pub struct QuantizationParams {
pub scale: f32,
pub zero_point: i32,
pub qtype: QuantizationType,
pub range: (f32, f32),
}Expand description
Quantization parameters (scale and zero-point)
Fields§
§scale: f32Scaling factor
zero_point: i32Zero point (offset)
qtype: QuantizationTypeQuantization type
range: (f32, f32)Value range (min, max) from calibration
Implementations§
Source§impl QuantizationParams
impl QuantizationParams
Sourcepub fn new(scale: f32, zero_point: i32, qtype: QuantizationType) -> Self
pub fn new(scale: f32, zero_point: i32, qtype: QuantizationType) -> Self
Create new quantization parameters
§Arguments
scale- Scaling factorzero_point- Zero point offsetqtype- Quantization type
Sourcepub fn from_range(
min_val: f32,
max_val: f32,
qtype: QuantizationType,
scheme: QuantizationScheme,
) -> Self
pub fn from_range( min_val: f32, max_val: f32, qtype: QuantizationType, scheme: QuantizationScheme, ) -> Self
Compute quantization parameters from value range
§Arguments
min_val- Minimum value in the datamax_val- Maximum value in the dataqtype- Quantization typescheme- Quantization scheme (symmetric/asymmetric)
Sourcepub fn dequantize(&self, quantized: i32) -> f32
pub fn dequantize(&self, quantized: i32) -> f32
Dequantize an integer value back to floating-point
Sourcepub fn quantize_array(&self, values: &[f32]) -> Vec<i32>
pub fn quantize_array(&self, values: &[f32]) -> Vec<i32>
Quantize an array of values
Sourcepub fn dequantize_array(&self, quantized: &[i32]) -> Vec<f32>
pub fn dequantize_array(&self, quantized: &[i32]) -> Vec<f32>
Dequantize an array of values
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 (const: unstable) · 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<'de> Deserialize<'de> for QuantizationParams
impl<'de> Deserialize<'de> for QuantizationParams
Source§fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>where
__D: Deserializer<'de>,
fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>where
__D: Deserializer<'de>,
Deserialize this value from the given Serde deserializer. Read more
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
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> DeserializeOwned for Twhere
T: for<'de> Deserialize<'de>,
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impl<T> IntoEither for T
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fn into_either(self, into_left: bool) -> Either<Self, Self> ⓘ
Converts
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if into_left is true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self> ⓘ
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self> ⓘ
Converts
self into a Left variant of Either<Self, Self>
if into_left(&self) returns true.
Converts self into a Right variant of Either<Self, Self>
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impl<T> Pointable for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
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fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
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Checks if
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Use with care! Same as
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fn from_subset(element: &SS) -> SP
The inclusion map: converts
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The inverse inclusion map: attempts to construct
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Use with care! Same as
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fn from_subset(element: &SS) -> SP
The inclusion map: converts
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