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KFACConfig

Struct KFACConfig 

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pub struct KFACConfig<T: Float + Debug + Send + Sync + 'static> {
    pub learning_rate: T,
    pub damping: T,
    pub weight_decay: T,
    pub cov_update_freq: usize,
    pub inv_update_freq: usize,
    pub stat_decay: T,
    pub min_eigenvalue: T,
    pub max_inv_iterations: usize,
    pub inv_tolerance: T,
    pub use_tikhonov: bool,
    pub auto_damping: bool,
    pub target_acceptance_ratio: T,
}
Expand description

K-FAC optimizer configuration

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§learning_rate: T

Learning rate

§damping: T

Damping parameter for numerical stability

§weight_decay: T

Weight decay (L2 regularization)

§cov_update_freq: usize

Update frequency for covariance matrices

§inv_update_freq: usize

Update frequency for inverse covariance matrices

§stat_decay: T

Exponential moving average decay for statistics

§min_eigenvalue: T

Minimum eigenvalue for regularization

§max_inv_iterations: usize

Maximum number of iterations for iterative inversion

§inv_tolerance: T

Tolerance for iterative inversion

§use_tikhonov: bool

Use Tikhonov regularization

§auto_damping: bool

Enable automatic damping adjustment

§target_acceptance_ratio: T

Target acceptance ratio for damping adjustment

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impl<T: Float + Debug + Send + Sync + 'static> KFACConfig<T>

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pub fn for_large_model() -> Self

Create configuration optimized for large models

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pub fn for_small_model() -> Self

Create configuration optimized for small models with frequent updates

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pub fn for_stability() -> Self

Create configuration with conservative damping for stability

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pub fn validate(&self) -> Result<(), String>

Validate configuration parameters

Trait Implementations§

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impl<T: Clone + Float + Debug + Send + Sync + 'static> Clone for KFACConfig<T>

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fn clone(&self) -> KFACConfig<T>

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<T: Debug + Float + Debug + Send + Sync + 'static> Debug for KFACConfig<T>

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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: Float + Debug + Send + Sync + 'static> Default for KFACConfig<T>

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fn default() -> Self

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

Auto Trait Implementations§

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impl<T> Freeze for KFACConfig<T>
where T: Freeze,

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impl<T> RefUnwindSafe for KFACConfig<T>
where T: RefUnwindSafe,

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impl<T> Send for KFACConfig<T>

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impl<T> Sync for KFACConfig<T>

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impl<T> Unpin for KFACConfig<T>
where T: Unpin,

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impl<T> UnsafeUnpin for KFACConfig<T>
where T: UnsafeUnpin,

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impl<T> UnwindSafe for KFACConfig<T>
where T: UnwindSafe,

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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> DynClone for T
where T: Clone,

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fn __clone_box(&self, _: Private) -> *mut ()

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impl<T> From<T> for T

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Calls U::from(self).

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

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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>
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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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const ALIGN: usize

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type Init = T

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

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