InMemoryVectorDB

Struct InMemoryVectorDB 

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

In-memory storage implementation for the vector database

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impl InMemoryVectorDB

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pub fn new() -> Self

Create a new in-memory vector database

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pub fn with_dimension(dimension: usize) -> Self

Create a new in-memory vector database with fixed dimension

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impl Default for InMemoryVectorDB

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fn default() -> Self

Returns the “default value” for a type. Read more
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impl VectorDatabase for InMemoryVectorDB

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fn create_vector( &mut self, id: String, vector: Array1<f32>, tags: Option<HashMap<String, String>>, ) -> Result<(), VectraDBError>

Create a new vector in the database
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fn get_vector(&self, id: &str) -> Result<VectorDocument, VectraDBError>

Fetch a vector by ID
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fn update_vector( &mut self, id: &str, vector: Array1<f32>, tags: Option<HashMap<String, String>>, ) -> Result<(), VectraDBError>

Update an existing vector
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fn delete_vector(&mut self, id: &str) -> Result<(), VectraDBError>

Delete a vector by ID
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fn upsert_vector( &mut self, id: String, vector: Array1<f32>, tags: Option<HashMap<String, String>>, ) -> Result<(), VectraDBError>

Upsert (insert or update) a vector
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fn search_similar( &self, query_vector: Array1<f32>, top_k: usize, ) -> Result<Vec<SimilarityResult>, VectraDBError>

Search for similar vectors
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fn list_vectors(&self) -> Result<Vec<String>, VectraDBError>

Get all vector IDs
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fn get_stats(&self) -> Result<DatabaseStats, VectraDBError>

Get database statistics

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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> 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, 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