





'''simple docstring'''

import os
import pickle
import unittest

from transformers import AutoTokenizer
from transformers.models.bert.tokenization_bert import BertTokenizer
from transformers.models.bert_japanese.tokenization_bert_japanese import (
    VOCAB_FILES_NAMES,
    BertJapaneseTokenizer,
    CharacterTokenizer,
    JumanppTokenizer,
    MecabTokenizer,
    SudachiTokenizer,
    WordpieceTokenizer,
)
from transformers.testing_utils import custom_tokenizers, require_jumanpp, require_sudachi

from ...test_tokenization_common import TokenizerTesterMixin






@custom_tokenizers
class   UpperCAmelCase      (			UpperCamelCase__     ,			unittest.TestCase							):
 __lowercase  						=							BertJapaneseTokenizer
 __lowercase  						=							False
 __lowercase  						=							True
 def 	UpperCAmelCase_				(							self :Optional[int]				)->				int:
     super().setUp()

     A__							=     [
         "[UNK]",
         "[CLS]",
         "[SEP]",
         "こんにちは",
         "こん",
         "にちは",
         "ばんは",
         "##こん",
         "##にちは",
         "##ばんは",
         "世界",
         "##世界",
         "、",
         "##、",
         "。",
         "##。",
     ]

     A__							=     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 	UpperCAmelCase_				(							self :Dict		,			lowercase_ :List[str]				)->				Union[str, Any]:
     A__							=     "こんにちは、世界。 \nこんばんは、世界。"
     A__							=     "こんにちは 、 世界 。 こんばんは 、 世界 。"
     return input_text, output_text
 def 	UpperCAmelCase_				(							self :Union[str, Any]		,			lowercase_ :List[str]				)->				Dict:
     A__,      A__							=     self.get_input_output_texts(lowercase_				)
     A__							=     tokenizer.encode(lowercase_		,			add_special_tokens=lowercase_				)
     A__							=     tokenizer.decode(lowercase_		,			clean_up_tokenization_spaces=lowercase_				)
     return text, ids
 def 	UpperCAmelCase_				(							self :Dict				)->				Tuple:
     pass  # TODO add if relevant
 def 	UpperCAmelCase_				(							self :Optional[Any]				)->				int:
     pass  # TODO add if relevant
 def 	UpperCAmelCase_				(							self :str				)->				Optional[int]:
     pass  # TODO add if relevant
 def 	UpperCAmelCase_				(							self :Optional[Any]				)->				Tuple:
     A__							=     self.tokenizer_class(self.vocab_file				)

     A__							=     tokenizer.tokenize("こんにちは、世界。\nこんばんは、世界。"				)
     self.assertListEqual(lowercase_		,			["こんにちは", "、", "世界", "。", "こん", "##ばんは", "、", "世界", "。"]				)
     self.assertListEqual(tokenizer.convert_tokens_to_ids(lowercase_				)		,			[3, 12, 10, 14, 4, 9, 12, 10, 14]				)
 def 	UpperCAmelCase_				(							self :List[Any]				)->				Any:
     A__							=     self.tokenizer_class(self.vocab_file		,			word_tokenizer_type="mecab"				)
     self.assertIsNotNone(lowercase_				)

     A__							=     "こんにちは、世界。\nこんばんは、世界。"
     A__							=     tokenizer.tokenize(lowercase_				)
     self.assertListEqual(lowercase_		,			["こんにちは", "、", "世界", "。", "こん", "##ばんは", "、", "世界", "。"]				)
     self.assertListEqual(tokenizer.convert_tokens_to_ids(lowercase_				)		,			[3, 12, 10, 14, 4, 9, 12, 10, 14]				)

     A__							=     os.path.join(self.tmpdirname		,			"tokenizer.bin"				)
     with open(lowercase_		,			"wb"				) as handle:
         pickle.dump(lowercase_		,			lowercase_				)

     with open(lowercase_		,			"rb"				) as handle:
         A__							=     pickle.load(lowercase_				)

