Instead of passing reference object passed the saved object, below is explanation which solve my issue:
//wrong
entityManager.persist(role);
user.setRole(role);
entityManager.persist(user)
//right
Role savedEntity= entityManager.persist(role);
user.setRole(savedEntity);
entityManager.persist(user)