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# coding=utf-8 | |
# Copyright 2018 LXMERT Authors, The Hugging Face Team. | |
# | |
# 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. | |
import os | |
import unittest | |
from transformers import LxmertTokenizer, LxmertTokenizerFast | |
from transformers.models.bert.tokenization_bert import VOCAB_FILES_NAMES | |
from transformers.testing_utils import require_tokenizers | |
from ...test_tokenization_common import TokenizerTesterMixin | |
class LxmertTokenizationTest(TokenizerTesterMixin, unittest.TestCase): | |
tokenizer_class = LxmertTokenizer | |
rust_tokenizer_class = LxmertTokenizerFast | |
test_rust_tokenizer = True | |
space_between_special_tokens = True | |
def setUp(self): | |
super().setUp() | |
vocab_tokens = [ | |
"[UNK]", | |
"[CLS]", | |
"[SEP]", | |
"want", | |
"##want", | |
"##ed", | |
"wa", | |
"un", | |
"runn", | |
"##ing", | |
",", | |
"low", | |
"lowest", | |
] | |
self.vocab_file = os.path.join(self.tmpdirname, VOCAB_FILES_NAMES["vocab_file"]) | |
with open(self.vocab_file, "w", encoding="utf-8") as vocab_writer: | |
vocab_writer.write("".join([x + "\n" for x in vocab_tokens])) | |
def get_input_output_texts(self, tokenizer): | |
input_text = "UNwant\u00E9d,running" | |
output_text = "unwanted, running" | |
return input_text, output_text | |
def test_full_tokenizer(self): | |
tokenizer = self.tokenizer_class(self.vocab_file) | |
tokens = tokenizer.tokenize("UNwant\u00E9d,running") | |
self.assertListEqual(tokens, ["un", "##want", "##ed", ",", "runn", "##ing"]) | |
self.assertListEqual(tokenizer.convert_tokens_to_ids(tokens), [7, 4, 5, 10, 8, 9]) | |
def test_rust_and_python_full_tokenizers(self): | |
if not self.test_rust_tokenizer: | |
return | |
tokenizer = self.get_tokenizer() | |
rust_tokenizer = self.get_rust_tokenizer() | |
sequence = "I was born in 92000, and this is falsé." | |
tokens = tokenizer.tokenize(sequence) | |
rust_tokens = rust_tokenizer.tokenize(sequence) | |
self.assertListEqual(tokens, rust_tokens) | |
ids = tokenizer.encode(sequence, add_special_tokens=False) | |
rust_ids = rust_tokenizer.encode(sequence, add_special_tokens=False) | |
self.assertListEqual(ids, rust_ids) | |
rust_tokenizer = self.get_rust_tokenizer() | |
ids = tokenizer.encode(sequence) | |
rust_ids = rust_tokenizer.encode(sequence) | |
self.assertListEqual(ids, rust_ids) | |