def METHOD_NAME(self, weights: nn.Parameter) -> nn.Parameter:
    """Normalize weights.
    Args:
        weights (nn.Parameter): Weights to be normalized.
    Returns:
        nn.Parameters: Normalized weights.
    """
    abs_weights = torch.abs(weights)
    normalized_weights = abs_weights / torch.sum(abs_weights)
    return normalized_weights