Struct QdrantVectorStore 

pub struct QdrantVectorStore { /* private fields */ }

Qdrant vector store implementation

Implementations

impl QdrantVectorStore

pub fn new( qdrant_url: impl Into<String>, collection_name: impl Into<String>, ) -> Self

Create a new Qdrant vector store

Trait Implementations

impl VectorStore for QdrantVectorStore

fn initialize<'life0, 'async_trait>( &'life0 self, dimension: usize, ) -> Pin<Box<dyn Future<Output = Result<()>> + Send + 'async_trait>>

where Self: 'async_trait, 'life0: 'async_trait,

Initialize the vector store (create collections, etc.)

fn add<'life0, 'life1, 'life2, 'async_trait>( &'life0 self, id: &'life1 str, embedding: Vec<f32>, text: &'life2 str, metadata: HashMap<String, Value>, ) -> Pin<Box<dyn Future<Output = Result<()>> + Send + 'async_trait>>

where Self: 'async_trait, 'life0: 'async_trait, 'life1: 'async_trait, 'life2: 'async_trait,

Add a document with its embedding

fn search<'life0, 'async_trait>( &'life0 self, query_embedding: Vec<f32>, limit: usize, ) -> Pin<Box<dyn Future<Output = Result<Vec<SearchResult>>> + Send + 'async_trait>>

where Self: 'async_trait, 'life0: 'async_trait,

Search for similar documents

fn delete<'life0, 'life1, 'async_trait>( &'life0 self, id: &'life1 str, ) -> Pin<Box<dyn Future<Output = Result<()>> + Send + 'async_trait>>

where Self: 'async_trait, 'life0: 'async_trait, 'life1: 'async_trait,

Delete a document by ID

fn clear<'life0, 'async_trait>( &'life0 self, ) -> Pin<Box<dyn Future<Output = Result<()>> + Send + 'async_trait>>

where Self: 'async_trait, 'life0: 'async_trait,

Clear all documents

fn count<'life0, 'async_trait>( &'life0 self, ) -> Pin<Box<dyn Future<Output = Result<usize>> + Send + 'async_trait>>

where Self: 'async_trait, 'life0: 'async_trait,

Get document count