Skip to main content

QuantizedKvLayer

Struct QuantizedKvLayer 

Source
pub struct QuantizedKvLayer {
    pub num_kv_heads: usize,
    pub head_dim: usize,
    pub capacity: usize,
    pub len: usize,
    /* private fields */
}
Expand description

A single layer’s INT8-quantized KV cache.

Memory layout for the INT8 data arrays uses the token-major order [token_pos * num_kv_heads * head_dim], so sequential decode steps append contiguous blocks. Scale arrays use [token_pos * num_kv_heads].

Fields§

§num_kv_heads: usize

Number of KV attention heads.

§head_dim: usize

Dimension of each attention head.

§capacity: usize

Maximum number of token positions pre-allocated.

§len: usize

Number of token positions actually stored so far.

Implementations§

Source§

impl QuantizedKvLayer

Source

pub fn new(capacity: usize, num_kv_heads: usize, head_dim: usize) -> Self

Allocate an empty quantized KV layer with the given dimensions.

Pre-allocates all storage so that subsequent push calls do not allocate.

Source

pub fn push(&mut self, keys: &[f32], values: &[f32]) -> Result<(), QuantKvError>

Append keys and values for the next token position.

keys must be a flat slice of shape [num_kv_heads * head_dim] (heads first, then dims). values must have the same shape.

Each head’s row is quantized independently with its own scale.

§Errors
Source

pub fn get_key( &self, token_pos: usize, head: usize, ) -> Result<Vec<f32>, QuantKvError>

Get dequantized keys for a specific token position and head.

Returns a Vec<f32> of length head_dim.

§Errors
Source

pub fn get_value( &self, token_pos: usize, head: usize, ) -> Result<Vec<f32>, QuantKvError>

Get dequantized values for a specific token position and head.

Returns a Vec<f32> of length head_dim.

§Errors
Source

pub fn get_keys_at(&self, token_pos: usize) -> Result<Vec<f32>, QuantKvError>

Get all dequantized keys for a token position (all heads, interleaved).

Returns a flat Vec<f32> of length num_kv_heads * head_dim.

§Errors
Source

pub fn get_values_at(&self, token_pos: usize) -> Result<Vec<f32>, QuantKvError>

Get all dequantized values for a token position (all heads, interleaved).

Returns a flat Vec<f32> of length num_kv_heads * head_dim.

§Errors
Source

pub fn memory_bytes(&self) -> usize

Memory used by this layer in bytes (INT8 data + f32 scales).

Only accounts for the pre-allocated storage slabs, not struct overhead.

Source

pub fn fp32_memory_bytes(&self) -> usize

Equivalent memory if the same data were stored as FP32 (no scales).

2 * capacity * num_kv_heads * head_dim * 4 bytes

Source

pub fn compression_ratio(&self) -> f32

Compression ratio versus FP32 storage.

Values approaching 4.0 indicate near-ideal INT8 compression. The ratio is slightly below 4.0 because per-row f32 scales add overhead.

Trait Implementations§

Source§

impl Debug for QuantizedKvLayer

Source§

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

Blanket Implementations§

Source§

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

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

impl<T> Borrow<T> for T
where T: ?Sized,

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source§

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

Mutably borrows from an owned value. Read more
Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

Source§

impl<T> Instrument for T

Source§

fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more
Source§

fn in_current_span(self) -> Instrumented<Self>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more
Source§

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

Source§

fn into(self) -> U

Calls U::from(self).

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

Source§

impl<T> IntoEither for T

Source§

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
Source§

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
Source§

impl<T> Pointable for T

Source§

const ALIGN: usize

The alignment of pointer.
Source§

type Init = T

The type for initializers.
Source§

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
Source§

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
Source§

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
Source§

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
Source§

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

Source§

type Error = Infallible

The type returned in the event of a conversion error.
Source§

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

Performs the conversion.
Source§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

Source§

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

The type returned in the event of a conversion error.
Source§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
Source§

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

Source§

fn vzip(self) -> V

Source§

impl<T> WithSubscriber for T

Source§

fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
where S: Into<Dispatch>,

Attaches the provided Subscriber to this type, returning a WithDispatch wrapper. Read more
Source§

fn with_current_subscriber(self) -> WithDispatch<Self>

Attaches the current default Subscriber to this type, returning a WithDispatch wrapper. Read more