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QuantizedTensor

Struct QuantizedTensor 

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pub struct QuantizedTensor {
    pub data: Vec<i8>,
    pub shape: Vec<usize>,
    pub params: QuantizationType,
}
Expand description

Quantized INT8 tensor storage

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§data: Vec<i8>

INT8 data

§shape: Vec<usize>

Shape

§params: QuantizationType

Per-tensor or per-channel quantization

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impl QuantizedTensor

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pub fn from_float_symmetric(data: &[f32], shape: &[usize]) -> Self

Quantize a float tensor with per-tensor symmetric quantization

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pub fn from_weights_per_channel( weights: &[f32], out_channels: usize, in_channels: usize, kernel_h: usize, kernel_w: usize, ) -> Self

Quantize weights with per-channel quantization

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pub fn dequantize(&self) -> Vec<f32>

Dequantize back to float32

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pub fn len(&self) -> usize

Get the number of elements

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pub fn is_empty(&self) -> bool

Check if empty

Trait Implementations§

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impl Clone for QuantizedTensor

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fn clone(&self) -> QuantizedTensor

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 QuantizedTensor

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

Formats the value using the given formatter. Read more

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Blanket Implementations§

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

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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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

Returns the argument unchanged.

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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V