Enum ContinualLearningStrategy

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pub enum ContinualLearningStrategy {
    ElasticWeightConsolidation {
        lambda: f64,
        fisher_samples: usize,
    },
    ProgressiveNetworks {
        max_columns: usize,
        lateral_strength: f64,
    },
    ExperienceReplay {
        buffer_size: usize,
        replay_batch_size: usize,
        replay_frequency: usize,
    },
    LearningWithoutForgetting {
        temperature: f64,
        distillation_weight: f64,
    },
    MemoryAugmented {
        memory_size: usize,
        read_heads: usize,
        write_strength: f64,
    },
    GradientEpisodicMemory {
        memory_size: usize,
        tolerance: f64,
    },
}

Expand description

Continual learning strategy

Variants§

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ElasticWeightConsolidation

Elastic Weight Consolidation (EWC)

Fields

§lambda: f64

Regularization strength

§fisher_samples: usize

Fisher information estimation samples

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ProgressiveNetworks

Progressive Neural Networks

Fields

§max_columns: usize

Maximum number of parallel columns

§lateral_strength: f64

Lateral connection strength

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ExperienceReplay

Experience Replay

Fields

§buffer_size: usize

Memory buffer size

§replay_batch_size: usize

Replay batch size

§replay_frequency: usize

Replay frequency

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LearningWithoutForgetting

Learning without Forgetting (LwF)

Fields

§temperature: f64

Distillation temperature

§distillation_weight: f64

Distillation weight

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MemoryAugmented

Memory-Augmented Networks

Fields

§memory_size: usize

Memory size

§read_heads: usize

Memory read heads

§write_strength: f64

Memory write strength

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GradientEpisodicMemory

Gradient Episodic Memory (GEM)

Fields

§memory_size: usize

Memory buffer size

§tolerance: f64

Inequality constraint tolerance

Trait Implementations§

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impl Clone for ContinualLearningStrategy

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fn clone(&self) -> ContinualLearningStrategy

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 ContinualLearningStrategy

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl UnwindSafe for ContinualLearningStrategy

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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