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MySQLDb is a class that implements the Db interface using MySQL as the backend storage system. It provides robust, relational storage for agent sessions with support for JSONB data types, schema versioning, and efficient querying.
ParameterTypeDefaultDescription
db_engineOptional[Engine]-The SQLAlchemy database engine to use.
db_schemaOptional[str]-The database schema to use.
db_urlOptional[str]-The database URL to connect to.
session_tableOptional[str]-Name of the table to store Agent, Team and Workflow sessions.
memory_tableOptional[str]-Name of the table to store memories.
metrics_tableOptional[str]-Name of the table to store metrics.
eval_tableOptional[str]-Name of the table to store evaluation runs data.
knowledge_tableOptional[str]-Name of the table to store knowledge content.

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]]]