     A__							=     tokenizer_new.tokenize(lowercase_				)

     self.assertListEqual(lowercase_		,			lowercase_				)
 def 	UpperCAmelCase_				(							self :Dict				)->				List[str]:
     A__							=     MecabTokenizer(mecab_dic="ipadic"				)

     self.assertListEqual(
         tokenizer.tokenize(" \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  "				)		,			["アップルストア", "で", "iPhone", "8", "が", "発売", "さ", "れ", "た", "。"]		,			)
 def 	UpperCAmelCase_				(							self :Tuple				)->				List[Any]:
     try:
         A__							=     MecabTokenizer(mecab_dic="unidic_lite"				)
     except ModuleNotFoundError:
         return

     self.assertListEqual(
         tokenizer.tokenize(" \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  "				)		,			["アップル", "ストア", "で", "iPhone", "8", "が", "発売", "さ", "れ", "た", "。"]		,			)
 def 	UpperCAmelCase_				(							self :Any				)->				Union[str, Any]:
     try:
         A__							=     MecabTokenizer(mecab_dic="unidic"				)
     except ModuleNotFoundError:
         return

     self.assertListEqual(
         tokenizer.tokenize(" \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  "				)		,			["アップル", "ストア", "で", "iPhone", "8", "が", "発売", "さ", "れ", "た", "。"]		,			)
 def 	UpperCAmelCase_				(							self :str				)->				int:
     A__							=     MecabTokenizer(do_lower_case=lowercase_		,			mecab_dic="ipadic"				)

     self.assertListEqual(
         tokenizer.tokenize(" \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  "				)		,			["アップルストア", "で", "iphone", "8", "が", "発売", "さ", "れ", "た", "。"]		,			)
 def 	UpperCAmelCase_				(							self :Union[str, Any]				)->				Optional[int]:
     try:
         A__							=     MecabTokenizer(
             do_lower_case=lowercase_		,			normalize_text=lowercase_		,			mecab_option="-d /usr/local/lib/mecab/dic/jumandic"				)
     except RuntimeError:
         # if dict doesn't exist in the system, previous code raises this error.
         return

     self.assertListEqual(
         tokenizer.tokenize(" \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  "				)		,			["ｱｯﾌﾟﾙストア", "で", "iPhone", "８", "が", "発売", "さ", "れた", "\u3000", "。"]		,			)
 def 	UpperCAmelCase_				(							self :int				)->				Union[str, Any]:
     A__							=     MecabTokenizer(normalize_text=lowercase_		,			mecab_dic="ipadic"				)

     self.assertListEqual(
         tokenizer.tokenize(" \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  "				)		,			["ｱｯﾌﾟﾙストア", "で", "iPhone", "８", "が", "発売", "さ", "れ", "た", "　", "。"]		,			)
 @require_sudachi
 def 	UpperCAmelCase_				(							self :List[Any]				)->				Dict:
     A__							=     self.tokenizer_class(self.vocab_file		,			word_tokenizer_type="sudachi"				)
     self.assertIsNotNone(lowercase_				)

     A__							=     "こんにちは、世界。\nこんばんは、世界。"
     A__							=     tokenizer.tokenize(lowercase_				)
     self.assertListEqual(lowercase_		,			["こんにちは", "、", "世界", "。", "こん", "##ばんは", "、", "世界", "。"]				)
     self.assertListEqual(tokenizer.convert_tokens_to_ids(lowercase_				)		,			[3, 12, 10, 14, 4, 9, 12, 10, 14]				)

     A__							=     os.path.join(self.tmpdirname		,			"tokenizer.bin"				)
     with open(lowercase_		,			"wb"				) as handle:
         pickle.dump(lowercase_		,			lowercase_				)

     with open(lowercase_		,			"rb"				) as handle:
         A__							=     pickle.load(lowercase_				)

