



import itertools
import json
import os
import unittest

from transformers import AddedToken, LongformerTokenizer, LongformerTokenizerFast
from transformers.models.longformer.tokenization_longformer import VOCAB_FILES_NAMES
from transformers.testing_utils import require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin



@require_tokenizers
class       UpperCAmelCase__(							lowerCamelCase     ,							unittest.TestCase	):

			'''simple docstring'''




			A    :  Any       				=    LongformerTokenizer
			A    :  int       				=    True
			A    :  Optional[int]       				=    LongformerTokenizerFast
			A    :  Optional[Any]       				=    True


			def 			UpperCAmelCase		(						self  :			List[str])	->				int:




									"""simple docstring"""

									super().setUp()

									# Adapted from Sennrich et al. 2015 and https://github.com/rsennrich/subword-nmt
									lowercase__     =  [
									    'l',
									    'o',
									    'w',
									    'e',
									    'r',
									    's',
									    't',
									    'i',
									    'd',
									    'n',
									    '\u0120',
									    '\u0120l',
									    '\u0120n',
									    '\u0120lo',
									    '\u0120low',
									    'er',
									    '\u0120lowest',
									    '\u0120newer',
									    '\u0120wider',
									    '<unk>',
									]
									lowercase__     =  dict(zip(lowerCAmelCase			,				range(len(lowerCAmelCase))))
									lowercase__     =  ['#version: 0.2', '\u0120 l', '\u0120l o', '\u0120lo w', 'e r', '']
									lowercase__     =  {'unk_token': '<unk>'}

									lowercase__     =  os.path.join(self.tmpdirname			,				VOCAB_FILES_NAMES['vocab_file'])
									lowercase__     =  os.path.join(self.tmpdirname			,				VOCAB_FILES_NAMES['merges_file'])
									with open(self.vocab_file			,				'w'			,				encoding='utf-8') as fp:
															fp.write(json.dumps(lowerCAmelCase) + '\n')
									with open(self.merges_file			,				'w'			,				encoding='utf-8') as fp:
															fp.write('\n'.join(lowerCAmelCase))


			def 			UpperCAmelCase		(						self  :			List[Any]			,				**lowerCAmelCase  :			List[Any])	->				Any:




									"""simple docstring"""

									kwargs.update(self.special_tokens_map)
									return self.tokenizer_class.from_pretrained(self.tmpdirname			,				**lowerCAmelCase)


			def 			UpperCAmelCase		(						self  :			Tuple			,				**lowerCAmelCase  :			Optional[Any])	->				Union[str, Any]:




									"""simple docstring"""

									kwargs.update(self.special_tokens_map)
									return self.rust_tokenizer_class.from_pretrained(self.tmpdirname			,				**lowerCAmelCase)


			def 			UpperCAmelCase		(						self  :			Optional[Any]			,				lowerCAmelCase  :			Dict)	->				int:




									"""simple docstring"""

									lowercase__     =  'lower newer'
									lowercase__     =  'lower newer'
									return input_text, output_text


			def 			UpperCAmelCase		(						self  :			Dict)	->				Union[str, Any]:




									"""simple docstring"""

									lowercase__     =  self.tokenizer_class(self.vocab_file			,				self.merges_file			,				**self.special_tokens_map)
									lowercase__     =  'lower newer'
									lowercase__     =  ['l', 'o', 'w', 'er', '\u0120', 'n', 'e', 'w', 'er']
									lowercase__     =  tokenizer.tokenize(lowerCAmelCase)  # , add_prefix_space=True)
									self.assertListEqual(lowerCAmelCase			,				lowerCAmelCase)

									lowercase__     =  tokens + [tokenizer.unk_token]
									lowercase__     =  [0, 1, 2, 15, 10, 9, 3, 2, 15, 19]
									self.assertListEqual(tokenizer.convert_tokens_to_ids(lowerCAmelCase)			,				lowerCAmelCase)


			def 			UpperCAmelCase		(						self  :			List[Any])	->				Dict:




									"""simple docstring"""

									lowercase__     =  self.get_tokenizer()

									self.assertListEqual(tokenizer.encode('Hello world!'			,				add_special_tokens=lowerCAmelCase)			,				[0, 3_14_14, 2_32, 3_28, 2])
									self.assertListEqual(
									    tokenizer.encode('Hello world! cécé herlolip 418'			,				add_special_tokens=lowerCAmelCase)			,				[0, 3_14_14, 2_32, 3_28, 7_40, 11_40, 1_26_95, 69, 4_60_78, 15_88, 2]			,				)


			@slow
			def 			UpperCAmelCase		(						self  :			List[str])	->				Union[str, Any]:




									"""simple docstring"""

									lowercase__     =  self.tokenizer_class.from_pretrained('allenai/longformer-base-4096')

									lowercase__     =  tokenizer.encode('sequence builders'			,				add_special_tokens=lowerCAmelCase)
									lowercase__     =  tokenizer.encode('multi-sequence build'			,				add_special_tokens=lowerCAmelCase)

									lowercase__     =  tokenizer.encode(
									    'sequence builders'			,				add_special_tokens=lowerCAmelCase			,				add_prefix_space=lowerCAmelCase)
									lowercase__     =  tokenizer.encode(
									    'sequence builders'			,				'multi-sequence build'			,				add_special_tokens=lowerCAmelCase			,				add_prefix_space=lowerCAmelCase)

									lowercase__     =  tokenizer.build_inputs_with_special_tokens(lowerCAmelCase)
									lowercase__     =  tokenizer.build_inputs_with_special_tokens(lowerCAmelCase			,				lowerCAmelCase)

									assert encoded_sentence == encoded_text_from_decode
									assert encoded_pair == encoded_pair_from_decode


			def 			UpperCAmelCase		(						self  :			List[str])	->				Any:




									"""simple docstring"""

									lowercase__     =  self.get_tokenizer()

									lowercase__     =  'Encode this sequence.'
									lowercase__     =  tokenizer.byte_encoder[' '.encode('utf-8')[0]]

									# Testing encoder arguments
									lowercase__     =  tokenizer.encode(lowerCAmelCase			,				add_special_tokens=lowerCAmelCase			,				add_prefix_space=lowerCAmelCase)
									lowercase__     =  tokenizer.convert_ids_to_tokens(encoded[0])[0]
									self.assertNotEqual(lowerCAmelCase			,				lowerCAmelCase)

									lowercase__     =  tokenizer.encode(lowerCAmelCase			,				add_special_tokens=lowerCAmelCase			,				add_prefix_space=lowerCAmelCase)
									lowercase__     =  tokenizer.convert_ids_to_tokens(encoded[0])[0]
									self.assertEqual(lowerCAmelCase			,				lowerCAmelCase)

									tokenizer.add_special_tokens({'bos_token': '<s>'})
									lowercase__     =  tokenizer.encode(lowerCAmelCase			,				add_special_tokens=lowerCAmelCase)
									lowercase__     =  tokenizer.convert_ids_to_tokens(encoded[1])[0]
									self.assertNotEqual(lowerCAmelCase			,				lowerCAmelCase)

									# Testing spaces after special tokens
									lowercase__     =  '<mask>'
									tokenizer.add_special_tokens(
									    {'mask_token': AddedToken(lowerCAmelCase			,				lstrip=lowerCAmelCase			,				rstrip=lowerCAmelCase)})  # mask token has a left space
									lowercase__     =  tokenizer.convert_tokens_to_ids(lowerCAmelCase)

									lowercase__     =  'Encode <mask> sequence'
									lowercase__     =  'Encode <mask>sequence'

									lowercase__     =  tokenizer.encode(lowerCAmelCase)
									lowercase__     =  encoded.index(lowerCAmelCase)
									lowercase__     =  tokenizer.convert_ids_to_tokens(encoded[mask_loc + 1])[0]
									self.assertEqual(lowerCAmelCase			,				lowerCAmelCase)

									lowercase__     =  tokenizer.encode(lowerCAmelCase)
									lowercase__     =  encoded.index(lowerCAmelCase)
									lowercase__     =  tokenizer.convert_ids_to_tokens(encoded[mask_loc + 1])[0]
									self.assertNotEqual(lowerCAmelCase			,				lowerCAmelCase)


			def 			UpperCAmelCase		(						self  :			Optional[Any])	->				Any:




