Add sudachi and jumanpp tokenizers for bert_japanese (#19043)

* add sudachipy and jumanpp tokenizers for bert_japanese

* use ImportError instead of ModuleNotFoundError in SudachiTokenizer and JumanppTokenizer

* put test cases of test_tokenization_bert_japanese in one line

* add require_sudachi and require_jumanpp decorator for testing

* add sudachi and pyknp(jumanpp) to dependencies

* remove sudachi_dict_small and sudachi_dict_full from dependencies

* empty commit for ci
This commit is contained in:
r-terada
2022-10-06 00:41:37 +09:00
committed by GitHub
parent 60db81ff60
commit 2f53ab5745
8 changed files with 373 additions and 7 deletions

View File

@@ -24,10 +24,12 @@ from transformers.models.bert_japanese.tokenization_bert_japanese import (
BertJapaneseTokenizer,
BertTokenizer,
CharacterTokenizer,
JumanppTokenizer,
MecabTokenizer,
SudachiTokenizer,
WordpieceTokenizer,
)
from transformers.testing_utils import custom_tokenizers
from transformers.testing_utils import custom_tokenizers, require_jumanpp, require_sudachi
from ...test_tokenization_common import TokenizerTesterMixin
@@ -172,6 +174,150 @@ class BertJapaneseTokenizationTest(TokenizerTesterMixin, unittest.TestCase):
["アップルストア", "", "iPhone", "", "", "発売", "", "", "", " ", ""],
)
@require_sudachi
def test_pickle_sudachi_tokenizer(self):
tokenizer = self.tokenizer_class(self.vocab_file, word_tokenizer_type="sudachi")
self.assertIsNotNone(tokenizer)
text = "こんにちは、世界。\nこんばんは、世界。"
tokens = tokenizer.tokenize(text)
self.assertListEqual(tokens, ["こんにちは", "", "世界", "", "こん", "##ばんは", "", "世界", ""])
self.assertListEqual(tokenizer.convert_tokens_to_ids(tokens), [3, 12, 10, 14, 4, 9, 12, 10, 14])
filename = os.path.join(self.tmpdirname, "tokenizer.bin")
with open(filename, "wb") as handle:
pickle.dump(tokenizer, handle)
with open(filename, "rb") as handle:
tokenizer_new = pickle.load(handle)
tokens_loaded = tokenizer_new.tokenize(text)
self.assertListEqual(tokens, tokens_loaded)
@require_sudachi
def test_sudachi_tokenizer_core(self):
tokenizer = SudachiTokenizer(sudachi_dict_type="core")
self.assertListEqual(
tokenizer.tokenize(" \tアップルストアでiPhone\n 発売された 。 "),
# fmt: off
[" ", "\t", "アップル", "ストア", "", "iPhone", "8", " ", "", " ", " ", "\n ", "発売", "", "", "", " ", "", " ", " "],
# fmt: on
)
@require_sudachi
def test_sudachi_tokenizer_split_mode_A(self):
tokenizer = SudachiTokenizer(sudachi_dict_type="core", sudachi_split_mode="A")
self.assertListEqual(tokenizer.tokenize("外国人参政権"), ["外国", "", "参政", ""])
@require_sudachi
def test_sudachi_tokenizer_split_mode_B(self):
tokenizer = SudachiTokenizer(sudachi_dict_type="core", sudachi_split_mode="B")
self.assertListEqual(tokenizer.tokenize("外国人参政権"), ["外国人", "参政権"])
@require_sudachi
def test_sudachi_tokenizer_split_mode_C(self):
tokenizer = SudachiTokenizer(sudachi_dict_type="core", sudachi_split_mode="C")
self.assertListEqual(tokenizer.tokenize("外国人参政権"), ["外国人参政権"])
@require_sudachi
def test_sudachi_tokenizer_lower(self):
