import tensorflow as tf

            inputs=inputs, filter_depth=filter_depth1, kernel_size=1,
            stride=1, padding="same",
        )

        x = self.__batch_norm("{}2a".format(bn_name_base), x)
        x = tf.nn.relu(x)

        x = self.__conv2d(
            name="{}2b".format(conv_name_base),
            inputs=x, filter_depth=filter_depth2, kernel_size=kernel_size,