									"""simple docstring"""

									pass


			def 			UpperCAmelCase		(						self  :			Dict)	->				Dict:




									"""simple docstring"""

									for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
															with self.subTest(f'''{tokenizer.__class__.__name__} ({pretrained_name})'''):
																					lowercase__     =  self.rust_tokenizer_class.from_pretrained(lowerCAmelCase			,				**lowerCAmelCase)
																					lowercase__     =  self.tokenizer_class.from_pretrained(lowerCAmelCase			,				**lowerCAmelCase)
																					lowercase__     =  'A, <mask> AllenNLP sentence.'
																					lowercase__     =  tokenizer_r.encode_plus(lowerCAmelCase			,				add_special_tokens=lowerCAmelCase			,				return_token_type_ids=lowerCAmelCase)
																					lowercase__     =  tokenizer_p.encode_plus(lowerCAmelCase			,				add_special_tokens=lowerCAmelCase			,				return_token_type_ids=lowerCAmelCase)

																					# token_type_ids should put 0 everywhere
																					self.assertEqual(sum(tokens_r['token_type_ids'])			,				sum(tokens_p['token_type_ids']))

																					# attention_mask should put 1 everywhere, so sum over length should be 1
																					self.assertEqual(
																					    sum(tokens_r['attention_mask']) / len(tokens_r['attention_mask'])			,				sum(tokens_p['attention_mask']) / len(tokens_p['attention_mask'])			,				)

																					lowercase__     =  tokenizer_r.convert_ids_to_tokens(tokens_r['input_ids'])
																					lowercase__     =  tokenizer_p.convert_ids_to_tokens(tokens_p['input_ids'])

																					# Rust correctly handles the space before the mask while python doesnt
																					self.assertSequenceEqual(tokens_p['input_ids']			,				[0, 2_50, 6, 5_02_64, 38_23, 4_87, 2_19_92, 36_45, 4, 2])
																					self.assertSequenceEqual(tokens_r['input_ids']			,				[0, 2_50, 6, 5_02_64, 38_23, 4_87, 2_19_92, 36_45, 4, 2])

																					self.assertSequenceEqual(
																					    lowerCAmelCase			,				['<s>', 'A', ',', '<mask>', 'ĠAllen', 'N', 'LP', 'Ġsentence', '.', '</s>'])
																					self.assertSequenceEqual(
																					    lowerCAmelCase			,				['<s>', 'A', ',', '<mask>', 'ĠAllen', 'N', 'LP', 'Ġsentence', '.', '</s>'])


			def 			UpperCAmelCase		(						self  :			List[Any])	->				List[str]:




									"""simple docstring"""

									for trim_offsets, add_prefix_space in itertools.product([True, False]			,				repeat=2):
															lowercase__     =  self.rust_tokenizer_class.from_pretrained(
															    self.tmpdirname			,				use_fast=lowerCAmelCase			,				add_prefix_space=lowerCAmelCase			,				trim_offsets=lowerCAmelCase)

															lowercase__     =  json.loads(tokenizer_r.backend_tokenizer.pre_tokenizer.__getstate__())
															lowercase__     =  json.loads(tokenizer_r.backend_tokenizer.post_processor.__getstate__())

															self.assertEqual(pre_tokenizer_state['add_prefix_space']			,				lowerCAmelCase)

															self.assertEqual(post_processor_state['add_prefix_space']			,				lowerCAmelCase)
															self.assertEqual(post_processor_state['trim_offsets']			,				lowerCAmelCase)



			def 			UpperCAmelCase		(						self  :			Tuple)	->				Optional[int]:




