TransferStrategy

oxirs_embed::cross_domain_transfer

Enum TransferStrategy 

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pub enum TransferStrategy {
    DirectTransfer,
    FineTuning {
        learning_rate: f64,
        epochs: usize,
        freeze_layers: Vec<String>,
    },
    DomainAdaptation {
        alignment_method: AlignmentMethod,
        regularization_strength: f64,
    },
    MultiTaskLearning {
        task_weights: HashMap<String, f64>,
    },
    MetaLearning {
        inner_steps: usize,
        meta_learning_rate: f64,
    },
    ProgressiveTransfer {
        intermediate_domains: Vec<String>,
        progression_strategy: ProgressionStrategy,
    },
}
Expand description

Transfer learning strategies

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DirectTransfer

Direct transfer without adaptation

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FineTuning

Fine-tuning on target domain

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§learning_rate: f64
§epochs: usize
§freeze_layers: Vec<String>
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DomainAdaptation

Domain adaptation with alignment

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§alignment_method: AlignmentMethod
§regularization_strength: f64
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MultiTaskLearning

Multi-task learning

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§task_weights: HashMap<String, f64>
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MetaLearning

Meta-learning approach

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§inner_steps: usize
§meta_learning_rate: f64
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ProgressiveTransfer

Progressive transfer

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§intermediate_domains: Vec<String>
§progression_strategy: ProgressionStrategy

Trait Implementations§

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impl Clone for TransferStrategy

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fn clone(&self) -> TransferStrategy

Returns a duplicate of the value. Read more
1.0.0 · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for TransferStrategy

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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<'de> Deserialize<'de> for TransferStrategy

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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 TransferStrategy

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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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