     A__							=     tokenizer_new.tokenize(lowercase_				)

     self.assertListEqual(lowercase_		,			lowercase_				)
 @require_sudachi
 def 	UpperCAmelCase_				(							self :Any				)->				Union[str, Any]:
     A__							=     SudachiTokenizer(sudachi_dict_type="core"				)

     self.assertListEqual(
         tokenizer.tokenize(" \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  "				)		,			[" ", "\t", "アップル", "ストア", "で", "iPhone", "8", " ", "が", " ", " ", "\n ", "発売", "さ", "れ", "た", " ", "。", " ", " "]		,			)
 @require_sudachi
 def 	UpperCAmelCase_				(							self :Tuple				)->				List[Any]:
     A__							=     SudachiTokenizer(sudachi_dict_type="core"		,			sudachi_split_mode="A"				)

     self.assertListEqual(tokenizer.tokenize("外国人参政権"				)		,			["外国", "人", "参政", "権"]				)
 @require_sudachi
 def 	UpperCAmelCase_				(							self :List[str]				)->				Dict:
     A__							=     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 	UpperCAmelCase_				(							self :str				)->				int:
     A__							=     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 	UpperCAmelCase_				(							self :List[Any]				)->				Optional[int]:
     A__							=     SudachiTokenizer(do_lower_case=lowercase_		,			sudachi_dict_type="core"				)

     self.assertListEqual(
         tokenizer.tokenize(" \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  "				)		,			[" ", "\t", "アップル", "ストア", "で", "iphone", "8", " ", "が", " ", " ", "\n ", "発売", "さ", "れ", "た", " ", "。", " ", " "]		,			)
 @require_sudachi
 def 	UpperCAmelCase_				(							self :str				)->				int:
     A__							=     SudachiTokenizer(normalize_text=lowercase_		,			sudachi_dict_type="core"				)

     self.assertListEqual(
         tokenizer.tokenize(" \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  "				)		,			[" ", "\t", "ｱｯﾌﾟﾙ", "ストア", "で", "iPhone", "８", " ", "が", " ", " ", "\n ", "発売", "さ", "れ", "た", "\u3000", "。", " ", " "]		,			)
 @require_sudachi
 def 	UpperCAmelCase_				(							self :Dict				)->				int:
     A__							=     SudachiTokenizer(trim_whitespace=lowercase_		,			sudachi_dict_type="core"				)

     self.assertListEqual(
         tokenizer.tokenize(" \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  "				)		,			["アップル", "ストア", "で", "iPhone", "8", "が", "発売", "さ", "れ", "た", "。"]		,			)
 @require_jumanpp
 def 	UpperCAmelCase_				(							self :Dict				)->				str:
     A__							=     self.tokenizer_class(self.vocab_file		,			word_tokenizer_type="jumanpp"				)
     self.assertIsNotNone(lowercase_				)

     A__							=     "こんにちは、世界。\nこんばんは、世界。"
     A__							=     tokenizer.tokenize(lowercase_				)
     self.assertListEqual(lowercase_		,			["こんにちは", "、", "世界", "。", "こん", "##ばんは", "、", "世界", "。"]				)
     self.assertListEqual(tokenizer.convert_tokens_to_ids(lowercase_				)		,			[3, 12, 10, 14, 4, 9, 12, 10, 14]				)

     A__							=     os.path.join(self.tmpdirname		,			"tokenizer.bin"				)
     with open(lowercase_		,			"wb"				) as handle:
         pickle.dump(lowercase_		,			lowercase_				)

     with open(lowercase_		,			"rb"				) as handle:
         A__							=     pickle.load(lowercase_				)

     A__							=     tokenizer_new.tokenize(lowercase_				)

     self.assertListEqual(lowercase_		,			lowercase_				)
 @require_jumanpp
 def 	UpperCAmelCase_				(							self :List[str]				)->				Tuple:
     A__							=     JumanppTokenizer()

     self.assertListEqual(
         tokenizer.tokenize(" \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  "				)		,			["アップル", "ストア", "で", "iPhone", "8", "\u3000", "が", "\u3000", "\u3000", "\u3000", "発売", "さ", "れた", "\u3000", "。"]		,			)
 @require_jumanpp
 def 	UpperCAmelCase_				(							self :Tuple				)->				str:
     A__							=     JumanppTokenizer(do_lower_case=lowercase_				)

