Enum LifelongStrategy

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pub enum LifelongStrategy {
    ElasticWeightConsolidation {
        importance_weight: f64,
        fisher_samples: usize,
    },
    ProgressiveNetworks {
        lateral_strength: f64,
        growth_strategy: ColumnGrowthStrategy,
    },
    MemoryAugmented {
        memory_size: usize,
        update_strategy: MemoryUpdateStrategy,
    },
    MetaLearning {
        meta_lr: f64,
        inner_steps: usize,
        task_embedding_size: usize,
    },
    GradientEpisodicMemory {
        memory_per_task: usize,
        violation_tolerance: f64,
    },
}

Expand description

Lifelong learning strategy

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ElasticWeightConsolidation

Elastic Weight Consolidation (EWC)

Fields

§importance_weight: f64

Importance weight for previous tasks

§fisher_samples: usize

Fisher information estimation samples

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ProgressiveNetworks

Progressive Neural Networks

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§lateral_strength: f64

Lateral connection strength

§growth_strategy: ColumnGrowthStrategy

Column growth strategy

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MemoryAugmented

Memory-Augmented Networks

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§memory_size: usize

Memory size

§update_strategy: MemoryUpdateStrategy

Memory update strategy

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MetaLearning

Meta-Learning Based Continual Learning

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§meta_lr: f64

Meta-learning rate

§inner_steps: usize

Inner loop steps

§task_embedding_size: usize

Task embedding size

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GradientEpisodicMemory

Gradient Episodic Memory (GEM)

Fields

§memory_per_task: usize

Memory buffer size per task

§violation_tolerance: f64

Constraint violation tolerance

Trait Implementations§

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impl Clone for LifelongStrategy

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fn clone(&self) -> LifelongStrategy

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 LifelongStrategy

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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 LifelongStrategy

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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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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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