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QuantizedResidualAdd

Struct QuantizedResidualAdd 

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pub struct QuantizedResidualAdd { /* private fields */ }
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Quantized Residual Addition

Adds two quantized tensors with potentially different scales: output = input1 + input2

Handles scale alignment and requantization.

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impl QuantizedResidualAdd

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pub fn new(scale1: f32, scale2: f32) -> Self

Create a new quantized residual add layer

§Arguments
  • scale1 - Scale of first input
  • scale2 - Scale of second input
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pub fn forward_int8( &self, input1: &[u8], scale1: f32, zero_point1: u8, input2: &[u8], scale2: f32, zero_point2: u8, shape: &[usize], ) -> CnnResult<(Vec<u8>, f32, u8)>

Forward pass with INT8 inputs

§Arguments
  • input1 - First quantized u8 input
  • scale1 - Scale of first input
  • zero_point1 - Zero point of first input
  • input2 - Second quantized u8 input
  • scale2 - Scale of second input
  • zero_point2 - Zero point of second input
  • shape - Tensor shape (must be identical for both inputs)
§Returns

(output, output_scale, output_zero_point)

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pub fn forward_int8_i16( &self, input1: &[u8], scale1: f32, zero_point1: u8, input2: &[u8], scale2: f32, zero_point2: u8, shape: &[usize], ) -> CnnResult<(Vec<u8>, f32, u8)>

Forward pass with scale alignment (i16 intermediate precision)

More accurate version using i16 intermediate precision.

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pub fn output_scale(&self) -> f32

Get output scale

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pub fn output_zero_point(&self) -> u8

Get output zero point

Trait Implementations§

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impl Clone for QuantizedResidualAdd

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fn clone(&self) -> QuantizedResidualAdd

Returns a duplicate of the value. Read more
1.0.0 · Source§

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

Performs copy-assignment from source. Read more
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impl Debug for QuantizedResidualAdd

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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<T> Any for T
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fn borrow(&self) -> &T

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

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impl<T> CloneToUninit for T
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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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fn into(self) -> U

Calls U::from(self).

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type Error = Infallible

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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

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impl<T, U> TryInto<U> for T
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type Error = <U as TryFrom<T>>::Error

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fn vzip(self) -> V