MetaOptimizationStrategy

optirs_learned::common

Enum MetaOptimizationStrategy 

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pub enum MetaOptimizationStrategy {
    FirstOrder,
    SecondOrder,
    MAML,
    Reptile,
    Custom {
        inner_steps: usize,
        outer_learning_rate: f64,
    },
}
Expand description

Meta-optimization strategies

Variants§

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FirstOrder

First-order approximation (FOMAML)

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SecondOrder

Full second-order gradients (MAML)

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MAML

MAML algorithm (alias for SecondOrder)

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Reptile

Reptile algorithm

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Custom

Custom gradient-based meta-learning

Fields

§inner_steps: usize
§outer_learning_rate: f64

Trait Implementations§

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impl Clone for MetaOptimizationStrategy

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fn clone(&self) -> MetaOptimizationStrategy

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 MetaOptimizationStrategy

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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 MetaOptimizationStrategy

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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 MetaOptimizationStrategy

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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 MetaOptimizationStrategy

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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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