import numpy as np


def binary_focal_loss(logits, targets, gamma=2.0, alpha=None):
    raise NotImplementedError


def binary_focal_grad(logits, targets, gamma=2.0, alpha=None):
    raise NotImplementedError


def focal_loss(logits, targets, gamma=2.0, alpha=None):
    raise NotImplementedError