     self.assertListEqual(
         tokenizer.tokenize(" \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  "				)		,			["アップル", "ストア", "で", "iphone", "8", "\u3000", "が", "\u3000", "\u3000", "\u3000", "発売", "さ", "れた", "\u3000", "。"]		,			)
 @require_jumanpp
 def 	UpperCAmelCase_				(							self :List[Any]				)->				List[str]:
     A__							=     JumanppTokenizer(normalize_text=lowercase_				)

     self.assertListEqual(
         tokenizer.tokenize(" \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  "				)		,			["ｱ", "ｯ", "ﾌ", "ﾟ", "ﾙ", "ストア", "で", "iPhone", "８", "\u3000", "が", "\u3000", "\u3000", "\u3000", "発売", "さ", "れた", "\u3000", "。"]		,			)
 @require_jumanpp
 def 	UpperCAmelCase_				(							self :List[str]				)->				List[Any]:
     A__							=     JumanppTokenizer(trim_whitespace=lowercase_				)

     self.assertListEqual(
         tokenizer.tokenize(" \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  "				)		,			["アップル", "ストア", "で", "iPhone", "8", "が", "発売", "さ", "れた", "。"]		,			)
 @require_jumanpp
 def 	UpperCAmelCase_				(							self :Any				)->				str:
     A__							=     JumanppTokenizer()

     self.assertListEqual(
         tokenizer.tokenize("ありがとうございますm(_ _)ｍ見つけるのが大変です。"				)		,			["ありがとう", "ございます", "m(_ _)m", "見つける", "の", "が", "大変です", "。"]		,			)
 def 	UpperCAmelCase_				(							self :Any				)->				Dict:
     A__							=     ["[UNK]", "[CLS]", "[SEP]", "こんにちは", "こん", "にちは", "ばんは", "##こん", "##にちは", "##ばんは"]

     A__							=     {}
     for i, token in enumerate(lowercase_				):
         A__							=     i
     A__							=     WordpieceTokenizer(vocab=lowercase_		,			unk_token="[UNK]"				)

     self.assertListEqual(tokenizer.tokenize(""				)		,			[]				)

     self.assertListEqual(tokenizer.tokenize("こんにちは"				)		,			["こんにちは"]				)

     self.assertListEqual(tokenizer.tokenize("こんばんは"				)		,			["こん", "##ばんは"]				)

     self.assertListEqual(tokenizer.tokenize("こんばんは こんばんにちは こんにちは"				)		,			["こん", "##ばんは", "[UNK]", "こんにちは"]				)
 def 	UpperCAmelCase_				(							self :Tuple				)->				Optional[int]:
     A__							=     BertJapaneseTokenizer.from_pretrained("nlp-waseda/roberta-base-japanese-with-auto-jumanpp"				)
     A__							=     tokenizer.subword_tokenizer

     A__							=     subword_tokenizer.tokenize("国境 の 長い トンネル を 抜ける と 雪国 であった 。"				)
     self.assertListEqual(lowercase_		,			["▁国境", "▁の", "▁長い", "▁トンネル", "▁を", "▁抜ける", "▁と", "▁雪", "国", "▁であった", "▁。"]				)

     A__							=     subword_tokenizer.tokenize("こんばんは こんばん にち は こんにちは"				)
     self.assertListEqual(lowercase_		,			["▁こん", "ばん", "は", "▁こん", "ばん", "▁に", "ち", "▁は", "▁こんにちは"]				)



 def 	UpperCAmelCase_				(							self :Any				)->				Optional[int]:
     A__							=     self.tokenizer_class.from_pretrained("cl-tohoku/bert-base-japanese"				)

     A__							=     tokenizer.encode("ありがとう。"		,			add_special_tokens=lowercase_				)
     A__							=     tokenizer.encode("どういたしまして。"		,			add_special_tokens=lowercase_				)

     A__							=     tokenizer.build_inputs_with_special_tokens(lowercase_				)
     A__							=     tokenizer.build_inputs_with_special_tokens(lowercase_		,			lowercase_				)

     # 2 is for "[CLS]", 3 is for "[SEP]"
     assert encoded_sentence == [2] + text + [3]
     assert encoded_pair == [2] + text + [3] + text_a + [3]






