import tensorflow as tf

        tf.identity(truncated_learning_rate, name='learning_rate')
        tf.summary.scalar('learning_rate', truncated_learning_rate)

        optimizer = tf.train.MomentumOptimizer(learning_rate=truncated_learning_rate,
                                                momentum=params['momentum'])

