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RedisDb implements the Db interface with Redis key-value storage for Agent, Team, and Workflow sessions, memories, knowledge, metrics, evals, cultural knowledge, traces, and spans. Records are stored as JSON strings under a configurable key prefix, with optional TTL expiry.

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Methods

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upsert_sessions

Upsert multiple sessions in one method call. Parameters:
  • sessions (List[Session]): List of sessions to upsert
  • deserialize (Optional[bool]): Whether to deserialize the sessions. Defaults to True
  • preserve_updated_at (bool): Whether to keep the sessions' existing updated_at timestamps. Defaults to False
Returns: List[Union[Session, Dict[str, Any]]]

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upsert_memories

Upsert multiple memories in one method call. Parameters:
  • memories (List[UserMemory]): List of memories to upsert
  • deserialize (Optional[bool]): Whether to deserialize the memories. Defaults to True
  • preserve_updated_at (bool): Whether to keep the memories' existing updated_at timestamps. Defaults to False
Returns: List[Union[UserMemory, Dict[str, Any]]]