@custom_tokenizers
class   UpperCAmelCase      (			UpperCamelCase__     ,			unittest.TestCase							):
 __lowercase  						=							BertJapaneseTokenizer
 __lowercase  						=							False
 def 	UpperCAmelCase_				(							self :Any				)->				Dict:
     super().setUp()

     A__							=     ["[UNK]", "[CLS]", "[SEP]", "こ", "ん", "に", "ち", "は", "ば", "世", "界", "、", "。"]

     A__							=     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 	UpperCAmelCase_				(							self :Any		,			**lowercase_ :int				)->				str:
     return BertJapaneseTokenizer.from_pretrained(self.tmpdirname		,			subword_tokenizer_type="character"		,			**lowercase_				)
 def 	UpperCAmelCase_				(							self :Dict		,			lowercase_ :Optional[Any]				)->				Any:
     A__							=     "こんにちは、世界。 \nこんばんは、世界。"
     A__							=     "こ ん に ち は 、 世 界 。 こ ん ば ん は 、 世 界 。"
     return input_text, output_text
 def 	UpperCAmelCase_				(							self :Any				)->				Union[str, Any]:
     pass  # TODO add if relevant
 def 	UpperCAmelCase_				(							self :Dict				)->				List[str]:
     pass  # TODO add if relevant
 def 	UpperCAmelCase_				(							self :int				)->				Any:
     pass  # TODO add if relevant
 def 	UpperCAmelCase_				(							self :List[Any]				)->				str:
     A__							=     self.tokenizer_class(self.vocab_file		,			subword_tokenizer_type="character"				)

     A__							=     tokenizer.tokenize("こんにちは、世界。 \nこんばんは、世界。"				)
     self.assertListEqual(
         lowercase_		,			["こ", "ん", "に", "ち", "は", "、", "世", "界", "。", "こ", "ん", "ば", "ん", "は", "、", "世", "界", "。"]				)
     self.assertListEqual(
         tokenizer.convert_tokens_to_ids(lowercase_				)		,			[3, 4, 5, 6, 7, 11, 9, 10, 12, 3, 4, 8, 4, 7, 11, 9, 10, 12]				)
 def 	UpperCAmelCase_				(							self :Any				)->				Any:
     A__							=     ["[UNK]", "[CLS]", "[SEP]", "こ", "ん", "に", "ち", "は", "ば", "世", "界", "、", "。"]

     A__							=     {}
     for i, token in enumerate(lowercase_				):
         A__							=     i
     A__							=     CharacterTokenizer(vocab=lowercase_		,			unk_token="[UNK]"				)

     self.assertListEqual(tokenizer.tokenize(""				)		,			[]				)

     self.assertListEqual(tokenizer.tokenize("こんにちは"				)		,			["こ", "ん", "に", "ち", "は"]				)

     self.assertListEqual(tokenizer.tokenize("こんにちほ"				)		,			["こ", "ん", "に", "ち", "[UNK]"]				)



 def 	UpperCAmelCase_				(							self :Any				)->				str:
     A__							=     self.tokenizer_class.from_pretrained("cl-tohoku/bert-base-japanese-char"				)

     A__							=     tokenizer.encode("ありがとう。"		,			add_special_tokens=lowercase_				)
     A__							=     tokenizer.encode("どういたしまして。"		,			add_special_tokens=lowercase_				)

     A__							=     tokenizer.build_inputs_with_special_tokens(lowercase_				)
     A__							=     tokenizer.build_inputs_with_special_tokens(lowercase_		,			lowercase_				)

     # 2 is for "[CLS]", 3 is for "[SEP]"
     assert encoded_sentence == [2] + text + [3]
     assert encoded_pair == [2] + text + [3] + text_a + [3]






