pub struct QuantizationParams {
pub scale: f32,
pub zero_point: i8,
pub dims: usize,
}Expand description
Quantization parameters for int8 scalar quantization
Implements symmetric quantization: Q(x) = round(x / scale) Following Jacob et al. (2018) and Wu et al. (2020)
Fields§
§scale: f32Scale factor: absmax / 127.0 for symmetric quantization
zero_point: i8Zero point (0 for symmetric quantization)
dims: usizeOriginal embedding dimensions
Implementations§
Source§impl QuantizationParams
impl QuantizationParams
Sourcepub fn new(scale: f32, dims: usize) -> Result<Self, QuantizationError>
pub fn new(scale: f32, dims: usize) -> Result<Self, QuantizationError>
Create new quantization parameters
§Errors
Returns error if scale is invalid (zero, negative, or non-finite)
Sourcepub fn from_absmax(absmax: f32, dims: usize) -> Result<Self, QuantizationError>
pub fn from_absmax(absmax: f32, dims: usize) -> Result<Self, QuantizationError>
Create from absmax value (symmetric quantization)
Sourcepub fn quantize_value(&self, value: f32) -> i8
pub fn quantize_value(&self, value: f32) -> i8
Quantize a single f32 value to i8
Sourcepub fn dequantize_value(&self, value: i8) -> f32
pub fn dequantize_value(&self, value: i8) -> f32
Dequantize a single i8 value to f32
Sourcepub fn max_error_bound(&self) -> f32
pub fn max_error_bound(&self) -> f32
Maximum quantization error bound: scale / 2
Trait Implementations§
Source§impl Clone for QuantizationParams
impl Clone for QuantizationParams
Source§fn clone(&self) -> QuantizationParams
fn clone(&self) -> QuantizationParams
Returns a duplicate of the value. Read more
1.0.0 · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreSource§impl Debug for QuantizationParams
impl Debug for QuantizationParams
Source§impl PartialEq for QuantizationParams
impl PartialEq for QuantizationParams
impl StructuralPartialEq for QuantizationParams
Auto Trait Implementations§
impl Freeze for QuantizationParams
impl RefUnwindSafe for QuantizationParams
impl Send for QuantizationParams
impl Sync for QuantizationParams
impl Unpin for QuantizationParams
impl UnsafeUnpin for QuantizationParams
impl UnwindSafe for QuantizationParams
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