framework/v37.4.2

Author: slrelease

framework/reference/dsl/storage/qdrant_vector_database.md

@@ -4,7 +4,7 @@ Module superlinked.framework.dsl.storage.qdrant_vector_database
 Classes
 -------
 
-`QdrantVectorDatabase(url: str, api_key: str, default_query_limit: int = 10, timeout: int | None = None, search_algorithm: superlinked.framework.common.storage.search_index.search_algorithm.SearchAlgorithm = SearchAlgorithm.FLAT, vector_precision: superlinked.framework.common.precision.Precision = Precision.FLOAT16, prefer_grpc: bool | None = None, **extra_params: Any)`
+`QdrantVectorDatabase(url: str, api_key: str, default_query_limit: int = 10, search_algorithm: superlinked.framework.common.storage.search_index.search_algorithm.SearchAlgorithm = SearchAlgorithm.FLAT, vector_precision: superlinked.framework.common.precision.Precision = Precision.FLOAT16, client_params: collections.abc.Mapping[str, typing.Any] | None = None, **extra_params: Any)`
 :   Qdrant implementation of the VectorDatabase.
 
     This class provides a Qdrant-based vector database connector.
@@ -15,9 +15,10 @@ Classes
         url (str): The url of the Qdrant server.
         api_key (str): The api key of the Qdrant cluster.
         default_query_limit (int): Default vector search limit, set to Qdrant's default of 10.
-        timeout (int | None): Timeout in seconds for Qdrant operations. Default is 5 seconds.
         vector_precision (Precision): Precision to use for storing vectors. Defaults to FLOAT16.
-        prefer_grpc (bool | None): Whether to prefer gRPC for Qdrant operations. Default is False.
+        client_params (Mapping[str, Any] | None): Additional parameters for the QdrantClient.
+        These are passed directly to the QdrantClient constructor, so any valid QdrantClient
+        parameter can be used. For example `{"prefer_grpc": True}`. Defaults to None.
         **extra_params (Any): Additional parameters for the Qdrant connection.
 
     ### Ancestors (in MRO)