@custom_tokenizers
class   UpperCAmelCase      (			unittest.TestCase							):
 def 	UpperCAmelCase_				(							self :str				)->				Optional[Any]:
     A__							=     "cl-tohoku/bert-base-japanese"
     A__							=     AutoTokenizer.from_pretrained(lowercase_				)
     self.assertIsInstance(lowercase_		,			lowercase_				)






class   UpperCAmelCase      (			unittest.TestCase							):
 def 	UpperCAmelCase_				(							self :Any				)->				Dict:
     A__							=     "cl-tohoku/bert-base-japanese"
     with self.assertLogs("transformers"		,			level="WARNING"				) as cm:
         BertTokenizer.from_pretrained(lowercase_				)
         self.assertTrue(
             cm.records[0].message.startswith(
                 "The tokenizer class you load from this checkpoint is not the same type as the class this function"
                 " is called from."				)				)
     A__							=     "bert-base-cased"
     with self.assertLogs("transformers"		,			level="WARNING"				) as cm:
         BertJapaneseTokenizer.from_pretrained(lowercase_				)
         self.assertTrue(
             cm.records[0].message.startswith(
                 "The tokenizer class you load from this checkpoint is not the same type as the class this function"
                 " is called from."				)				)










'''simple docstring'''

from collections import OrderedDict
from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


__lowerCAmelCase				:      Optional[Any]						      =logging.get_logger(__name__)

__lowerCAmelCase				:      str						      ={
    "distilbert-base-uncased": "https://huggingface.co/distilbert-base-uncased/resolve/main/config.json",
    "distilbert-base-uncased-distilled-squad": (
        "https://huggingface.co/distilbert-base-uncased-distilled-squad/resolve/main/config.json"
    ),
    "distilbert-base-cased": "https://huggingface.co/distilbert-base-cased/resolve/main/config.json",
    "distilbert-base-cased-distilled-squad": (
        "https://huggingface.co/distilbert-base-cased-distilled-squad/resolve/main/config.json"
    ),
    "distilbert-base-german-cased": "https://huggingface.co/distilbert-base-german-cased/resolve/main/config.json",
    "distilbert-base-multilingual-cased": (
        "https://huggingface.co/distilbert-base-multilingual-cased/resolve/main/config.json"
    ),
    "distilbert-base-uncased-finetuned-sst-2-english": (
        "https://huggingface.co/distilbert-base-uncased-finetuned-sst-2-english/resolve/main/config.json"
    ),
}






class   UpperCAmelCase      (			UpperCamelCase__							):
 __lowercase  						=							"""distilbert"""
 __lowercase  						=							{
     """hidden_size""": """dim""",
     """num_attention_heads""": """n_heads""",
     """num_hidden_layers""": """n_layers""",
 }
 def __init__(							self :Tuple		,			lowercase_ :List[str]=3_05_22		,			lowercase_ :Tuple=5_12		,			lowercase_ :List[str]=False		,			lowercase_ :int=6		,			lowercase_ :Optional[int]=12		,			lowercase_ :Optional[int]=7_68		,			lowercase_ :str=4 * 7_68		,			lowercase_ :List[Any]=0.1		,			lowercase_ :str=0.1		,			lowercase_ :Optional[int]="gelu"		,			lowercase_ :Optional[Any]=0.0_2		,			lowercase_ :Optional[Any]=0.1		,			lowercase_ :List[Any]=0.2		,			lowercase_ :str=0		,			**lowercase_ :Union[str, Any]		,			)->				str:
     A__							=     vocab_size
     A__							=     max_position_embeddings
     A__							=     sinusoidal_pos_embds
     A__							=     n_layers
     A__							=     n_heads
     A__							=     dim
     A__							=     hidden_dim
     A__							=     dropout
     A__							=     attention_dropout
     A__							=     activation
     A__							=     initializer_range
     A__							=     qa_dropout
     A__							=     seq_classif_dropout
     super().__init__(**lowercase_		,			pad_token_id=lowercase_				)






class   UpperCAmelCase      (			UpperCamelCase__							):
 @property
 def 	UpperCAmelCase_				(							self :List[str]				)->				Mapping[str, Mapping[int, str]]:
     if self.task == "multiple-choice":
         A__							=     {0: "batch", 1: "choice", 2: "sequence"}
     else:
         A__							=     {0: "batch", 1: "sequence"}
     return OrderedDict(
         [
             ("input_ids", dynamic_axis),
             ("attention_mask", dynamic_axis),
         ]				)



