import numpy as np
import torch

class BaseEncoder:
    """Abstract base class for all encoders."""
    def encode(self, data: np.ndarray) -> torch.Tensor:
        """
        Convert static data (e.g., image, waveform) into spike tensor (T, input_dim).
        """
        raise NotImplementedError