KVCacheCompressor

Struct KVCacheCompressor 

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pub struct KVCacheCompressor<B: Backend> {
    pub method: CompressionMethod,
    pub quant_bits: u8,
    /* private fields */
}
Expand description

KV cache compressor for low-rank and quantized representations.

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§method: CompressionMethod

Compression method selection.

§quant_bits: u8

Default quantization bits (INT4/INT8).

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impl<B: Backend> KVCacheCompressor<B>

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pub fn new(method: CompressionMethod, quant_bits: u8) -> Self

Create a new KV cache compressor.

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pub fn method(&self) -> &CompressionMethod

Access the compression method.

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pub fn quant_bits(&self) -> u8

Default quantization bits.

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pub fn compress_kv( &self, k: Tensor<B, 4>, v: Tensor<B, 4>, ) -> Result<CompressedKV<B>, &'static str>

Compress batched KV tensors.

§Shapes
  • k, v: [batch, num_heads, seq_len, head_dim]
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pub fn compress_kv_3d( &self, k: Tensor<B, 3>, v: Tensor<B, 3>, ) -> Result<CompressedKV<B>, &'static str>

Compress KV tensors without batch dimension.

§Shapes
  • k, v: [num_heads, seq_len, head_dim]
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pub fn decompress_kv( &self, compressed: CompressedKV<B>, ) -> Result<(Tensor<B, 4>, Tensor<B, 4>), &'static str>

Decompress batched KV tensors.

§Shapes
  • returns: [batch, num_heads, seq_len, head_dim]
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pub fn decompress_kv_3d( &self, compressed: CompressedKV<B>, ) -> Result<(Tensor<B, 3>, Tensor<B, 3>), &'static str>

Decompress KV tensors without batch dimension.

§Shapes
  • returns: [num_heads, seq_len, head_dim]
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pub fn compress_paged_cache( &self, cache: &PagedKVCache<B>, layer: usize, seq_id: usize, ) -> Result<CompressedKV<B>, &'static str>

Compress a sequence from a paged KV cache.

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pub fn decompress_to_paged_cache( &self, compressed: CompressedKV<B>, cache: &mut PagedKVCache<B>, layer: usize, seq_id: usize, ) -> Result<(), &'static str>

Decompress into a paged KV cache by appending tokens.

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pub fn compress_mla_cache( &self, cache: &MlaCompressedKVCache<B>, layer: usize, seq_id: usize, ) -> Result<CompressedKV<B>, &'static str>

Compress a sequence from an MLA compressed cache.

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pub fn decompress_to_mla_cache( &self, compressed: CompressedKV<B>, cache: &mut MlaCompressedKVCache<B>, layer: usize, seq_id: usize, ) -> Result<(), &'static str>

Decompress into an MLA compressed cache by appending tokens.

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impl<B: Clone + Backend> Clone for KVCacheCompressor<B>

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fn clone(&self) -> KVCacheCompressor<B>

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<B: Debug + Backend> Debug for KVCacheCompressor<B>

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl<B> Freeze for KVCacheCompressor<B>

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impl<B> RefUnwindSafe for KVCacheCompressor<B>
where B: RefUnwindSafe,

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impl<B> Send for KVCacheCompressor<B>

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impl<B> Sync for KVCacheCompressor<B>

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impl<B> Unpin for KVCacheCompressor<B>
where B: Unpin,

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impl<B> UnwindSafe for KVCacheCompressor<B>
where B: UnwindSafe,

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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> IntoEither for T

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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

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

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