from typing import Optional
from typing import Tuple

import torch


class AbsProfileAug(torch.nn.Module):
    """Abstract class for the augmentation of profile

    The process-flow:

    Frontend --> SpecAug -> Normalization -> Encoder -> Decoder
             `-> ProfileAug   ->   Speaker Encoder --'
    """

    def forward(
        self, x: torch.Tensor, x_lengths: torch.Tensor = None,
            profile: torch.Tensor = None, profile_lengths: torch.Tensor = None,
            binary_labels: torch.Tensor = None, labels_length: torch.Tensor = None,
    ) -> Tuple[torch.Tensor, Optional[torch.Tensor], Optional[torch.Tensor]]:

        raise NotImplementedError