test = [hey how you doing?, did you eat? , how was your day?, the car looks so new, the bike is mine,......]

tf.logging.set_verbosity(tf.logging.ERROR)
with tf.Session() as session:
    session.run([tf.global_variables_initializer(),
tf.tables_initializer()])
    message_embeddings = session.run(embed(test))

import multiprocessing as mp
pool = mp.Pool(mp.cpu_count())

def embed(row):
    tf.logging.set_verbosity(tf.logging.ERROR)
    with tf.Session() as session:
        session.run([tf.global_variables_initializer(),
    tf.tables_initializer()])
        message_embeddings = session.run(embed(row))
    return(message_embeddings)

result = pool.map(embed, [row for row in test])