Struct SemanticSimilarityExampleSelector

pub struct SemanticSimilarityExampleSelector {
    pub vectorstore: Box<dyn VectorStore>,
    pub k: usize,
    pub example_keys: Option<Vec<String>>,
    pub input_keys: Option<Vec<String>>,
    pub vectorstore_kwargs: Option<HashMap<String, Value>>,
}

Select examples based on semantic similarity using vector stores.

This selector uses embeddings and vector similarity search to find the most relevant examples for a given input.

Fields

vectorstore: Box<dyn VectorStore>

Vector store containing the examples

k: usize

Number of examples to select

example_keys: Option<Vec<String>>

Optional keys to filter examples to

input_keys: Option<Vec<String>>

Optional keys to filter input to

vectorstore_kwargs: Option<HashMap<String, Value>>

Extra arguments passed to similarity search

Implementations

impl SemanticSimilarityExampleSelector

pub fn new( vectorstore: Box<dyn VectorStore>, k: usize, example_keys: Option<Vec<String>>, input_keys: Option<Vec<String>>, vectorstore_kwargs: Option<HashMap<String, Value>>, ) -> Self

Create a new semantic similarity example selector.

Arguments

• vectorstore - Vector store containing the examples
• k - Number of examples to select
• example_keys - Optional keys to filter examples to
• input_keys - Optional keys to filter input to
• vectorstore_kwargs - Extra arguments for similarity search

Trait Implementations

impl BaseExampleSelector for SemanticSimilarityExampleSelector

fn add_example(&mut self, _example: Example) -> Result<()>

Add a new example to the store.

fn aadd_example<'life0, 'async_trait>( &'life0 mut self, example: Example, ) -> Pin<Box<dyn Future<Output = Result<()>> + Send + 'async_trait>>

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

Async add a new example to the store.

fn select_examples(&self, _input_variables: &Example) -> Result<Vec<Example>>

Select which examples to use based on the inputs.

fn aselect_examples<'life0, 'life1, 'async_trait>( &'life0 self, input_variables: &'life1 Example, ) -> Pin<Box<dyn Future<Output = Result<Vec<Example>>> + Send + 'async_trait>>

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

Async select which examples to use based on the inputs.