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EWCConfig

trustformers_optim::continual_learning

Struct EWCConfig 

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pub struct EWCConfig {
    pub learning_rate: f32,
    pub lambda: f32,
    pub fisher_method: FisherMethod,
    pub fisher_samples: usize,
    pub online: bool,
    pub decay_factor: f32,
}
Expand description

Configuration for Elastic Weight Consolidation (EWC).

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§learning_rate: f32

Base learning rate

§lambda: f32

Importance weight for Fisher information regularization

§fisher_method: FisherMethod

Method for computing Fisher information

§fisher_samples: usize

Number of samples for Fisher information estimation

§online: bool

Online vs offline EWC

§decay_factor: f32

Decay factor for online EWC

Trait Implementations§

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impl Clone for EWCConfig

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fn clone(&self) -> EWCConfig

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 EWCConfig

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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 EWCConfig

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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 EWCConfig

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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 EWCConfig

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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

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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> ConfigSerializable for T
where T: Serialize + for<'de> Deserialize<'de>,

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fn to_json(&self) -> Result<String, TrustformersError>

Serialize to JSON string
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Deserialize from JSON string
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Save to file
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Load from file
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