I found the solution, but there is still one question remained unanswered, which is, how to change the directory after creating FS. To change the default path, all is needed to set the path argument in
fs = feature_store.FeatureStoreClient()
fs.create_table(name= '', primary_keys = [], .., path = "user given path")