VectorStorage

Struct VectorStorage 

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

Vector storage with optional quantization

Manages storage of vectors in either raw f32 format or E8-quantized format. Supports dynamic re-quantization when changing modes.

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impl VectorStorage

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pub fn new(dimension: usize, quantization: Quantization) -> Self

Create new vector storage

§Arguments
  • dimension - Vector dimension
  • quantization - Quantization mode
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pub fn add(&mut self, vector: &[f32], codec: Option<&E8Codec>) -> Result<usize>

Add a vector to storage

§Arguments
  • vector - Raw f32 vector to store
  • codec - Optional E8 codec for quantization
§Returns

Assigned vector ID

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pub fn get(&self, id: usize, codec: Option<&E8Codec>) -> Result<Vec<f32>>

Get a vector by ID

§Arguments
  • id - Vector ID
  • codec - Optional E8 codec for decoding
§Returns

Raw f32 vector (decoded if quantized)

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pub fn get_raw_slice(&self, id: usize) -> Option<&[f32]>

Get raw vector slice for unquantized storage (zero-copy) Returns None if vector is quantized or ID is invalid

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pub fn get_stored(&self, id: usize) -> Option<&StoredVector>

Get stored vector reference by ID

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pub fn get_batch( &self, ids: &[usize], codec: Option<&E8Codec>, ) -> Vec<Option<Vec<f32>>>

Batch get multiple vectors by IDs (more efficient than individual gets)

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pub fn len(&self) -> usize

Get number of stored vectors

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pub fn is_empty(&self) -> bool

Check if storage is empty

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pub fn clear(&mut self)

Clear all vectors

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pub fn memory_bytes(&self) -> usize

Get total memory usage in bytes

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pub fn bytes_per_vector(&self) -> f32

Get memory usage per vector (average)

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pub fn set_quantization( &mut self, new_quantization: Quantization, codec: Option<&E8Codec>, ) -> Result<()>

Change quantization mode (re-quantizes all vectors)

§Arguments
  • new_quantization - New quantization mode
  • codec - E8 codec (required if switching to E8)
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pub fn quantization(&self) -> &Quantization

Get current quantization mode

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pub fn dimension(&self) -> usize

Get vector dimension

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pub fn compute_distance( &self, query: &[f32], id: usize, codec: Option<&E8Codec>, distance_fn: impl Fn(&[f32], &[f32]) -> f32, ) -> Result<f32>

Compute distance between query and stored vector

Uses asymmetric distance for quantized vectors (query in f32, db decoded on-the-fly)

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pub fn iter_ids(&self) -> impl Iterator<Item = usize>

Iterate over all vector IDs

Trait Implementations§

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impl Debug for VectorStorage

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

Formats the value using the given formatter. Read more

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where T: 'static + ?Sized,

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

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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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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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fn vzip(self) -> V