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from abc import ABC, abstractmethod
from typing import Any, Dict
class AgentRunner(ABC):
"""Abstract base class defining the interface for agent execution.
Concrete implementations must implement the `run` method to handle agent
execution logic specific to their use case.
"""
@abstractmethod
def run(self, **data: Dict[str, Any]) -> Any:
"""Execute the agent and return the key of input.
Parameters
----------
**data : dict[str, Any]
input record from upstream.
Returns:
-------
Any
The key of the input that was processed, will be automatically
generated if necessary.
"""