def METHOD_NAME(self) -> None:
    """
    Overrides the HybridEngineContainer implementation.
    The alternative layout of the QKV matrix for Megatron is such that each head's Q, K, and V
    are sequential in memory. This is different from the default layout in which all of the Qs
    are sequential, followed by all of the Ks, and then all of the Vs. Here, we take the default
    layout and transform it to the inference layout.
    """
    if hasattr(self.qkvw, 'ds_id'):
        from deepspeed.runtime.zero import GatheredParameters
        from deepspeed.runtime.zero.partition_parameters import ZeroParamStatus
        param_list = [self.qkvw, self.qkvb]
        non_active_params = [param for param in param_list if (hasattr(param, 'ds_id') and \
                        param.ds_status == ZeroParamStatus.NOT_AVAILABLE)]
        with GatheredParameters(non_active_params):
            self._align_qkv(self.qkvw)
            self._align_qkv(self.qkvb)
    else:
        self._align_qkv(self.qkvw)
        self._align_qkv(self.qkvb)