									"""simple docstring"""

									for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
															with self.subTest(f'''{tokenizer.__class__.__name__} ({pretrained_name})'''):
																					lowercase__     =  'hello'  # `hello` is a token in the vocabulary of `pretrained_name`
																					lowercase__     =  f'''{text_of_1_token} {text_of_1_token}'''

																					lowercase__     =  self.rust_tokenizer_class.from_pretrained(
																					    lowerCAmelCase			,				use_fast=lowerCAmelCase			,				add_prefix_space=lowerCAmelCase			,				trim_offsets=lowerCAmelCase)
																					lowercase__     =  tokenizer_r(lowerCAmelCase			,				return_offsets_mapping=lowerCAmelCase			,				add_special_tokens=lowerCAmelCase)
																					self.assertEqual(encoding.offset_mapping[0]			,				(0, len(lowerCAmelCase)))
																					self.assertEqual(
																					    encoding.offset_mapping[1]			,				(len(lowerCAmelCase) + 1, len(lowerCAmelCase) + 1 + len(lowerCAmelCase))			,				)

																					lowercase__     =  self.rust_tokenizer_class.from_pretrained(
																					    lowerCAmelCase			,				use_fast=lowerCAmelCase			,				add_prefix_space=lowerCAmelCase			,				trim_offsets=lowerCAmelCase)
																					lowercase__     =  tokenizer_r(lowerCAmelCase			,				return_offsets_mapping=lowerCAmelCase			,				add_special_tokens=lowerCAmelCase)
																					self.assertEqual(encoding.offset_mapping[0]			,				(0, len(lowerCAmelCase)))
																					self.assertEqual(
																					    encoding.offset_mapping[1]			,				(len(lowerCAmelCase) + 1, len(lowerCAmelCase) + 1 + len(lowerCAmelCase))			,				)

																					lowercase__     =  self.rust_tokenizer_class.from_pretrained(
																					    lowerCAmelCase			,				use_fast=lowerCAmelCase			,				add_prefix_space=lowerCAmelCase			,				trim_offsets=lowerCAmelCase)
																					lowercase__     =  tokenizer_r(lowerCAmelCase			,				return_offsets_mapping=lowerCAmelCase			,				add_special_tokens=lowerCAmelCase)
																					self.assertEqual(encoding.offset_mapping[0]			,				(0, len(lowerCAmelCase)))
																					self.assertEqual(
																					    encoding.offset_mapping[1]			,				(len(lowerCAmelCase), len(lowerCAmelCase) + 1 + len(lowerCAmelCase))			,				)

																					lowercase__     =  self.rust_tokenizer_class.from_pretrained(
																					    lowerCAmelCase			,				use_fast=lowerCAmelCase			,				add_prefix_space=lowerCAmelCase			,				trim_offsets=lowerCAmelCase)
																					lowercase__     =  tokenizer_r(lowerCAmelCase			,				return_offsets_mapping=lowerCAmelCase			,				add_special_tokens=lowerCAmelCase)
																					self.assertEqual(encoding.offset_mapping[0]			,				(0, len(lowerCAmelCase)))
																					self.assertEqual(
																					    encoding.offset_mapping[1]			,				(len(lowerCAmelCase), len(lowerCAmelCase) + 1 + len(lowerCAmelCase))			,				)

																					lowercase__     =  f''' {text}'''

																					# tokenizer_r = self.rust_tokenizer_class.from_pretrained(
																					#     pretrained_name, use_fast=True, add_prefix_space=True, trim_offsets=True
																					# )
																					# encoding = tokenizer_r(text, return_offsets_mapping=True, add_special_tokens=False)
																					# self.assertEqual(encoding.offset_mapping[0], (1, 1 + len(text_of_1_token)))
																					# self.assertEqual(
																					#     encoding.offset_mapping[1],
																					#     (1 + len(text_of_1_token) + 1, 1 + len(text_of_1_token) + 1 + len(text_of_1_token)),
																					# )

																					lowercase__     =  self.rust_tokenizer_class.from_pretrained(
																					    lowerCAmelCase			,				use_fast=lowerCAmelCase			,				add_prefix_space=lowerCAmelCase			,				trim_offsets=lowerCAmelCase)
																					lowercase__     =  tokenizer_r(lowerCAmelCase			,				return_offsets_mapping=lowerCAmelCase			,				add_special_tokens=lowerCAmelCase)
																					self.assertEqual(encoding.offset_mapping[0]			,				(1, 1 + len(lowerCAmelCase)))
																					self.assertEqual(
																					    encoding.offset_mapping[1]			,				(1 + len(lowerCAmelCase) + 1, 1 + len(lowerCAmelCase) + 1 + len(lowerCAmelCase))			,				)

