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OptimizerSelectionStrategy

optirs_core::self_tuning

Enum OptimizerSelectionStrategy 

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pub enum OptimizerSelectionStrategy {
    MultiArmedBandit {
        algorithm: BanditAlgorithm,
    },
    PerformanceBased {
        min_difference: f64,
    },
    RoundRobin {
        current_index: usize,
    },
    MetaLearning {
        problem_features: Vec<f64>,
        optimizer_mappings: HashMap<String, f64>,
    },
}
Expand description

Optimizer selection strategies.

Every variant below has a working implementation in SelfTuningOptimizer; this enum is public so a caller can actually choose between them via SelfTuningOptimizer::set_selection_strategy. It used to be private with the constructor hard-coding MultiArmedBandit { UCB1 }, which left three fully-implemented strategies unreachable.

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MultiArmedBandit

Multi-armed bandit approach

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§algorithm: BanditAlgorithm

Bandit algorithm type

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PerformanceBased

Performance-based selection

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§min_difference: f64

Minimum performance difference for switching

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RoundRobin

Round-robin testing

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§current_index: usize

Current optimizer index

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MetaLearning

Meta-learning based selection

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§problem_features: Vec<f64>

Problem characteristics

§optimizer_mappings: HashMap<String, f64>

Learned optimizer mappings

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impl Clone for OptimizerSelectionStrategy

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fn clone(&self) -> OptimizerSelectionStrategy

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for OptimizerSelectionStrategy

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
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fn borrow_mut(&mut self) -> &mut T

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impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
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fn __clone_box(&self, _: Private) -> *mut ()

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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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 more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self> ⓘ
where F: FnOnce(&Self) -> bool,

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 more
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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

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unsafe fn drop(ptr: usize)

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type Output = T

Should always be Self
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impl<SS, SP> SupersetOf<SS> for SP
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fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
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fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
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fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
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fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
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impl<T> ToOwned for T
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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

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fn clone_into(&self, target: &mut T)

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

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type Error = <U as TryFrom<T>>::Error

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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
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fn vzip(self) -> V