def METHOD_NAME(
    self,
    process_ind: int,
    total_processes: int,
    devices: Optional[List[int]] = None,
    seeds: Optional[List[int]] = None,
    deterministic_cudnn: bool = False,
) -> Dict[str, Any]:
    return self._get_sampler_args(process_ind=process_ind, mode="valid")