																					lowercase__     =  self.rust_tokenizer_class.from_pretrained(
																					    lowerCAmelCase			,				use_fast=lowerCAmelCase			,				add_prefix_space=lowerCAmelCase			,				trim_offsets=lowerCAmelCase)
																					lowercase__     =  tokenizer_r(lowerCAmelCase			,				return_offsets_mapping=lowerCAmelCase			,				add_special_tokens=lowerCAmelCase)
																					self.assertEqual(encoding.offset_mapping[0]			,				(0, 1 + len(lowerCAmelCase)))
																					self.assertEqual(
																					    encoding.offset_mapping[1]			,				(1 + len(lowerCAmelCase), 1 + len(lowerCAmelCase) + 1 + len(lowerCAmelCase))			,				)

																					lowercase__     =  self.rust_tokenizer_class.from_pretrained(
																					    lowerCAmelCase			,				use_fast=lowerCAmelCase			,				add_prefix_space=lowerCAmelCase			,				trim_offsets=lowerCAmelCase)
																					lowercase__     =  tokenizer_r(lowerCAmelCase			,				return_offsets_mapping=lowerCAmelCase			,				add_special_tokens=lowerCAmelCase)
																					self.assertEqual(encoding.offset_mapping[0]			,				(0, 1 + len(lowerCAmelCase)))
																					self.assertEqual(
																					    encoding.offset_mapping[1]			,				(1 + len(lowerCAmelCase), 1 + len(lowerCAmelCase) + 1 + len(lowerCAmelCase))			,				)





import pickle
import shutil
import tempfile
import unittest

from transformers import SPIECE_UNDERLINE, XGLMTokenizer, XGLMTokenizerFast
from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, slow
from transformers.utils import cached_property

from ...test_tokenization_common import TokenizerTesterMixin


a__      :				Any   	=			get_tests_dir("fixtures/test_sentencepiece.model")



@require_sentencepiece
@require_tokenizers
class       UpperCAmelCase__(							lowerCamelCase     ,							unittest.TestCase	):

   '''simple docstring'''




   A    :  str       				=    XGLMTokenizer
   A    :  List[Any]       				=    XGLMTokenizerFast
   A    :  int       				=    True
   A    :  Optional[Any]       				=    True


   def 			UpperCAmelCase		(						self  :			Optional[int])	->				Optional[Any]:




         """simple docstring"""

         super().setUp()

         # We have a SentencePiece fixture for testing
         lowercase__     =  XGLMTokenizer(lowerCAmelCase			,				keep_accents=lowerCAmelCase)
         tokenizer.save_pretrained(self.tmpdirname)


   def 			UpperCAmelCase		(						self  :			Union[str, Any])	->				str:




         """simple docstring"""

         lowercase__     =  '<pad>'
         lowercase__     =  1

         self.assertEqual(self.get_tokenizer()._convert_token_to_id(lowerCAmelCase)			,				lowerCAmelCase)
         self.assertEqual(self.get_tokenizer()._convert_id_to_token(lowerCAmelCase)			,				lowerCAmelCase)


   def 			UpperCAmelCase		(						self  :			str)	->				List[str]:




         """simple docstring"""

         lowercase__     =  list(self.get_tokenizer().get_vocab().keys())

         self.assertEqual(vocab_keys[0]			,				'<s>')
         self.assertEqual(vocab_keys[1]			,				'<pad>')
         self.assertEqual(len(lowerCAmelCase)			,				10_08)


   def 			UpperCAmelCase		(						self  :			List[str])	->				str:




         """simple docstring"""

         self.assertEqual(self.get_tokenizer().vocab_size			,				10_08)


   def 			UpperCAmelCase		(						self  :			Optional[Any])	->				List[str]:




