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CompressionConfig

trustformers_models::model_compression

Struct CompressionConfig 

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pub struct CompressionConfig {
    pub target_compression_ratio: f32,
    pub strategies: Vec<CompressionStrategy>,
    pub fine_tune: bool,
    pub fine_tune_epochs: usize,
    pub fine_tune_lr: f32,
    pub progressive: bool,
    pub progressive_stages: usize,
    pub optimization_objectives: Vec<OptimizationObjective>,
    pub max_accuracy_drop: f32,
}
Expand description

Configuration for model compression

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§target_compression_ratio: f32

Target compression ratio (0.0-1.0, where 0.1 means 10x compression)

§strategies: Vec<CompressionStrategy>

List of compression strategies to apply

§fine_tune: bool

Whether to fine-tune after compression

§fine_tune_epochs: usize

Number of fine-tuning epochs

§fine_tune_lr: f32

Learning rate for fine-tuning

§progressive: bool

Whether to use progressive compression

§progressive_stages: usize

Number of progressive stages

§optimization_objectives: Vec<OptimizationObjective>

Metrics to optimize for (accuracy, latency, memory)

§max_accuracy_drop: f32

Constraint on maximum accuracy drop

Trait Implementations§

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impl Clone for CompressionConfig

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fn clone(&self) -> CompressionConfig

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 CompressionConfig

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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 CompressionConfig

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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 CompressionConfig

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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 CompressionConfig

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

Serialize to JSON string
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