swarmauri.core.vector_stores.ISimiliarityQuery module

class swarmauri.core.vector_stores.ISimiliarityQuery.ISimilarityQuery[source]

Bases: ABC

abstract search_by_similarity_threshold(query_vector, similarity_threshold, space_name=None)[source]

Search vectors exceeding a similarity threshold to a query vector within an optional vector space.

Parameters:

  • query_vector (List[float]) – The high-dimensional query vector.

  • similarity_threshold (float) – The similarity threshold for filtering results.

  • space_name (str, optional) – The name of the vector space to search within.

Returns:

A list of dictionaries with vector IDs, similarity scores, and optional metadata that meet the similarity threshold.

Return type:

List[Dict]