# coding=utf-8 # Copyright 2019 HuggingFace Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from __future__ import absolute_import, division, print_function, unicode_literals import os import sys from io import open if sys.version_info[0] == 3: unicode = str if sys.version_info[0] == 2: import cPickle as pickle else: import pickle def create_and_check_save_and_load_tokenizer(tester, tokenizer_class, *inputs, **kwargs): tokenizer = tokenizer_class(*inputs, **kwargs) before_tokens = tokenizer.encode(u"He is very happy, UNwant\u00E9d,running") vocab_path="/tmp/" output_files = tokenizer.save_vocabulary(vocab_path=vocab_path) tokenizer = tokenizer.from_pretrained(vocab_path) for f in output_files: os.remove(f) after_tokens = tokenizer.encode(u"He is very happy, UNwant\u00E9d,running") tester.assertListEqual(before_tokens, after_tokens) def create_and_check_pickle_tokenizer(tester, tokenizer_class, *inputs, **kwargs): tokenizer = tokenizer_class(*inputs, **kwargs) text = u"Munich and Berlin are nice cities" filename = u"/tmp/tokenizer.bin" subwords = tokenizer.tokenize(text) pickle.dump(tokenizer, open(filename, "wb")) tokenizer_new = pickle.load(open(filename, "rb")) subwords_loaded = tokenizer_new.tokenize(text) tester.assertListEqual(subwords, subwords_loaded) def create_and_check_required_methods_tokenizer(tester, tokenizer_class, *inputs, **kwargs): tokenizer = tokenizer_class(*inputs, **kwargs) text = u"He is very happy, UNwant\u00E9d,running" tokens = tokenizer.tokenize(text) ids = tokenizer.convert_tokens_to_ids(tokens) ids_2 = tokenizer.encode(text) tester.assertListEqual(ids, ids_2) tokens_2 = tokenizer.convert_ids_to_tokens(ids) text_2 = tokenizer.decode(ids) tester.assertNotEqual(len(tokens_2), 0) tester.assertIsInstance(text_2, (str, unicode)) def create_and_check_tokenizer_commons(tester, tokenizer_class, *inputs, **kwargs): create_and_check_required_methods_tokenizer(tester, tokenizer_class, *inputs, **kwargs) create_and_check_save_and_load_tokenizer(tester, tokenizer_class, *inputs, **kwargs) create_and_check_pickle_tokenizer(tester, tokenizer_class, *inputs, **kwargs)