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 upsertdeserialize(Optional[bool]): Whether to deserialize the sessions. Defaults toTrue
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 upsertdeserialize(Optional[bool]): Whether to deserialize the memories. Defaults toTrue
List[Union[UserMemory, Dict[str, Any]]]