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DistillationStrategy

trustformers_models::knowledge_distillation

Enum DistillationStrategy 

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pub enum DistillationStrategy {
    ResponseBased,
    FeatureBased,
    AttentionBased,
    Combined {
        response_weight: f32,
        feature_weight: f32,
        attention_weight: f32,
    },
    Progressive {
        stages: Vec<ProgressiveStage>,
    },
}
Expand description

Different strategies for knowledge distillation

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ResponseBased

Standard response-based distillation using soft targets

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FeatureBased

Feature-based distillation matching intermediate representations

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AttentionBased

Attention-based distillation transferring attention patterns

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Combined

Combined approach using multiple strategies

Fields

§response_weight: f32
§feature_weight: f32
§attention_weight: f32
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Progressive

Progressive distillation with curriculum learning

Fields

§stages: Vec<ProgressiveStage>

Trait Implementations§

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impl Clone for DistillationStrategy

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fn clone(&self) -> DistillationStrategy

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 DistillationStrategy

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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 DistillationStrategy

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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 DistillationStrategy

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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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impl<T> Any for T
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fn borrow(&self) -> &T

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fn borrow_mut(&mut self) -> &mut T

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impl<T> CloneToUninit for T
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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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fn from_json(json: &str) -> Result<T, TrustformersError>

Deserialize from JSON string
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fn save_to_file(&self, path: &Path) -> Result<(), TrustformersError>

Save to file
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fn load_from_file(path: &Path) -> Result<Self, TrustformersError>
where Self: Sized,

Load from file
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fn from(t: T) -> T

Returns the argument unchanged.

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fn instrument(self, span: Span) -> Instrumented<Self>

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fn into_either(self, into_left: bool) -> Either<Self, Self>

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const ALIGN: usize

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type Init = T

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unsafe fn init(init: <T as Pointable>::Init) -> usize

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fn vzip(self) -> V

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