sklears_gaussian_process::variational_deep_gp

Struct VariationalDeepGPConfig

pub struct VariationalDeepGPConfig {
    pub layer_configs: Vec<VariationalLayerConfig>,
    pub likelihood: VariationalLikelihood,
    pub n_mc_samples: usize,
    pub learning_rate: f64,
    pub batch_size: usize,
    pub max_epochs: usize,
    pub convergence_tolerance: f64,
    pub use_natural_gradients: bool,
    pub random_seed: Option<u64>,
}

Expand description

Configuration for the entire variational deep GP

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§layer_configs: Vec<VariationalLayerConfig>

Configuration for each layer

§likelihood: VariationalLikelihood

Likelihood function

§n_mc_samples: usize

Number of Monte Carlo samples for ELBO estimation

§learning_rate: f64

Learning rate for variational parameters

§batch_size: usize

Mini-batch size for training

§max_epochs: usize

Maximum number of training epochs

§convergence_tolerance: f64

Convergence tolerance for ELBO

§use_natural_gradients: bool

Whether to use natural gradients

§random_seed: Option<u64>

Random seed for reproducibility

Trait Implementations§

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impl Clone for VariationalDeepGPConfig

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fn clone(&self) -> VariationalDeepGPConfig

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 VariationalDeepGPConfig

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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 VariationalDeepGPConfig

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fn default() -> Self

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

Auto Trait Implementations§

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impl !UnwindSafe for VariationalDeepGPConfig

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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