from dataclasses import dataclass from typing import Optional, Tuple import torch from transformers.file_utils import ModelOutput @dataclass class SpeechClassifierOutput(ModelOutput): loss: Optional[torch.FloatTensor] = None logits: torch.FloatTensor = None hidden_states: Optional[Tuple[torch.FloatTensor]] = None attentions: Optional[Tuple[torch.FloatTensor]] = None