pub trait VectorStore:
Send
+ Sync
+ Debug {
// Required methods
fn insert<'life0, 'async_trait>(
&'life0 self,
entry: VectorEntry,
) -> Pin<Box<dyn Future<Output = Result<(), StoreError>> + Send + 'async_trait>>
where Self: 'async_trait,
'life0: 'async_trait;
fn insert_batch<'life0, 'async_trait>(
&'life0 self,
entries: Vec<VectorEntry>,
) -> Pin<Box<dyn Future<Output = Result<(), StoreError>> + Send + 'async_trait>>
where Self: 'async_trait,
'life0: 'async_trait;
fn search<'life0, 'life1, 'async_trait>(
&'life0 self,
query: &'life1 [f32],
limit: usize,
) -> Pin<Box<dyn Future<Output = Result<Vec<SearchResult>, StoreError>> + Send + 'async_trait>>
where Self: 'async_trait,
'life0: 'async_trait,
'life1: 'async_trait;
fn search_with_filter<'life0, 'life1, 'life2, 'async_trait>(
&'life0 self,
query: &'life1 [f32],
filter: &'life2 MetadataFilter,
limit: usize,
) -> Pin<Box<dyn Future<Output = Result<Vec<SearchResult>, StoreError>> + Send + 'async_trait>>
where Self: 'async_trait,
'life0: 'async_trait,
'life1: 'async_trait,
'life2: 'async_trait;
fn delete<'life0, 'life1, 'async_trait>(
&'life0 self,
ids: &'life1 [String],
) -> Pin<Box<dyn Future<Output = Result<usize, StoreError>> + Send + 'async_trait>>
where Self: 'async_trait,
'life0: 'async_trait,
'life1: 'async_trait;
fn delete_by_filter<'life0, 'life1, 'async_trait>(
&'life0 self,
filter: &'life1 MetadataFilter,
) -> Pin<Box<dyn Future<Output = Result<usize, StoreError>> + Send + 'async_trait>>
where Self: 'async_trait,
'life0: 'async_trait,
'life1: 'async_trait;
fn clear<'life0, 'async_trait>(
&'life0 self,
) -> Pin<Box<dyn Future<Output = Result<(), StoreError>> + Send + 'async_trait>>
where Self: 'async_trait,
'life0: 'async_trait;
fn count<'life0, 'async_trait>(
&'life0 self,
) -> Pin<Box<dyn Future<Output = Result<usize, StoreError>> + Send + 'async_trait>>
where Self: 'async_trait,
'life0: 'async_trait;
fn rebuild_index<'life0, 'async_trait>(
&'life0 self,
) -> Pin<Box<dyn Future<Output = Result<(), StoreError>> + Send + 'async_trait>>
where Self: 'async_trait,
'life0: 'async_trait;
fn stats<'life0, 'async_trait>(
&'life0 self,
) -> Pin<Box<dyn Future<Output = Result<StoreStats, StoreError>> + Send + 'async_trait>>
where Self: 'async_trait,
'life0: 'async_trait;
}Expand description
向量存储抽象 — 可插拔后端
Required Methods§
Sourcefn insert<'life0, 'async_trait>(
&'life0 self,
entry: VectorEntry,
) -> Pin<Box<dyn Future<Output = Result<(), StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
fn insert<'life0, 'async_trait>(
&'life0 self,
entry: VectorEntry,
) -> Pin<Box<dyn Future<Output = Result<(), StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
插入单条向量
Sourcefn insert_batch<'life0, 'async_trait>(
&'life0 self,
entries: Vec<VectorEntry>,
) -> Pin<Box<dyn Future<Output = Result<(), StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
fn insert_batch<'life0, 'async_trait>(
&'life0 self,
entries: Vec<VectorEntry>,
) -> Pin<Box<dyn Future<Output = Result<(), StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
批量插入向量(推荐的高吞吐写入路径)
Sourcefn search<'life0, 'life1, 'async_trait>(
&'life0 self,
query: &'life1 [f32],
limit: usize,
) -> Pin<Box<dyn Future<Output = Result<Vec<SearchResult>, StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
'life1: 'async_trait,
fn search<'life0, 'life1, 'async_trait>(
&'life0 self,
query: &'life1 [f32],
limit: usize,
) -> Pin<Box<dyn Future<Output = Result<Vec<SearchResult>, StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
'life1: 'async_trait,
相似度搜索(cosine 相似度,返回 Top-K)
Sourcefn search_with_filter<'life0, 'life1, 'life2, 'async_trait>(
&'life0 self,
query: &'life1 [f32],
filter: &'life2 MetadataFilter,
limit: usize,
) -> Pin<Box<dyn Future<Output = Result<Vec<SearchResult>, StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
'life1: 'async_trait,
'life2: 'async_trait,
fn search_with_filter<'life0, 'life1, 'life2, 'async_trait>(
&'life0 self,
query: &'life1 [f32],
filter: &'life2 MetadataFilter,
limit: usize,
) -> Pin<Box<dyn Future<Output = Result<Vec<SearchResult>, StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
'life1: 'async_trait,
'life2: 'async_trait,
带元数据过滤的相似度搜索
Sourcefn delete<'life0, 'life1, 'async_trait>(
&'life0 self,
ids: &'life1 [String],
) -> Pin<Box<dyn Future<Output = Result<usize, StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
'life1: 'async_trait,
fn delete<'life0, 'life1, 'async_trait>(
&'life0 self,
ids: &'life1 [String],
) -> Pin<Box<dyn Future<Output = Result<usize, StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
'life1: 'async_trait,
按 ID 批量删除
Sourcefn delete_by_filter<'life0, 'life1, 'async_trait>(
&'life0 self,
filter: &'life1 MetadataFilter,
) -> Pin<Box<dyn Future<Output = Result<usize, StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
'life1: 'async_trait,
fn delete_by_filter<'life0, 'life1, 'async_trait>(
&'life0 self,
filter: &'life1 MetadataFilter,
) -> Pin<Box<dyn Future<Output = Result<usize, StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
'life1: 'async_trait,
按元数据过滤条件删除
Sourcefn clear<'life0, 'async_trait>(
&'life0 self,
) -> Pin<Box<dyn Future<Output = Result<(), StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
fn clear<'life0, 'async_trait>(
&'life0 self,
) -> Pin<Box<dyn Future<Output = Result<(), StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
清空存储
Sourcefn count<'life0, 'async_trait>(
&'life0 self,
) -> Pin<Box<dyn Future<Output = Result<usize, StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
fn count<'life0, 'async_trait>(
&'life0 self,
) -> Pin<Box<dyn Future<Output = Result<usize, StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
存储中的总条目数
Sourcefn rebuild_index<'life0, 'async_trait>(
&'life0 self,
) -> Pin<Box<dyn Future<Output = Result<(), StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
fn rebuild_index<'life0, 'async_trait>(
&'life0 self,
) -> Pin<Box<dyn Future<Output = Result<(), StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
创建/重建索引(后台线程,不阻塞写入)
Sourcefn stats<'life0, 'async_trait>(
&'life0 self,
) -> Pin<Box<dyn Future<Output = Result<StoreStats, StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
fn stats<'life0, 'async_trait>(
&'life0 self,
) -> Pin<Box<dyn Future<Output = Result<StoreStats, StoreError>> + Send + 'async_trait>>where
Self: 'async_trait,
'life0: 'async_trait,
存储统计信息