Struct QuantScheme

pub struct QuantScheme {
    pub level: QuantLevel,
    pub mode: QuantMode,
    pub q_type: QuantInputType,
    pub acc_precision: QuantAccPrecision,
    pub propagation: QuantPropagation,
}

Describes a quantization scheme/configuration.

Fields

level: QuantLevel

Granularity level of quantization (e.g., per-tensor).

mode: QuantMode

Quantization mode (e.g., symmetric).

q_type: QuantInputType

Data type used for storing quantized values (e.g., QInt8).

acc_precision: QuantAccPrecision

Precision used for accumulating intermediate values (e.g., during matmul).

propagation: QuantPropagation

Whether to propagate quantization to outputs or return unquantized results.

Implementations

impl QuantScheme

pub fn set_level(self, level: QuantLevel) -> QuantScheme

Set the quantization level.

pub fn set_mode(self, mode: QuantMode) -> QuantScheme

Set the quantization mode.

pub fn set_q_type(self, q_type: QuantInputType) -> QuantScheme

Set the data type used for quantized values.

pub fn set_acc_precision(self, acc_precision: QuantAccPrecision) -> QuantScheme

Set the accumulation precision used during computations.

pub fn set_propagation(self, propagation: QuantPropagation) -> QuantScheme

Set whether quantization is propagated through operations.

impl QuantScheme

pub fn compute_range<B, const D: usize>( &self, tensor: &Tensor<B, D>, calibration: &Calibration, ) -> CalibrationRange<B>

where B: Backend,

Compute the quantization range mapping.

pub fn compute_q_params<B>( &self, range: CalibrationRange<B>, ) -> QParams<Tensor<B, 1>, Tensor<B, 1, Int>>

where B: Backend,

Compute the quantization parameters.

Trait Implementations

impl Clone for QuantScheme

fn clone(&self) -> QuantScheme

Returns a copy of the value. Read more

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more

impl Debug for QuantScheme

fn fmt(&self, f: &mut Formatter<'_>) -> Result<(), Error>

Formats the value using the given formatter. Read more

impl Default for QuantScheme

fn default() -> QuantScheme

Returns the “default value” for a type. Read more

impl<'de> Deserialize<'de> for QuantScheme

fn deserialize<__D>( __deserializer: __D, ) -> Result<QuantScheme, <__D as Deserializer<'de>>::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Hash for QuantScheme

fn hash<__H>(&self, state: &mut __H)

where __H: Hasher,

Feeds this value into the given Hasher. Read more

fn hash_slice<H>(data: &[Self], state: &mut H)

where H: Hasher, Self: Sized,

Feeds a slice of this type into the given Hasher. Read more

impl Ord for QuantScheme

fn cmp(&self, other: &QuantScheme) -> Ordering

This method returns an Ordering between self and other. Read more

fn max(self, other: Self) -> Self

where Self: Sized,

Compares and returns the maximum of two values. Read more

fn min(self, other: Self) -> Self

where Self: Sized,

Compares and returns the minimum of two values. Read more

fn clamp(self, min: Self, max: Self) -> Self

where Self: Sized,

Restrict a value to a certain interval. Read more

impl PartialEq for QuantScheme

fn eq(&self, other: &QuantScheme) -> bool

Tests for self and other values to be equal, and is used by ==.

fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.

impl PartialOrd for QuantScheme

fn partial_cmp(&self, other: &QuantScheme) -> Option<Ordering>

This method returns an ordering between self and other values if one exists. Read more

fn lt(&self, other: &Rhs) -> bool

Tests less than (for self and other) and is used by the < operator. Read more

fn le(&self, other: &Rhs) -> bool

Tests less than or equal to (for self and other) and is used by the <= operator. Read more

fn gt(&self, other: &Rhs) -> bool

Tests greater than (for self and other) and is used by the > operator. Read more

fn ge(&self, other: &Rhs) -> bool

Tests greater than or equal to (for self and other) and is used by the >= operator. Read more

impl Serialize for QuantScheme

fn serialize<__S>( &self, __serializer: __S, ) -> Result<<__S as Serializer>::Ok, <__S as Serializer>::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.

impl Copy for QuantScheme

impl Eq for QuantScheme

impl StructuralPartialEq for QuantScheme