MongoDB

MongoDb is a class that implements the Db interface using MongoDB as the backend storage system. It provides scalable, document-based storage for agent sessions with support for indexing and efficient querying.

Parameter	Type	Default	Description
db_client	Optional[MongoClient]	-	The MongoDB client to use.
db_name	Optional[str]	-	The name of the database to use.
db_url	Optional[str]	-	The database URL to connect to.
session_collection	Optional[str]	-	Name of the collection to store sessions.
memory_collection	Optional[str]	-	Name of the collection to store memories.
metrics_collection	Optional[str]	-	Name of the collection to store metrics.
eval_collection	Optional[str]	-	Name of the collection to store evaluation runs.
knowledge_collection	Optional[str]	-	Name of the collection to store knowledge documents.

Methods

upsert_sessions

Bulk upsert multiple sessions for improved performance on large datasets.

Parameters:

• sessions (List[Session]): List of sessions to upsert
• deserialize (Optional[bool]): Whether to deserialize the sessions. Defaults to True

Returns: List[Union[Session, Dict[str, Any]]]

upsert_memories

Bulk upsert multiple memories for improved performance on large datasets.

Parameters:

• memories (List[UserMemory]): List of memories to upsert
• deserialize (Optional[bool]): Whether to deserialize the memories. Defaults to True

Returns: List[Union[UserMemory, Dict[str, Any]]]