quantrs2_sim::quantum_reservoir_computing_enhanced

Struct AdvancedLearningConfig

pub struct AdvancedLearningConfig {Show 14 fields
    pub algorithm: LearningAlgorithm,
    pub regularization: f64,
    pub l1_ratio: f64,
    pub forgetting_factor: f64,
    pub process_noise: f64,
    pub measurement_noise: f64,
    pub nn_architecture: Vec<usize>,
    pub nn_activation: ActivationFunction,
    pub epochs: usize,
    pub batch_size: usize,
    pub early_stopping_patience: usize,
    pub cv_folds: usize,
    pub enable_ensemble: bool,
    pub ensemble_size: usize,
}

Expand description

Advanced learning algorithm configuration

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§algorithm: LearningAlgorithm

Primary learning algorithm

§regularization: f64

Regularization parameter (lambda)

§l1_ratio: f64

L1 ratio for Elastic Net (0.0 = Ridge, 1.0 = LASSO)

§forgetting_factor: f64

Forgetting factor for RLS

§process_noise: f64

Process noise for Kalman filter

§measurement_noise: f64

Measurement noise for Kalman filter

§nn_architecture: Vec<usize>

Neural network architecture

§nn_activation: ActivationFunction

Neural network activation function

§epochs: usize

Number of training epochs

§batch_size: usize

Batch size for training

§early_stopping_patience: usize

Early stopping patience

§cv_folds: usize

Cross-validation folds

§enable_ensemble: bool

Enable ensemble methods

§ensemble_size: usize

Number of ensemble members

Trait Implementations§

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impl Clone for AdvancedLearningConfig

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fn clone(&self) -> AdvancedLearningConfig

Returns a duplicate of the value. Read more

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

Performs copy-assignment from source. Read more

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impl Debug for AdvancedLearningConfig

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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 Default for AdvancedLearningConfig

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fn default() -> Self

Returns the “default value” for a type. Read more

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impl<'de> Deserialize<'de> for AdvancedLearningConfig

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fn deserialize<D>(deserializer: D) -> Result<Self, D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more

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impl Serialize for AdvancedLearningConfig

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fn serialize<S>(&self, serializer: S) -> Result<S::Ok, S::Error>
where S: Serializer,

Serialize this value into the given Serde serializer. Read more

Auto Trait Implementations§

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impl UnwindSafe for AdvancedLearningConfig

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<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 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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