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QuantizationConfig

Struct QuantizationConfig 

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pub struct QuantizationConfig {
    pub default_qtype: QuantizationType,
    pub mode: QuantizationMode,
    pub granularity: QuantizationGranularity,
    pub symmetry: QuantizationSymmetry,
    pub calibration: CalibrationStrategy,
    pub calibration_samples: usize,
    pub skip_ops: Vec<OpType>,
    pub node_overrides: HashMap<NodeId, QuantizationType>,
}
Expand description

Quantization configuration for a graph or model.

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§default_qtype: QuantizationType

Default quantization type

§mode: QuantizationMode

Quantization mode

§granularity: QuantizationGranularity

Granularity

§symmetry: QuantizationSymmetry

Symmetry mode

§calibration: CalibrationStrategy

Calibration strategy (for PTQ)

§calibration_samples: usize

Number of calibration samples

§skip_ops: Vec<OpType>

Operations to skip quantization

§node_overrides: HashMap<NodeId, QuantizationType>

Per-node quantization overrides

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impl QuantizationConfig

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pub fn int8() -> Self

Create a configuration for int8 quantization.

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pub fn int4() -> Self

Create a configuration for int4 quantization.

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pub fn fp8() -> Self

Create a configuration for FP8 quantization.

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pub fn qat(qtype: QuantizationType) -> Self

Create a configuration for quantization-aware training.

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pub fn per_channel(self, axis: usize) -> Self

Enable per-channel quantization.

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pub fn asymmetric(self) -> Self

Enable asymmetric quantization.

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pub fn with_calibration(self, strategy: CalibrationStrategy) -> Self

Set calibration strategy.

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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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impl<T> Any for T
where T: 'static + ?Sized,

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Gets the TypeId of self. Read more
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fn borrow(&self) -> &T

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

Mutably borrows from an owned value. Read more
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impl<T> CloneToUninit for T
where T: Clone,

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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> From<T> for T

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fn from(t: T) -> T

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where U: From<T>,

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Calls U::from(self).

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type Owned = T

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type Error = Infallible

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Performs the conversion.
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where T: for<'de> Deserialize<'de>,