# coding=utf-8 # Copyright 2018 The Google AI Language Team Authors. # # 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 unittest from pytorch_transformers.tokenization_roberta import RobertaTokenizer, VOCAB_FILES_NAMES from .tokenization_tests_commons import create_and_check_tokenizer_commons, TemporaryDirectory class RobertaTokenizationTest(unittest.TestCase): def test_full_tokenizer(self): """ Adapted from Sennrich et al. 2015 and https://github.com/rsennrich/subword-nmt """ vocab = ["l", "o", "w", "e", "r", "s", "t", "i", "d", "n", "lo", "low", "er", "low", "lowest", "newer", "wider", ""] vocab_tokens = dict(zip(vocab, range(len(vocab)))) special_tokens_map = {"unk_token": ""} with TemporaryDirectory() as tmpdirname: vocab_file = os.path.join(tmpdirname, VOCAB_FILES_NAMES['vocab_file']) with open(vocab_file, "w") as fp: [fp.write(f"{vocab} {index}\n") for index, vocab in enumerate(vocab_tokens)] input_text = u"lower newer" output_text = u"lowernewer" create_and_check_tokenizer_commons(self, input_text, output_text, RobertaTokenizer, tmpdirname, **special_tokens_map) tokenizer = RobertaTokenizer(vocab_file, **special_tokens_map) text = "lower" bpe_tokens = ["low", "er"] tokens = tokenizer.tokenize(text) self.assertListEqual(tokens, bpe_tokens) input_tokens = tokens + [tokenizer.unk_token] input_bpe_tokens = [13, 12, 17] self.assertListEqual( tokenizer.convert_tokens_to_ids(input_tokens), input_bpe_tokens) if __name__ == '__main__': unittest.main()