import tensorflow as tf

import ultra.utils as utils


def sigmoid_prob(logits):
    return tf.sigmoid(logits - tf.reduce_mean(logits, -1, keep_dims=True))

class DLA_atten(BaseAlgorithm):
    """The Dual Learning Algorithm for unbiased learning to rank.