tokenizer = SudachiTokenizer(do_lower_case=True, sudachi_dict_type="core")
self.assertListEqual(
tokenizer.tokenize(" \tアップルストアでiPhone\n 発売された 。 "),
# fmt: off
[" ", "\t", "アップル", "ストア", "", "iphone", "8", " ", "", " ", " ", "\n ", "発売", "", "", "", " ", "", " ", " "],
# fmt: on
)
@require_sudachi
def test_sudachi_tokenizer_no_normalize(self):
tokenizer = SudachiTokenizer(normalize_text=False, sudachi_dict_type="core")
self.assertListEqual(
tokenizer.tokenize(" \tアップルストアでiPhone\n 発売された 。 "),
# fmt: off
[" ", "\t", "アップル", "ストア", "", "iPhone", "", " ", "", " ", " ", "\n ", "発売", "", "", "", "\u3000", "", " ", " "],
# fmt: on
)
@require_sudachi
def test_sudachi_tokenizer_trim_whitespace(self):
tokenizer = SudachiTokenizer(trim_whitespace=True, sudachi_dict_type="core")
self.assertListEqual(
tokenizer.tokenize(" \tアップルストアでiPhone\n 発売された 。 "),
["アップル", "ストア", "", "iPhone", "8", "", "発売", "", "", "", ""],
)
@require_jumanpp
def test_pickle_jumanpp_tokenizer(self):
tokenizer = self.tokenizer_class(self.vocab_file, word_tokenizer_type="jumanpp")
self.assertIsNotNone(tokenizer)
text = "こんにちは、世界。\nこんばんは、世界。"
tokens = tokenizer.tokenize(text)
self.assertListEqual(tokens, ["こんにちは", "", "世界", "", "こん", "##ばんは", "", "世界", ""])
self.assertListEqual(tokenizer.convert_tokens_to_ids(tokens), [3, 12, 10, 14, 4, 9, 12, 10, 14])
filename = os.path.join(self.tmpdirname, "tokenizer.bin")
with open(filename, "wb") as handle:
pickle.dump(tokenizer, handle)
with open(filename, "rb") as handle:
tokenizer_new = pickle.load(handle)
tokens_loaded = tokenizer_new.tokenize(text)
self.assertListEqual(tokens, tokens_loaded)
@require_jumanpp
def test_jumanpp_tokenizer(self):
tokenizer = JumanppTokenizer()
self.assertListEqual(
tokenizer.tokenize(" \tアップルストアでiPhone\n 発売された 。 "),
# fmt: off
["アップル", "ストア", "", "iPhone", "8", "\u3000", "", "\u3000", "\u3000", "\u3000", "発売", "", "れた", "\u3000", ""],
# fmt: on
)
@require_jumanpp
def test_jumanpp_tokenizer_lower(self):
tokenizer = JumanppTokenizer(do_lower_case=True)
self.assertListEqual(
tokenizer.tokenize(" \tアップルストアでiPhone\n 発売された 。 "),
# fmt: off
["アップル", "ストア", "", "iphone", "8", "\u3000", "", "\u3000", "\u3000", "\u3000", "発売", "", "れた", "\u3000", ""],
# fmt: on
)
@require_jumanpp
def test_jumanpp_tokenizer_no_normalize(self):
tokenizer = JumanppTokenizer(normalize_text=False)
self.assertListEqual(
tokenizer.tokenize(" \tアップルストアでiPhone\n 発売された 。 "),
# fmt: off
["", "", "", "", "", "ストア", "", "iPhone", "", "\u3000", "", "\u3000", "\u3000", "\u3000", "発売", "", "れた", "\u3000", ""],
# fmt: on
)
@require_jumanpp
def test_jumanpp_tokenizer_trim_whitespace(self):
tokenizer = JumanppTokenizer(trim_whitespace=True)
self.assertListEqual(
tokenizer.tokenize(" \tアップルストアでiPhone\n 発売された 。 "),
["アップル", "ストア", "", "iPhone", "8", "", "発売", "", "れた", ""],
)
def test_wordpiece_tokenizer(self):
vocab_tokens = ["[UNK]", "[CLS]", "[SEP]", "こんにちは", "こん", "にちは", "ばんは", "##こん", "##にちは", "##ばんは"]