import tensorflow as tf


        with tf.device('/cpu:0'), tf.name_scope("embedding_head"):
            W_head = tf.get_variable("embed_W_head", [num_quantized_chars, embedding_size], initializer=initializer)
            embedded_head = tf.nn.embedding_lookup(W_head, self.input_head)