         """simple docstring"""

         lowercase__     =  XGLMTokenizer(lowerCAmelCase			,				keep_accents=lowerCAmelCase)

         lowercase__     =  tokenizer.tokenize('This is a test')
         self.assertListEqual(lowerCAmelCase			,				['▁This', '▁is', '▁a', '▁t', 'est'])

         self.assertListEqual(
             tokenizer.convert_tokens_to_ids(lowerCAmelCase)			,				[value + tokenizer.fairseq_offset for value in [2_85, 46, 10, 1_70, 3_82]]			,				)

         lowercase__     =  tokenizer.tokenize('I was born in 92000, and this is falsé.')
         self.assertListEqual(
             lowerCAmelCase			,				[
                 SPIECE_UNDERLINE + 'I',
                 SPIECE_UNDERLINE + 'was',
                 SPIECE_UNDERLINE + 'b',
                 'or',
                 'n',
                 SPIECE_UNDERLINE + 'in',
                 SPIECE_UNDERLINE + '',
                 '9',
                 '2',
                 '0',
                 '0',
                 '0',
                 ',',
                 SPIECE_UNDERLINE + 'and',
                 SPIECE_UNDERLINE + 'this',
                 SPIECE_UNDERLINE + 'is',
                 SPIECE_UNDERLINE + 'f',
                 'al',
                 's',
                 'é',
                 '.',
             ]			,				)
         lowercase__     =  tokenizer.convert_tokens_to_ids(lowerCAmelCase)
         self.assertListEqual(
             lowerCAmelCase			,				[
                 value + tokenizer.fairseq_offset
                 for value in [8, 21, 84, 55, 24, 19, 7, 2, 6_02, 3_47, 3_47, 3_47, 3, 12, 66, 46, 72, 80, 6, 2, 4]
             ]			,				)

         lowercase__     =  tokenizer.convert_ids_to_tokens(lowerCAmelCase)
         self.assertListEqual(
             lowerCAmelCase			,				[
                 SPIECE_UNDERLINE + 'I',
                 SPIECE_UNDERLINE + 'was',
                 SPIECE_UNDERLINE + 'b',
                 'or',
                 'n',
                 SPIECE_UNDERLINE + 'in',
                 SPIECE_UNDERLINE + '',
                 '<unk>',
                 '2',
                 '0',
                 '0',
                 '0',
                 ',',
                 SPIECE_UNDERLINE + 'and',
                 SPIECE_UNDERLINE + 'this',
                 SPIECE_UNDERLINE + 'is',
                 SPIECE_UNDERLINE + 'f',
                 'al',
                 's',
                 '<unk>',
                 '.',
             ]			,				)


   @cached_property
   def 			UpperCAmelCase		(						self  :			int)	->				Dict:




         """simple docstring"""

         return XGLMTokenizer.from_pretrained('facebook/xglm-564M')


   def 			UpperCAmelCase		(						self  :			Optional[int])	->				Dict:




         """simple docstring"""

         with tempfile.NamedTemporaryFile() as f:
               shutil.copyfile(lowerCAmelCase			,				f.name)
               lowercase__     =  XGLMTokenizer(f.name			,				keep_accents=lowerCAmelCase)
               lowercase__     =  pickle.dumps(lowerCAmelCase)
         pickle.loads(lowerCAmelCase)


   def 			UpperCAmelCase		(						self  :			Optional[Any])	->				str:




         """simple docstring"""

         if not self.test_rust_tokenizer:
               return

         lowercase__     =  self.get_tokenizer()
         lowercase__     =  self.get_rust_tokenizer()

         lowercase__     =  'I was born in 92000, and this is falsé.'

         lowercase__     =  tokenizer.tokenize(lowerCAmelCase)
         lowercase__     =  rust_tokenizer.tokenize(lowerCAmelCase)
         self.assertListEqual(lowerCAmelCase			,				lowerCAmelCase)

         lowercase__     =  tokenizer.encode(lowerCAmelCase			,				add_special_tokens=lowerCAmelCase)
         lowercase__     =  rust_tokenizer.encode(lowerCAmelCase			,				add_special_tokens=lowerCAmelCase)
         self.assertListEqual(lowerCAmelCase			,				lowerCAmelCase)

         lowercase__     =  self.get_rust_tokenizer()
         lowercase__     =  tokenizer.encode(lowerCAmelCase)
         lowercase__     =  rust_tokenizer.encode(lowerCAmelCase)
         self.assertListEqual(lowerCAmelCase			,				lowerCAmelCase)


