class UnifiedAudioModel:
    def __init__:
        super.__init__
        # 双编码器体系:上下两个平行宇宙终于相遇
        self._audio_encoder = ConformerEncoder
        self._text_encoder = TransformerEncoder
        # 量子纠缠机制建立不同维度间的桥梁
        self._modal_attention = CrossAttention
        # 生成引擎:不再是被动响应而是主动创造
        self._decoder = AutoregressiveDecoder
    def forward:
        # 模式选择器:根据输入决定启动哪个编码路径
        if audio_input is not None:
            audio_emb = self._audio_encoder
            text_emb = None
            mode = 'audio_initiated'
        elif text_input is not None:
            text_emb = self._text_encoder
            mode = 'text_initiated'
        # 当两者皆备时触发协同进化过程
        if audio_emb is not None and text_emb is not None:
            fused_emb = self._modal_attention(audio_emb=audio_emb,
                                            text=text_emb,
                                            fusion_strategy=mode)
            output = fused_emb + self._decoder
            return output
    def stream_response:
        """流式响应机制"""
        raise NotImplementedError
    def creative_rewrite:
        """创意重写引擎"""
    def multimodal_adaptation:
        """多模态自适应系统"""
    def emotion_transfer:
        """情感迁移功嫩"""
    def meta_learning:
        """元学习模块"""
    def uncertainty_estimation:
        """不确定性估计机制"""