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DiskANN

Struct DiskANN 

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pub struct DiskANN<D>
where D: Distance<f32> + Send + Sync + Copy + Clone + 'static,
{ pub dim: usize, pub num_vectors: usize, pub max_degree: usize, pub distance_name: String, /* private fields */ }
Expand description

Main struct representing a DiskANN index (generic over distance)

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§dim: usize

Dimensionality of vectors in the index

§num_vectors: usize

Number of vectors in the index

§max_degree: usize

Maximum number of edges per node

§distance_name: String

Informational: type name of the distance (from metadata)

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impl<D> DiskANN<D>
where D: Distance<f32> + Send + Sync + Copy + Clone + 'static,

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pub fn build_index_default( vectors: &[Vec<f32>], dist: D, file_path: &str, ) -> Result<Self, DiskAnnError>

Build with default parameters: (M=32, L=256, alpha=1.2).

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pub fn build_index_with_params( vectors: &[Vec<f32>], dist: D, file_path: &str, p: DiskAnnParams, ) -> Result<Self, DiskAnnError>

Build with a DiskAnnParams bundle.

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impl<D> DiskANN<D>
where D: Distance<f32> + Default + Send + Sync + Copy + Clone + 'static,

Extra sugar when your distance type implements Default (most unit-struct metrics do).

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pub fn build_index_default_metric( vectors: &[Vec<f32>], file_path: &str, ) -> Result<Self, DiskAnnError>

Build with default params and D::default() metric.

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pub fn open_index_default_metric(path: &str) -> Result<Self, DiskAnnError>

Open an index using D::default() as the distance (matches what you built with).

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impl<D> DiskANN<D>
where D: Distance<f32> + Send + Sync + Copy + Clone + 'static,

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pub fn build_index( vectors: &[Vec<f32>], max_degree: usize, build_beam_width: usize, alpha: f32, dist: D, file_path: &str, ) -> Result<Self, DiskAnnError>

Builds a new index from provided vectors

§Arguments
  • vectors - The vectors to index (slice of Vec<f32>)
  • max_degree - Maximum edges per node (M ~ 24-64)
  • build_beam_width - Construction L (e.g., 128-400)
  • alpha - Pruning parameter (1.2–2.0)
  • dist - Any anndists::Distance<f32> (e.g., DistL2)
  • file_path - Path of index file
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pub fn open_index_with(path: &str, dist: D) -> Result<Self, DiskAnnError>

Opens an existing index file, supplying the distance strategy explicitly.

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pub fn from_bytes(bytes: Vec<u8>, dist: D) -> Result<Self, DiskAnnError>

Load an index from an owned byte buffer (no file needed).

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pub fn from_shared_bytes( bytes: Arc<[u8]>, dist: D, ) -> Result<Self, DiskAnnError>

Load an index from a shared byte buffer (cheap clone, multi-reader).

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pub fn to_bytes(&self) -> Vec<u8>

Serialize the index to a byte vector.

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pub fn search_with_dists( &self, query: &[f32], k: usize, beam_width: usize, ) -> Vec<(u32, f32)>

Searches the index for nearest neighbors using a best-first beam search. Like search but also returns the distance for each neighbor.

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pub fn search(&self, query: &[f32], k: usize, beam_width: usize) -> Vec<u32>

search but only return neighbor ids

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pub fn get_vector(&self, idx: usize) -> Vec<f32>

Gets a vector from the index (useful for tests)

Auto Trait Implementations§

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impl<D> Freeze for DiskANN<D>
where D: Freeze,

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impl<D> RefUnwindSafe for DiskANN<D>
where D: RefUnwindSafe,

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impl<D> Send for DiskANN<D>

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impl<D> Sync for DiskANN<D>

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impl<D> Unpin for DiskANN<D>
where D: Unpin,

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impl<D> UnwindSafe for DiskANN<D>
where D: UnwindSafe,

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

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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> 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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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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const ALIGN: usize

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type Init = T

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

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Dereferences the given pointer. Read more
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Drops the object pointed to by the given pointer. Read more
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type Error = Infallible

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