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DifficultyMeasure

trustformers_models::curriculum_learning

Enum DifficultyMeasure 

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pub enum DifficultyMeasure {
    LossBasedDifficulty,
    GradientNormDifficulty,
    ConfidenceDifficulty,
    LengthDifficulty,
    ComplexityDifficulty,
    MultiCriteria {
        measures: Vec<DifficultyMeasure>,
        weights: Vec<f32>,
    },
    LearnedDifficulty {
        difficulty_network: Option<String>,
    },
    ManualDifficulty,
}
Expand description

Methods for measuring example difficulty

Variants§

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LossBasedDifficulty

Loss-based difficulty (higher loss = harder)

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GradientNormDifficulty

Gradient norm-based difficulty

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ConfidenceDifficulty

Prediction confidence-based difficulty

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LengthDifficulty

Length-based difficulty (for sequences)

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ComplexityDifficulty

Complexity-based difficulty (for images/text)

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MultiCriteria

Multi-criteria difficulty

Fields

§measures: Vec<DifficultyMeasure>
§weights: Vec<f32>
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LearnedDifficulty

Learned difficulty (using auxiliary network)

Fields

§difficulty_network: Option<String>
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ManualDifficulty

Manual difficulty scores

Trait Implementations§

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impl Clone for DifficultyMeasure

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fn clone(&self) -> DifficultyMeasure

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 DifficultyMeasure

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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 DifficultyMeasure

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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 DifficultyMeasure

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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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🔬This is a nightly-only experimental API. (clone_to_uninit)
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fn to_json(&self) -> Result<String, TrustformersError>

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