import tensorflow as tf

        # applying maxnorm constraints easier
        rel_embedding_shape = [rel_cnt, self.embedding_size * self.embedding_size]
        entity_init = tf.truncated_normal(entity_embedding_shape, stddev=init_sd)
        rel_init = tf.truncated_normal(rel_embedding_shape, stddev=init_sd)
