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QuantizedMatrixQ4

Struct QuantizedMatrixQ4 

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pub struct QuantizedMatrixQ4 {
    pub data: Vec<u8>,
    pub scales: Vec<f32>,
    pub n: usize,
    pub k: usize,
}
Expand description

A weight matrix quantized to symmetric int4, packed two values per byte.

Layout mirrors crate::int8::QuantizedMatrix: [n, k] row-major in the checkpoint’s own nn.Linear orientation, one f32 scale per output channel, so no transpose is ever materialized.

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§data: Vec<u8>

n * k.div_ceil(2) bytes: row-major, two biased nibbles per byte, low nibble first.

§scales: Vec<f32>

One scale per output channel.

§n: usize§k: usize

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impl QuantizedMatrixQ4

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pub fn quantize(weight: &[f32], n: usize, k: usize) -> Self

Quantizes an [n, k] f32 weight matrix.

§Panics

If weight.len() != n * k, or a weight is non-finite — a NaN reaching the quantizer means the graph upstream is already corrupt, and refusing loudly beats baking it into an artifact.

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pub fn dequantize_row(&self, row: usize) -> Vec<f32>

Dequantizes one output channel back to f32, for parity comparison against the f32 weights.

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pub fn packed_bytes(&self) -> usize

Bytes of weight storage, the number this lever exists to shrink.

Trait Implementations§

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impl Clone for QuantizedMatrixQ4

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fn clone(&self) -> QuantizedMatrixQ4

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

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

Performs copy-assignment from source. Read more
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impl Debug for QuantizedMatrixQ4

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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 PartialEq for QuantizedMatrixQ4

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fn eq(&self, other: &QuantizedMatrixQ4) -> bool

Equality operator ==. Read more
1.0.0 (const: unstable) · Source§

fn ne(&self, other: &Rhs) -> bool

Inequality operator !=. Read more
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impl StructuralPartialEq for QuantizedMatrixQ4

Auto Trait Implementations§

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.