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ComponentType

optirs_nas::nas_engine::config

Enum ComponentType 

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pub enum ComponentType {

Show 51 variants    GradientComputation,
    Momentum,
    AdaptiveLearningRate,
    Regularization,
    Normalization,
    SecondOrder,
    Preconditioning,
    LearningRateScheduling,
    GradientClipping,
    MemoryManagement,
    ConvergenceAcceleration,
    SGD,
    Adam,
    AdamW,
    RMSprop,
    AdaGrad,
    AdaDelta,
    Nesterov,
    LRScheduler,
    BatchNorm,
    Dropout,
    LAMB,
    LARS,
    Lion,
    RAdam,
    Lookahead,
    SAM,
    LBFGS,
    SparseAdam,
    GroupedAdam,
    MAML,
    Reptile,
    MetaSGD,
    ConstantLR,
    ExponentialLR,
    StepLR,
    CosineAnnealingLR,
    OneCycleLR,
    CyclicLR,
    L1Regularizer,
    L2Regularizer,
    ElasticNetRegularizer,
    DropoutRegularizer,
    WeightDecay,
    AdaptiveLR,
    AdaptiveMomentum,
    AdaptiveRegularization,
    LSTMOptimizer,
    TransformerOptimizer,
    AttentionOptimizer,
    Custom(String),

}
Expand description

Component types for optimizers

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GradientComputation

Gradient computation methods

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Momentum

Momentum techniques

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AdaptiveLearningRate

Adaptive learning rate methods

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Regularization

Regularization techniques

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Normalization

Normalization methods

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SecondOrder

Second-order methods

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Preconditioning

Preconditioning techniques

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LearningRateScheduling

Learning rate scheduling

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GradientClipping

Gradient clipping methods

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MemoryManagement

Memory management

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ConvergenceAcceleration

Convergence acceleration

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SGD

Specific optimizer types

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Adam

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AdamW

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RMSprop

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AdaGrad

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AdaDelta

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Nesterov

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LRScheduler

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BatchNorm

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Dropout

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LAMB

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LARS

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Lion

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RAdam

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Lookahead

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SAM

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LBFGS

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SparseAdam

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GroupedAdam

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MAML

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Reptile

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MetaSGD

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ConstantLR

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ExponentialLR

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StepLR

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CosineAnnealingLR

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OneCycleLR

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CyclicLR

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L1Regularizer

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L2Regularizer

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ElasticNetRegularizer

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DropoutRegularizer

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WeightDecay

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AdaptiveLR

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AdaptiveMomentum

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AdaptiveRegularization

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LSTMOptimizer

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TransformerOptimizer

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AttentionOptimizer

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Custom(String)

Custom components

Trait Implementations§

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impl Clone for ComponentType

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fn clone(&self) -> Self

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 ComponentType

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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 Eq for ComponentType

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impl Hash for ComponentType

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fn hash<__H: Hasher>(&self, state: &mut __H)

Feeds this value into the given Hasher. Read more
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fn hash_slice<H>(data: &[Self], state: &mut H)
where H: Hasher, Self: Sized,

Feeds a slice of this type into the given Hasher. Read more
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impl PartialEq for ComponentType

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fn eq(&self, other: &Self) -> bool

Equality operator ==. Read more
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fn ne(&self, other: &Rhs) -> bool

Inequality operator !=. Read more
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impl StructuralPartialEq for ComponentType

Auto Trait Implementations§

Blanket Implementations§

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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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impl<T> Borrow<T> for T
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
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
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impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

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impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

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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)
Performs copy-assignment from self to dest. Read more
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into<U> for T
where U: From<T>,

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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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impl<T> IntoEither for T

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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

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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impl<T> Read<Exclusive, BecauseExclusive> for T
where T: ?Sized,

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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

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

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = !

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

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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

The type returned in the event of a conversion 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
where V: MultiLane<T>,

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fn vzip(self) -> V