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LateChunkingPooler

Struct LateChunkingPooler 

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pub struct LateChunkingPooler { /* private fields */ }
Expand description

Late chunking pooler: pools token embeddings into chunk embeddings.

This is the core operation of late chunking. Given token-level embeddings from a full document, it pools the tokens within each chunk boundary to create contextualized chunk embeddings.

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impl LateChunkingPooler

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pub fn new(dim: usize) -> Self

Create a new late chunking pooler.

§Arguments
  • dim - Embedding dimension (e.g., 384 for all-MiniLM-L6-v2)
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pub fn pool( &self, token_embeddings: &[Vec<f32>], chunks: &[Slab], doc_len: usize, ) -> Vec<Vec<f32>>

Pool token embeddings into chunk embeddings.

§Arguments
  • token_embeddings - Token-level embeddings from full document. Shape: [n_tokens, dim]. Each token has “seen” the full document.
  • chunks - Chunk boundaries from any chunker.
  • doc_len - Total document length in bytes (for mapping).
§Returns

Contextualized chunk embeddings. Each chunk embedding is the mean of its constituent token embeddings.

§Panics

Panics if token embeddings have inconsistent dimensions.

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pub fn pool_with_offsets( &self, token_embeddings: &[Vec<f32>], token_offsets: &[(usize, usize)], chunks: &[Slab], ) -> Vec<Vec<f32>>

Pool with exact token-to-character mappings.

Use this when you have exact token offsets from the tokenizer, rather than relying on linear approximation.

§Arguments
  • token_embeddings - Token-level embeddings [n_tokens, dim].
  • token_offsets - Character offset for each token [(start, end), …].
  • chunks - Chunk boundaries.

Trait Implementations§

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impl Clone for LateChunkingPooler

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fn clone(&self) -> LateChunkingPooler

Returns a duplicate of the value. Read more
1.0.0 · Source§

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

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

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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
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fn type_id(&self) -> TypeId

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impl<T> BorrowMut<T> for T
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fn borrow_mut(&mut self) -> &mut T

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impl<T> CloneToUninit for T
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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

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impl<T, U> Into<U> for T
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fn into(self) -> U

Calls U::from(self).

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type Owned = T

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fn to_owned(&self) -> 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

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

Performs the conversion.