSafe for MultiFidelityConfig
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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,
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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>
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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.