def METHOD_NAME(self, hyperparameters: Dict[str, Any]):
    if self._enabled:
        self._optimized_mlflow_client.log_params(
            run_id=self._run_id,
            params=hyperparameters,
        )
        self._optimized_mlflow_client.flush(synchronous=False)