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QuantizationConfig

trustformers_mobile::optimization::advanced_quantization

Struct QuantizationConfig 

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pub struct QuantizationConfig {
    pub target_precision: MobilePrecision,
    pub enable_mixed_precision: bool,
    pub dynamic_strategy: DynamicQuantizationStrategy,
    pub hardware_aware: bool,
    pub granularity: QuantizationGranularity,
    pub quality_threshold: f32,
    pub memory_constraint_mb: usize,
    pub enable_gradient_quantization: bool,
    pub kl_threshold: f32,
    pub enable_ptq: bool,
    pub enable_qat: bool,
}
Expand description

Mobile quantization configuration

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§target_precision: MobilePrecision

Target quantization precision

§enable_mixed_precision: bool

Enable mixed-precision quantization

§dynamic_strategy: DynamicQuantizationStrategy

Dynamic quantization strategy

§hardware_aware: bool

Hardware-aware optimizations

§granularity: QuantizationGranularity

Quantization granularity

§quality_threshold: f32

Quality preservation threshold

§memory_constraint_mb: usize

Memory constraint (MB)

§enable_gradient_quantization: bool

Enable gradient-based quantization

§kl_threshold: f32

KL-divergence threshold for calibration

§enable_ptq: bool

Enable post-training quantization

§enable_qat: bool

Enable quantization-aware training

Trait Implementations§

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impl Clone for QuantizationConfig

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fn clone(&self) -> QuantizationConfig

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 QuantizationConfig

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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 QuantizationConfig

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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 QuantizationConfig

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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 QuantizationConfig

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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)
Performs copy-assignment from self to dest. Read more
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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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