   @slow
   def 			UpperCAmelCase		(						self  :			List[str])	->				List[str]:




         """simple docstring"""

         lowercase__     =  'Hello World!'
         lowercase__     =  [2, 3_12_27, 44_47, 35]

         self.assertListEqual(lowerCAmelCase			,				self.big_tokenizer.encode(lowerCAmelCase))


   @slow
   def 			UpperCAmelCase		(						self  :			List[str])	->				Union[str, Any]:




         """simple docstring"""

         lowercase__     =  (
             'This is a very long text with a lot of weird characters, such as: . , ~ ? ( ) " [ ] ! : - . Also we will'
             ' add words that should not exsist and be tokenized to unk, such as saoneuhaoesuth'
         )
         # fmt: off
         lowercase__     =  [2, 10_18, 67, 11, 19_88, 26_17, 56_31, 2_78, 11, 34_07, 48, 7_16_30, 2_80_85, 4, 32_34, 1_57, 13, 6, 5, 6, 4, 35_26, 7_68, 15, 6_59, 57, 2_98, 39_83, 8_64, 1_29, 21, 6, 5, 1_36_75, 3_77, 6_52, 75_80, 1_03_41, 1_55, 28_17, 4_22, 16_66, 7, 16_74, 53, 1_13, 20_22_77, 1_78_92, 33, 60, 87, 4, 32_34, 1_57, 61, 26_67, 5_23_76, 19, 88, 23, 7_35]
         # fmt: on

         self.assertListEqual(lowerCAmelCase			,				self.big_tokenizer.encode(lowerCAmelCase))



   @slow
   def 			UpperCAmelCase		(						self  :			str)	->				Dict:




         """simple docstring"""

         lowercase__     =  {
             'input_ids': [[2, 10_88_25, 11_63, 15, 8_80_10, 4_73, 1_58_98, 1_57, 1_36_72, 18_57, 3_12, 8, 23_80_21, 11_63, 53, 1_36_72, 18_57, 3_12, 8, 5_32_83, 18_23_96, 8, 1_85_66, 16, 3_67_33, 41_01, 8, 2_30, 24_40_17, 12_25_53, 7, 15, 13_25_97, 4, 2_93, 1_25_11, 76_10, 4, 34_14, 13_25_97, 9, 4, 3_23_61, 3_62, 4, 7_34, 2_85_12, 3_25_69, 18, 4, 3_23_61, 2_60_96, 1_49_82, 73, 1_87_15, 2_14_33, 23_52_61, 15, 4_92, 1_24_27, 16, 53, 1_87_15, 2_14_33, 6_54_54, 15, 2_36_59, 5_63, 16, 2_78, 5_97, 28_43, 5_95, 79_31, 18_23_96, 6_41_86, 22, 8_86, 5_95, 13_29_81, 53, 2_55_40, 34_49, 4_39_82, 3_99_01, 59_51, 8_78, 3_30, 4, 2_76_94, 8_02_69, 3_12, 53, 65_17, 1_17_80, 6_11, 2_04_08, 5], [2, 6, 13_25_97, 67, 4_28_97, 33, 5_92, 8, 16_37_29, 2_55_40, 3_61, 13_69_97, 10_95_14, 17_32_30, 7, 5_01, 60, 10_29_13, 1_96, 56_31, 2_35, 6_32_43, 4_73, 6, 23_17_57, 74, 52_77, 79_05, 53, 30_95, 3_73_17, 22, 4_54, 18_38_74, 5], [2, 2_68, 3_12_98, 4_65_30, 6, 13_29_35, 4_38_31, 7, 5_97, 32, 24, 36_88, 98_65, 5]],
             'attention_mask': [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]]
         }  # noqa: E501
         # fmt: on

         self.tokenizer_integration_test_util(
             expected_encoding=lowerCAmelCase			,				model_name='facebook/xglm-564M'			,				padding=lowerCAmelCase			,				)
