QuantizedTensor

Struct QuantizedTensor 

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pub struct QuantizedTensor {
    pub data: Vec<i8>,
    pub scales: Vec<f64>,
    pub zero_points: Vec<f64>,
    pub shape: Vec<usize>,
    pub original_dtype: DType,
    pub config: QuantConfig,
}
Expand description

A quantized tensor storing integer weights with associated scale/zero_point.

The original float value is recovered by: float = (int - zero_point) * scale

For per-channel quantization, scales and zero_points have one entry per channel (dimension 0 of the original tensor).

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§data: Vec<i8>

Quantized integer values (stored as i8 for INT8, packed for INT4).

§scales: Vec<f64>

Scale factor(s). Length 1 for per-tensor, N for per-channel.

§zero_points: Vec<f64>

Zero point(s). Length 1 for per-tensor, N for per-channel.

§shape: Vec<usize>

Original tensor shape.

§original_dtype: DType

Original dtype (for dequantization target).

§config: QuantConfig

Quantization config used.

Implementations§

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impl QuantizedTensor

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pub fn numel(&self) -> usize

Total number of elements.

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pub fn size_bytes(&self) -> usize

Size in bytes of the quantized representation.

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pub fn compression_ratio(&self) -> f64

Compression ratio vs FP32.

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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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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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

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> otherwise. Read more
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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

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unsafe fn drop(ptr: usize)

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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)

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impl<T, U> TryFrom<U> for 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
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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