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VectorSearch

Struct VectorSearch 

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pub struct VectorSearch<T>
where T: SurrealRecord,
{ /* private fields */ }
Expand description

A vector K-nearest-neighbour SELECT, reached from Table::nearest. Renders SELECT … FROM <table> WHERE field <|k,ef|> [vector], optionally projecting / ordering by the computed vector::distance::knn(). By default it uses the field’s HNSW index with ef = k; call distance for a brute-force scan or ef to tune recall.

Doc::table()
    .nearest("embedding", vec![0.1, 0.2, 0.3])
    .k(5)
    .distance_as("dist")      // SELECT *, vector::distance::knn() AS dist
    .order_by_distance()      // ORDER BY dist
    .to_surrealql();
// SELECT *, vector::distance::knn() AS dist FROM doc
//   WHERE embedding <|5,5|> [0.1, 0.2, 0.3] ORDER BY dist

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impl<T> VectorSearch<T>
where T: SurrealRecord,

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pub fn k(self, k: u32) -> VectorSearch<T>

Number of neighbours k to return (default 10).

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pub fn distance(self, metric: impl Into<String>) -> VectorSearch<T>

Brute-force KNN with an explicit distance metric (<|k,METRIC|>), e.g. "EUCLIDEAN", "COSINE", "MANHATTAN".

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pub fn ef(self, ef: u32) -> VectorSearch<T>

HNSW KNN with explicit candidate-list size ef (<|k,ef|>); larger ef trades latency for recall. Defaults to ef = k when unset.

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pub fn filter(self, expr: impl DynExpr + 'static) -> VectorSearch<T>

AND an additional predicate onto the WHERE clause.

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pub fn distance_as(self, alias: impl Into<String>) -> VectorSearch<T>

Project the computed distance as vector::distance::knn() AS <alias>.

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pub fn order_by_distance(self) -> VectorSearch<T>

ORDER BY <distance> — nearest first. Projects the computed distance (default alias distance), since ORDER BY sorts on the projected alias rather than the vector::distance::knn() call directly.

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pub fn limit(self, n: u32) -> VectorSearch<T>

LIMIT n.

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pub fn to_surrealql(&self) -> String

Render to a SurrealQL string with the query vector inlined.

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pub fn to_surrealql_with_params(&self) -> (String, BTreeMap<String, Value>)

Render with $param placeholders (the query vector becomes a bound param).

Trait Implementations§

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impl<T> Display for VectorSearch<T>
where T: SurrealRecord,

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl<T> !RefUnwindSafe for VectorSearch<T>

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impl<T> !UnwindSafe for VectorSearch<T>

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impl<T> Freeze for VectorSearch<T>

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impl<T> Send for VectorSearch<T>

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impl<T> Sync for VectorSearch<T>

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impl<T> Unpin for VectorSearch<T>
where T: Unpin,

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impl<T> UnsafeUnpin for VectorSearch<T>

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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<U> As for U

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fn as_<T>(self) -> T
where T: CastFrom<U>, U: Sized,

Casts self to type T. The semantics of numeric casting with the as operator are followed, so <T as As>::as_::<U> can be used in the same way as T as U for numeric conversions. Read more
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where T: Send + Sync + 'static,

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where T: ?Sized,

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impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
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impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
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fn from(t: T) -> T

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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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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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